Claude Directory

Claude Code setups for building AI agents and Claude apps

Build with the Claude API, the Agent SDK, and the MCP ecosystem. Skills, agents, and plugins that help you scaffold Claude apps with prompt caching, author custom MCP servers, design multi-agent pipelines, and tune prompts for production.

1295 items across skills, agents, plugins, MCP servers, prompts, hooks, and guides.

Example prompts

Concrete things you can type into Claude Code for ai & agent development. Each example uses a real skill, agent, slash command, hook, or MCP server listed below.

Build a Claude API app with prompt caching

Use the claude-api skill to scaffold a chat app with prompt caching, streaming, and tool use against claude-opus-4-7.

Author a custom MCP server

Use the mcp-builder skill to expose our internal billing API as MCP tools with proper auth and rate limits.

Design a multi-agent system

Use the ai-engineer agent to plan a researcher → writer → reviewer pipeline using the Agent SDK.

Tune a prompt for production

Use the prompt-engineer agent to A/B test two system prompts against a 50-case eval and report variance.

Skills (248)

Browse all skills

MCP Server Builder

Guide for creating high-quality Model Context Protocol servers with best practices

mcpserverdevelopmentprotocol+1

Skyvern Browser Automation

AI-powered browser automation — navigate sites, fill forms, extract structured data, log in with stored credentials, and build reusable workflows

browserautomationscrapingai+1

Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching. Also handles migrating existing Claude API code between Claude model versions (4.5 → 4.6, 4.6 → 4.7, retired-model replacements). TRIGGER when: code imports `ant…

Frontend Design

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or …

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

pythontypescriptnodeapi+1

Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an…

Slack Gif Creator

Knowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users request animated GIFs for Slack like "make me a GIF of X doing Y for Slack."

Web Artifacts Builder

Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX a…

Revenue Operations

Analyzes sales pipeline health, revenue forecasting accuracy, and go-to-market efficiency metrics for SaaS revenue optimization. Use when analyzing sales pipeline coverage, forecasting revenue, evaluating go-to-market performance, reviewing sales metrics, assessing pipeline anal…

goperformancerag

Analyzes RFP/RFI responses for coverage gaps, builds competitive feature comparison matrices, and plans proof-of-concept (POC) engagements for pre-sales engineering. Use when responding to RFPs, bids, or proposal requests; comparing product features against competitors; planning…

Board Deck Builder

Assembles comprehensive board and investor update decks by pulling perspectives from all C-suite roles. Use when preparing board meetings, investor updates, quarterly business reviews, or fundraising narratives. Covers structure, narrative framework, bad news delivery, and commo…

Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making executive decisions, fundraising, or when…

Financial leadership for startups and scaling companies. Financial modeling, unit economics, fundraising strategy, cash management, and board financial packages. Use when building financial models, analyzing unit economics, planning fundraising, managing cash runway, preparing b…

Competitive Intel

Systematic competitor tracking that feeds CMO positioning, CRO battlecards, and CPO roadmap decisions. Use when analyzing competitors, building sales battlecards, tracking market moves, positioning against alternatives, or when user mentions competitive intelligence, competitive…

Internal Narrative

Build and maintain one coherent company story across all audiences — employees, investors, customers, candidates, and partners. Detects narrative contradictions and ensures the same truth is framed for each audience's needs. Use when preparing investor updates, all-hands present…

Accessibility audit skill for scanning, fixing, and verifying WCAG 2.2 Level A and AA compliance across React, Next.js, Vue, Angular, Svelte, and plain HTML codebases. Use when auditing accessibility, fixing a11y violations, checking color contrast, generating compliance reports…

Google Workspace Cli

Google Workspace administration via the gws CLI. Install, authenticate, and automate Gmail, Drive, Sheets, Calendar, Docs, Chat, and Tasks. Run security audits, execute 43 built-in recipes, and use 10 persona bundles. Use for Google Workspace admin, gws CLI setup, Gmail automati…

gosecurityautomationai

Analyze test coverage gaps. Use when user says "test coverage", "what's not tested", "coverage gaps", "missing tests", "coverage report", or "what needs testing".

Fix failing or flaky Playwright tests. Use when user says "fix test", "flaky test", "test failing", "debug test", "test broken", "test passes sometimes", or "intermittent failure".

Production-grade Playwright testing toolkit. Use when the user mentions Playwright tests, end-to-end testing, browser automation, fixing flaky tests, test migration, CI/CD testing, or test suites. Generate tests, fix flaky failures, migrate from Cypress/Selenium, sync with TestR…

testingbrowserautomationai+1

Sync tests with TestRail. Use when user mentions "testrail", "test management", "test cases", "test run", "sync test cases", "push results to testrail", or "import from testrail".

Use when assessing AI/ML systems for prompt injection, jailbreak vulnerabilities, model inversion risk, data poisoning exposure, or agent tool abuse. Covers MITRE ATLAS technique mapping, injection signature detection, and adversarial robustness scoring.

securityaiagent

Email Template Builder

Email Template Builder

Engineering Skills

23 engineering agent skills and plugins for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw, and 6 more tools. Architecture, frontend, backend, QA, DevOps, security, AI/ML, data engineering, Playwright, Stripe, AWS, MS365. 30+ Python tools (stdlib-only).

pythonawssecurityai+1

Build immersive, cinematic 2.5D interactive websites using scroll storytelling, parallax depth, text animations, and premium scroll effects — no WebGL required. Use this skill for any web design task: landing pages, product sites, hero sections, scroll animations, parallax, stic…

Use when planning or executing authorized red team engagements, attack path analysis, or offensive security simulations. Covers MITRE ATT&CK kill-chain planning, technique scoring, choke point identification, OPSEC risk assessment, and crown jewel targeting.

Senior Architect

This skill should be used when the user asks to "design system architecture", "evaluate microservices vs monolith", "create architecture diagrams", "analyze dependencies", "choose a database", "plan for scalability", "make technical decisions", or "review system design". Use for…

Senior Computer Vision

Computer vision engineering skill for object detection, image segmentation, and visual AI systems. Covers CNN and Vision Transformer architectures, YOLO/Faster R-CNN/DETR detection, Mask R-CNN/SAM segmentation, and production deployment with ONNX/TensorRT. Includes PyTorch, torc…

Senior Data Engineer

Data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure. Expertise in Python, SQL, Spark, Airflow, dbt, Kafka, and modern data stack. Includes data modeling, pipeline orchestration, data quality, and DataOps. Use when designing data …

Comprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure). Includes pipeline setup, infrastructure as code, deployment automation, and monitoring. Use when setting up pipelines, deploying applications, managing infra…

awsgcpazuredeployment+3

Senior Frontend

Frontend development skill for React, Next.js, TypeScript, and Tailwind CSS applications. Use when building React components, optimizing Next.js performance, analyzing bundle sizes, scaffolding frontend projects, implementing accessibility, or reviewing frontend code quality.

typescriptreactperformanceai

Senior Ml Engineer

ML engineering skill for productionizing models, building MLOps pipelines, and integrating LLMs. Covers model deployment, feature stores, drift monitoring, RAG systems, and cost optimization. Use when the user asks about deploying ML models to production, setting up MLOps infras…

kubernetesdockerperformancedeployment+5

Senior Prompt Engineer

This skill should be used when the user asks to "optimize prompts", "design prompt templates", "evaluate LLM outputs", "build agentic systems", "implement RAG", "create few-shot examples", "analyze token usage", or "design AI workflows". Use for prompt engineering patterns, LLM …

Generates unit tests, integration tests, and E2E tests for React/Next.js applications. Scans components to create Jest + React Testing Library test stubs, analyzes Istanbul/LCOV coverage reports to surface gaps, scaffolds Playwright test files from Next.js routes, mocks API call…

reacttestingapirag

Senior SecOps engineer skill for application security, vulnerability management, compliance verification, and secure development practices. Runs SAST/DAST scans, generates CVE remediation plans, checks dependency vulnerabilities, creates security policies, enforces secure coding…

Test-driven development skill for writing unit tests, generating test fixtures and mocks, analyzing coverage gaps, and guiding red-green-refactor workflows across Jest, Pytest, JUnit, Vitest, and Mocha. Use when the user asks to write tests, improve test coverage, practice TDD, …

Snowflake Development

Use when writing Snowflake SQL, building data pipelines with Dynamic Tables or Streams/Tasks, using Cortex AI functions, creating Cortex Agents, writing Snowpark Python, configuring dbt for Snowflake, or troubleshooting Snowflake errors.

Multi-agent collaboration plugin that spawns N parallel subagents competing on the same task via git worktree isolation. Agents work independently, results are evaluated by metric or LLM judge, and the best branch is merged. Use when: user wants multiple approaches tried in para…

Evaluate and rank agent results by metric or LLM judge for an AgentHub session.

One-shot lifecycle command that chains init → baseline → spawn → eval → merge in a single invocation.

Autoresearch Agent

Autonomous experiment loop that optimizes any file by a measurable metric. Inspired by Karpathy's autoresearch. The agent edits a target file, runs a fixed evaluation, keeps improvements (git commit), discards failures (git reset), and loops indefinitely. Use when: user wants to…

Start an autonomous experiment loop with user-selected interval (10min, 1h, daily, weekly, monthly). Uses CronCreate for scheduling.

Set up a new autoresearch experiment interactively. Collects domain, target file, eval command, metric, direction, and evaluator.

Use when the user wants more human-like AI responses — less robotic, less listy, more authentic. Triggers: 'behuman', 'be real', 'like a human', 'more human', 'less AI', 'talk like a person', 'mirror mode', 'stop being so AI', or when conversations are emotionally charged (grief…

Chaos Engineering

Use when planning, running, or learning from chaos engineering experiments. Triggers on "chaos experiment", "fault injection", "gameday", "resilience test", "blast radius", "steady state", "abort criteria", "Chaos Toolkit", "Chaos Mesh", "Litmus", "Gremlin", "AWS FIS", or any de…

pythonawskubernetesai

Use when the user asks to create a CodeTour .tour file — persona-targeted, step-by-step walkthroughs that link to real files and line numbers. Trigger for: create a tour, onboarding tour, architecture tour, PR review tour, explain how X works, vibe check, RCA tour, contributor g…

Docker Development

Docker and container development agent skill and plugin for Dockerfile optimization, docker-compose orchestration, multi-stage builds, and container security hardening. Use when: user wants to optimize a Dockerfile, create or improve docker-compose configurations, implement mult…

dockersecurityperformanceai+1

Use when writing, reviewing, or committing code to enforce Karpathy's 4 coding principles — surface assumptions before coding, keep it simple, make surgical changes, define verifiable goals. Triggers on "review my diff", "check complexity", "am I overcomplicating this", "karpath…

Llm Cost Optimizer

Use proactively whenever LLM API costs come up -- or should. Triggers include: 'my AI costs are too high', 'optimize token usage', 'which model should I use', 'LLM spend is out of control', 'implement prompt caching', 'we're about to launch an AI feature', 'build me an AI endpoi…

Use when building or maintaining a persistent personal knowledge base (second brain) in Obsidian where an LLM incrementally ingests sources, updates entity/concept pages, maintains cross-references, and keeps a synthesis current. Triggers include "second brain", "Obsidian wiki",…

Prompt Governance

Use when managing prompts in production at scale: versioning prompts, running A/B tests on prompts, building prompt registries, preventing prompt regressions, or creating eval pipelines for production AI features. Triggers: 'manage prompts in production', 'prompt versioning', 'p…

Engineering Advanced Skills

25 advanced engineering agent skills and plugins for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw. Agent design, RAG, MCP servers, CI/CD, database design, observability, security auditing, release management, platform ops.

securityragagent

Use when the user asks to fix, debug, or make a specific feature/module/area work end-to-end. Triggers: 'make X work', 'fix the Y feature', 'the Z module is broken', 'focus on [area]'. Not for quick single-bug fixes — this is for systematic deep-dive repair across all files and …

Full Page Screenshot

Use when the user asks to capture a full-page screenshot, long screenshot, or complete page capture of a web page. Handles SPA scroll containers, lazy-loaded images, and very tall pages via Chrome DevTools Protocol with zero external dependencies.

Use when the user asks to design RAG pipelines, optimize retrieval strategies, choose embedding models, implement vector search, or build knowledge retrieval systems.

Honestly evaluate AI work quality using a two-axis scoring system. Use after completing a task, code review, or work session to get an unbiased assessment. Detects score inflation, forces devil's advocate reasoning, and persists scores across sessions.

Pre-production audit that scans a codebase for security, database, deployment, code quality, AI/LLM, dependency, frontend, and observability issues. Intercepts deploy commands and blocks until critical items pass. Stack-agnostic. Use for "run ship gate", "am I ready to ship", "p…

gosecuritydeploymentai+1

Skill Security Auditor

Security audit and vulnerability scanner for AI agent skills before installation. Use when: (1) evaluating a skill from an untrusted source, (2) auditing a skill directory or git repo URL for malicious code, (3) pre-install security gate for Claude Code plugins, OpenClaw skills,…

pythonrustsecurityai+1

Use when the user asks to track technical changes, create change records, manage TC lifecycles, or hand off work between AI sessions. Covers init/create/update/status/resume/close/export workflows for structured code change documentation.

Tech Debt Tracker

Scan codebases for technical debt, score severity, track trends, and generate prioritized remediation plans. Use when users mention tech debt, code quality, refactoring priority, debt scoring, cleanup sprints, or code health assessment. Also use for legacy code modernization pla…

When the user needs to generate, iterate, or scale ad creative for paid advertising. Use when they say 'write ad copy,' 'generate headlines,' 'create ad variations,' 'bulk creative,' 'iterate on ads,' 'ad copy validation,' 'RSA headlines,' 'Meta ad copy,' 'LinkedIn ad,' or 'crea…

Optimize content to get cited by AI search engines — ChatGPT, Perplexity, Google AI Overviews, Claude, Gemini, Copilot. Use when you want your content to appear in AI-generated answers, not just ranked in blue links. Triggers: 'optimize for AI search', 'get cited by ChatGPT', 'A…

Analytics Tracking

Set up, audit, and debug analytics tracking implementation — GA4, Google Tag Manager, event taxonomy, conversion tracking, and data quality. Use when building a tracking plan from scratch, auditing existing analytics for gaps or errors, debugging missing events, or setting up GT…

Campaign Analytics

Analyzes campaign performance with multi-touch attribution, funnel conversion analysis, and ROI calculation for marketing optimization. Use when analyzing marketing campaigns, ad performance, attribution models, conversion rates, or calculating marketing ROI, ROAS, CPA, and camp…

Churn Prevention

Reduce voluntary and involuntary churn through cancel flow design, save offers, exit surveys, and dunning sequences. Use when designing or optimizing a cancel flow, building save offers, setting up dunning emails, or reducing failed-payment churn. Trigger keywords: cancel flow, …

When the user wants to write, improve, or build a sequence of B2B cold outreach emails to prospects who haven't asked to hear from them. Use when the user mentions 'cold email,' 'cold outreach,' 'prospecting emails,' 'SDR emails,' 'sales emails,' 'first touch email,' 'follow-up …

Content Humanizer

Makes AI-generated content sound genuinely human — not just cleaned up, but alive. Use when content feels robotic, uses too many AI clichés, lacks personality, or reads like it was written by committee. Triggers: 'this sounds like AI', 'make it more human', 'add personality', 'i…

When the user wants to write, rewrite, or improve marketing copy for any page — including homepage, landing pages, pricing pages, feature pages, about pages, or product pages. Also use when the user says \"write copy for,\" \"improve this copy,\" \"rewrite this page,\" \"marketi…

When the user wants to create or optimize an email sequence, drip campaign, automated email flow, or lifecycle email program. Also use when the user mentions "email sequence," "drip campaign," "nurture sequence," "onboarding emails," "welcome sequence," "re-engagement emails," "…

When the user wants to optimize any form that is NOT signup/registration — including lead capture forms, contact forms, demo request forms, application forms, survey forms, or checkout forms. Also use when the user mentions "form optimization," "lead form conversions," "form fri…

Launch Strategy

When the user wants to plan a product launch, feature announcement, or release strategy. Also use when the user mentions 'launch,' 'Product Hunt,' 'feature release,' 'announcement,' 'go-to-market,' 'beta launch,' 'early access,' 'waitlist,' 'product update,' 'GTM plan,' 'launch …

Marketing Context

Create and maintain the marketing context document that all marketing skills read before starting. Use when the user mentions 'marketing context,' 'brand voice,' 'set up context,' 'target audience,' 'ICP,' 'style guide,' 'who is my customer,' 'positioning,' or wants to avoid rep…

Marketing Demand Acquisition

Creates demand generation campaigns, optimizes paid ad spend across LinkedIn, Google, and Meta, develops SEO strategies, and structures partnership programs for Series A+ startups scaling internationally. Use when planning marketing strategy, growth marketing, advertising campai…

Central router for the marketing skill ecosystem. Use when unsure which marketing skill to use, when orchestrating a multi-skill campaign, or when coordinating across content, SEO, CRO, channels, and analytics. Also use when the user mentions 'marketing help,' 'campaign plan,' '…

When the user wants to optimize post-signup onboarding, user activation, first-run experience, or time-to-value. Also use when the user mentions "onboarding flow," "activation rate," "user activation," "first-run experience," "empty states," "onboarding checklist," "aha moment,"…

When the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X, or other ad platforms. Also use when the user mentions 'PPC,' 'paid media,' 'ad copy,' 'ad creative,' 'ROAS,' 'CPA,' 'ad campaign,' 'retargeting,' or 'audience…

Paywall Upgrade Cro

When the user wants to create or optimize in-app paywalls, upgrade screens, upsell modals, or feature gates. Also use when the user mentions "paywall," "upgrade screen," "upgrade modal," "upsell," "feature gate," "convert free to paid," "freemium conversion," "trial expiration s…

When the user wants to create or optimize popups, modals, overlays, slide-ins, or banners for conversion purposes. Also use when the user mentions "exit intent," "popup conversions," "modal optimization," "lead capture popup," "email popup," "announcement banner," or "overlay." …

Prompt Engineer Toolkit

Analyzes and rewrites prompts for better AI output, creates reusable prompt templates for marketing use cases (ad copy, email campaigns, social media), and structures end-to-end AI content workflows. Use when the user wants to improve prompts for AI-assisted marketing, build pro…

When the user wants to implement, audit, or validate structured data (schema markup) on their website. Use when the user mentions 'structured data,' 'schema.org,' 'JSON-LD,' 'rich results,' 'rich snippets,' 'schema markup,' 'FAQ schema,' 'Product schema,' 'HowTo schema,' or 'str…

Social Media Analyzer

Social media campaign analysis and performance tracking. Calculates engagement rates, ROI, and benchmarks across platforms. Use for analyzing social media performance, calculating engagement rate, measuring campaign ROI, comparing platform metrics, or benchmarking against indust…

Reverse-engineer any codebase into a complete Product Requirements Document (PRD). Analyzes routes, components, state management, API integrations, and user interactions to produce business-readable documentation detailed enough for engineers or AI agents to fully reconstruct ev…

productgoreactvue+4

Competitive Teardown

Analyzes competitor products and companies by synthesizing data from pricing pages, app store reviews, job postings, SEO signals, and social media into structured competitive intelligence. Produces feature comparison matrices scored across 12 dimensions, SWOT analyses, positioni…

Landing Page Generator

Generates high-converting landing pages as complete Next.js/React (TSX) components with Tailwind CSS. Creates hero sections, feature grids, pricing tables, FAQ accordions, testimonial blocks, and CTA sections using proven copy frameworks (PAS, AIDA, BAB). Outputs SEO meta tags, …

reactperformanceai

Roadmap Communicator

Use when preparing roadmap narratives, release notes, changelogs, or stakeholder updates tailored for executives, engineering teams, and customers.

Saas Scaffolder

Generates complete, production-ready SaaS project boilerplate including authentication, database schemas, billing integration, API routes, and a working dashboard using Next.js 14+ App Router, TypeScript, Tailwind CSS, shadcn/ui, Drizzle ORM, and Stripe. Use when the user wants …

typescriptapiai

Use when the user says 'build me an app', 'create a project from this spec', 'scaffold a new repo', 'generate a starter', 'turn this idea into code', 'bootstrap a project', 'I have requirements and need a codebase', or provides a natural-language project specification and expect…

Ui Design System

UI design system toolkit for Senior UI Designer including design token generation, component documentation, responsive design calculations, and developer handoff tools. Use for creating design systems, maintaining visual consistency, and facilitating design-dev collaboration.

Quality Manager Qms Iso13485

ISO 13485 Quality Management System implementation and maintenance for medical device organizations. Provides QMS design, documentation control, internal auditing, CAPA management, and certification support. Use when working with medical device quality systems, preparing for ISO…

Regulatory Affairs Head

Senior Regulatory Affairs Manager for HealthTech and MedTech companies. Prepares FDA 510(k), De Novo, and PMA submission packages; analyzes regulatory pathways for new medical devices; drafts responses to FDA deficiency letters and Notified Body queries; develops CE marking tech…

Brainstorm Okrs

Brainstorm team-level OKRs aligned with company objectives — qualitative objectives with measurable key results. Use when setting quarterly OKRs, aligning team goals with company strategy, drafting objectives, or learning how to write effective OKRs.

Generate realistic dummy datasets for testing with customizable columns, constraints, and output formats (CSV, JSON, SQL, Python script). Use when creating test data, building mock datasets, or generating sample data for development and demos.

pythontestingai

Create job stories using the 'When [situation], I want to [motivation], so I can [outcome]' format with detailed acceptance criteria. Use when writing job stories, creating JTBD-style backlog items, or expressing user situations and motivations.

Plan a sprint with capacity estimation, story selection, dependency mapping, and risk identification. Use when preparing for sprint planning, estimating team capacity, selecting stories, or balancing sprint scope against velocity.

Beachhead Segment

Identify the first beachhead market segment for a product launch. Evaluates segments against burning pain, willingness to pay, winnable market share, and referral potential. Use when choosing a first market, targeting an initial customer segment, or planning market entry strateg…

Competitive Battlecard

Create sales-ready competitive battlecards comparing your product against a specific competitor — positioning, feature comparison, objection handling, and win/loss patterns. Use when preparing sales teams, creating competitive materials, or responding to 'why not competitor X?'

Identify growth loops (flywheels) for sustainable traction. Evaluates 5 loop types: Viral, Usage, Collaboration, User-Generated, and Referral. Use when designing growth mechanisms, building product-led traction, or understanding how growth loops work.

Identify the best GTM motions and tools across 7 motion types: Inbound, Outbound, Paid Digital, Community, Partners, ABM, and PLG. Use when selecting marketing channels, choosing between inbound and outbound strategy, or planning cross-channel campaigns.

Customer Journey Map

Create an end-to-end customer journey map with stages, touchpoints, emotions, pain points, and opportunities. Use when mapping the customer experience, identifying friction points, improving onboarding, or visualizing the user journey.

Create refined user personas from research data — 3 personas with JTBD, pains, gains, and unexpected insights. Use when building personas from survey data, creating user profiles from research, or segmenting users for product decisions.

Marketing Ideas

Generate 5 creative, cost-effective marketing ideas with channels, messaging, and engagement rationale. Use when brainstorming marketing campaigns, planning product promotion, or looking for creative marketing tactics.

North Star Metric

Define a North Star Metric and 3-5 supporting input metrics that form a metrics constellation. Classify the business game (Attention, Transaction, Productivity) and validate against 7 criteria for an effective North Star. Use when choosing a North Star Metric, setting up a metri…

Positioning Ideas

Brainstorm product positioning ideas differentiated from competitors. Identifies top competitors and generates positioning statements with rationale. Use when developing product positioning, differentiating from competitors, or crafting brand positioning strategy.

Brainstorm 5 unique, memorable product names with rationale aligned to brand values and target audience. Use when naming a new product, rebranding, or exploring product name ideas.

Brainstorm Experiments Existing

Design experiments to test assumptions for an existing product — prototypes, A/B tests, spikes, and other low-effort validation methods. Use when validating assumptions, testing feature ideas cheaply, or planning product experiments.

Brainstorm Experiments New

Design lean startup experiments (pretotypes) for a new product. Creates XYZ hypotheses and suggests low-effort validation methods like landing pages, explainer videos, and pre-orders. Use when validating a new product idea, creating pretotypes, or testing market demand.

Brainstorm Ideas Existing

Brainstorm product ideas for an existing product using multi-perspective ideation from PM, Designer, and Engineer viewpoints. Use when generating new feature ideas, brainstorming solutions for an identified opportunity, or ideating with a product trio.

Brainstorm Ideas New

Brainstorm feature ideas for a new product in initial discovery from PM, Designer, and Engineer perspectives. Use when starting product discovery for a new product, exploring features for a startup idea, or doing initial ideation.

Generate a Lean Canvas with problem, solution, metrics, cost structure, UVP, unfair advantage, channels, segments, and revenue. Use when exploring a lean startup canvas, testing a business hypothesis, or modeling a new venture.

Monetization Strategy

Brainstorm 3-5 monetization strategies with audience fit, risks, and validation experiments. Use when exploring revenue models, evaluating pricing strategies, or deciding how to monetize a product.

Pricing Strategy

Analyze and design pricing strategies including pricing models, competitive pricing analysis, willingness-to-pay estimation, and price elasticity. Use when setting prices, evaluating pricing models, preparing for a pricing change, or comparing freemium vs paid approaches.

Brainstorm an inspiring, achievable, and emotional product vision that motivates teams and aligns stakeholders. Use when defining or refining a product vision, creating a vision statement, or aligning the team around a shared direction.

Perform a detailed SWOT analysis — strengths, weaknesses, opportunities, and threats with actionable recommendations. Use when doing strategic assessment, competitive analysis, or evaluating a product or business position.

Value Proposition

Design a detailed value proposition using a 6-part JTBD template — Who, Why, What before, How, What after, Alternatives. Use when creating a value proposition, analyzing customer value delivery, or articulating why customers should choose your product.

Draft a detailed Non-Disclosure Agreement between two parties covering information types, jurisdiction, and clauses needing legal review. Use when creating confidentiality agreements or preparing an NDA for a partnership.

Draft a detailed privacy policy covering data types, jurisdiction, GDPR and compliance considerations, and clauses needing legal review. Use when creating a privacy policy, updating data protection documentation, or preparing for compliance.

Comprehensive PM resume review and tailoring against 10 best practices including XYZ+S formula, keyword optimization, job-specific tailoring, and structure. Use when reviewing a PM resume, preparing for job applications, or improving resume impact.

Access Control Rbac

Role-based access control (RBAC) with permissions and policies. Use for admin dashboards, enterprise access, multi-tenant apps, fine-grained authorization, or encountering permission hierarchies, role inheritance, policy conflicts.

100+ animated React components (Aceternity UI) for Next.js with Tailwind. Use for hero sections, parallax, 3D effects, or encountering animation, shadcn CLI integration errors.

Ai Elements Chatbot

shadcn/ui AI chat components for conversational interfaces. Use for streaming chat, tool/function displays, reasoning visualization, or encountering Next.js App Router setup, Tailwind v4 integration, AI SDK v5 migration errors.

Vercel AI SDK v5 for backend AI (text generation, structured output, tools, agents). Multi-provider. Use for server-side AI or encountering AI_APICallError, AI_NoObjectGeneratedError, streaming failures.

vercelapiaiagent

Vercel AI SDK v5 React hooks (useChat, useCompletion, useObject) for AI chat interfaces. Use for React/Next.js AI apps or encountering parse stream errors, no response, streaming issues.

Api Design Principles

Master REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight developers. Use when designing new APIs, reviewing API specifications, or establishing API design standards.

apigraphqlrestai

Api Rate Limiting

Implements API rate limiting using token bucket, sliding window, and Redis-based algorithms to protect against abuse. Use when securing public APIs, implementing tiered access, or preventing denial-of-service attacks.

Architecture Patterns

Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing applications for better maintainability.

Better Chatbot Patterns

Reusable better-chatbot patterns for custom deployments. Use for server action validators, tool abstraction, multi-AI providers, or encountering auth validation, FormData parsing, workflow execution errors.

Use for Docker with Bun, Dockerfiles, oven/bun image, containerization, and deployments.

dockerdeploymentai

Use when working with Redis in Bun (ioredis, Upstash), caching, pub/sub, session storage, or key-value operations.

Bun Test Coverage

Use for test coverage with Bun, --coverage flag, lcov reports, thresholds, and CI integration.

Claude Code Bash Patterns

Claude Code Bash tool patterns with hooks, automation, git workflows. Use for PreToolUse hooks, command chaining, CLI orchestration, custom commands, or encountering bash permissions, command failures, security guards, hook configurations.

securityautomationai

Cloudflare Agents

Build AI agents on Cloudflare Workers with MCP integration, tool use, and LLM providers.

cloudflareaillmagent

Cloudflare Email Routing

Cloudflare Email Routing for receiving/sending emails via Workers. Use for email workers, forwarding, allowlists, or encountering Email Trigger errors, worker call failures, SPF issues.

Cloudflare Workers KV global key-value storage. Use for namespaces, caching, TTL, or encountering KV_ERROR, 429 rate limits, consistency issues.

Cloudflare Manager

Comprehensive Cloudflare account management for deploying Workers, KV Storage, R2, Pages, DNS, and Routes. Use when deploying cloudflare services, managing worker containers, configuring KV/R2 storage, or setting up DNS/routing. Requires CLOUDFLARE_API_KEY in .env and Bun runtim…

cloudflareapiairag

Cloudflare R2 S3-compatible object storage. Use for buckets, uploads, CORS, presigned URLs, or encountering R2_ERROR, CORS failures, multipart issues.

cloudflareairag

Cloudflare Sandbox

Cloudflare Sandboxes SDK for secure code execution in Linux containers at edge. Use for untrusted code, Python/Node.js scripts, AI code interpreters, git operations.

pythonrustnodecloudflare+1

Cloudflare Turnstile

This skill should be used when the user asks to \"add turnstile\", \"implement bot protection\", \"validate turnstile token\", \"fix turnstile error\", \"setup captcha alternative\", or encounters error codes 100*/300*/600*, CSP errors, or token validation failures. Provides CAP…

reactcloudflareai

Cloudflare Vectorize

Cloudflare Vectorize vector database for semantic search and RAG. Use for vector indexes, embeddings, similarity search, or encountering dimension mismatches, filter errors.

cloudflareembeddingrag

Cloudflare Workers Ai

Cloudflare Workers AI for serverless GPU inference. Use for LLMs, text/image generation, embeddings, or encountering AI_ERROR, rate limits, token exceeded errors.

cloudflareaillmembedding

Cloudflare Workers Ci Cd

Complete CI/CD guide for Cloudflare Workers using GitHub Actions and GitLab CI. Use for automated testing, deployment pipelines, preview environments, secrets management, or encountering deployment failures, workflow errors, environment configuration issues.

cloudflaregithubgitlabtesting+2

Cloudflare Workers Observability

Cloudflare Workers observability with logging, Analytics Engine, Tail Workers, metrics, and alerting. Use for monitoring, debugging, tracing, or encountering log parsing, metric aggregation, alert configuration errors.

cloudflaremonitoringai

Cloudflare Workers Security

Cloudflare Workers security with authentication, CORS, rate limiting, input validation. Use for securing APIs, JWT/API keys, or encountering auth failures, CORS errors, XSS/injection vulnerabilities.

cloudflaresecurityapiai

Cloudflare Workers Testing

Comprehensive testing guide for Cloudflare Workers using Vitest and @cloudflare/vitest-pool-workers. Use for test setup, binding mocks (D1/KV/R2/DO), integration tests, or encountering test failures, mock errors, coverage issues.

cloudflaretestingairag

Cloudflare Workflows

Cloudflare Workflows for durable long-running execution. Use for multi-step workflows, retries, state persistence, or encountering NonRetryableError, execution failed errors.

Code review practices with technical rigor and verification gates. Use for receiving feedback, requesting code-reviewer subagent reviews, or preventing false completion claims in pull requests.

Database Schema Design

Database schema design for PostgreSQL/MySQL with normalization, relationships, constraints. Use for new databases, schema reviews, migrations, or encountering missing PKs/FKs, wrong data types, premature denormalization, EAV anti-pattern.

postgresmysqlai

Defense In Depth Validation

Validate at every layer data passes through to make bugs impossible. Use when invalid data causes failures deep in execution, requiring validation at multiple system layers.

Dependency Upgrade

Secure dependency upgrades with supply chain protection, cooldowns, and staged rollout. Use when upgrading deps, configuring security policies, or preventing supply chain attacks.

| Type-safe ORM for Cloudflare D1 databases using Drizzle. Use when: building D1 database schemas, writing type-safe SQL queries, managing migrations with Drizzle Kit, defining table relations, implementing prepared statements, using D1 batch API, or encountering D1_ERROR, trans…

cloudflareapiai

Elevenlabs Agents

ElevenLabs Agents Platform for AI voice agents (React/JS/Native/Swift). Use for voice AI, RAG, tools, or encountering package deprecation, audio cutoff, CSP violations, webhook auth failures.

swiftreactairag+1

FastMCP Python framework for MCP servers with tools, resources, storage backends (memory/disk/Redis/DynamoDB). Use for Claude tool exposure, OAuth Proxy, cloud deployment, or encountering storage, lifespan, middleware, circular import, async errors.

pythonredisdeploymentrag

Firecrawl Scraper

Firecrawl v2.5 API for web scraping/crawling to LLM-ready markdown. Use for site extraction, dynamic content, or encountering JavaScript rendering, bot detection, content loading errors.

javascriptscrapingapillm

Frontend Design

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.

Google Gemini CLI for second opinions, architectural advice, code reviews, security audits. Leverage 1M+ context for comprehensive codebase analysis via command-line tool.

Google Gemini Api

Google Gemini API with @google/genai SDK. Use for multimodal AI, thinking mode, function calling, or encountering SDK deprecation warnings, context errors, multimodal format errors.

Google Gemini Embeddings

Google Gemini embeddings API (gemini-embedding-001) for RAG and semantic search. Use for vector search, Vectorize integration, or encountering dimension mismatches, rate limits, text truncation.

goapiembeddingrag

Google Gemini File Search

Google Gemini File Search for managed RAG with 100+ file formats. Use for document Q&A, knowledge bases, or encountering immutability errors, quota issues, polling failures. Supports Gemini 3 Pro/Flash (Gemini 2.5 legacy).

Health Check Endpoints

Health check endpoints for liveness, readiness, dependency monitoring. Use for Kubernetes, load balancers, auto-scaling, or encountering probe failures, startup delays, dependency checks, timeout configuration errors.

kubernetesmonitoringai

Hugo static site generator with Tailwind v4, headless CMS (Sveltia/Tina), Cloudflare deployment. Use for blogs, docs sites, or encountering theme installation, frontmatter, baseURL errors.

gocloudflaredeploymentai

Idempotency Handling

Idempotent API operations with idempotency keys, Redis caching, DB constraints. Use for payment systems, webhook retries, safe retries, or encountering duplicate processing, race conditions, key expiry errors.

120+ Vue/Nuxt animated components with TailwindCSS v4, motion-v, GSAP, Three.js. Use for hero sections, 3D effects, interactive backgrounds, or encountering setup, CSS variables, motion-v integration errors.

Generate Jest unit tests for JavaScript/TypeScript with mocking, coverage. Use for JS/TS modules, React components, test generation, or encountering missing coverage, improper mocking, test structure errors.

typescriptjavascriptreactrag

Ml Model Training

Train ML models with scikit-learn, PyTorch, TensorFlow. Use for classification/regression, neural networks, hyperparameter tuning, or encountering overfitting, underfitting, convergence issues.

Ml Pipeline Automation

Automate ML workflows with Airflow, Kubeflow, MLflow. Use for reproducible pipelines, retraining schedules, MLOps, or encountering task failures, dependency errors, experiment tracking issues.

Mobile Offline Support

Offline-first mobile apps with local storage, sync queues, conflict resolution. Use for offline functionality, data sync, connectivity handling, or encountering sync conflicts, queue management, storage limits, network transition errors.

Model Deployment

Deploy ML models with FastAPI, Docker, Kubernetes. Use for serving predictions, containerization, monitoring, drift detection, or encountering latency issues, health check failures, version conflicts.

kubernetesdockerdeploymentmonitoring+2

Motion (Framer Motion) React animation library. Use for drag-and-drop, scroll animations, gestures, SVG morphing, or encountering bundle size, complex transitions, spring physics errors.

Multi Ai Consultant

Consult external AIs (Gemini 2.5 Pro, OpenAI Codex, Claude) for second opinions. Use for debugging failures, architectural decisions, security validation, or need fresh perspective with synthesis.

Nuxt Content v3 Git-based CMS for Markdown/MDC content sites. Use for blogs, docs, content-driven apps with type-safe queries, schema validation (Zod/Valibot), full-text search, navigation utilities. Supports Nuxt Studio production editing, Cloudflare D1/Pages deployment, Vercel…

vercelcloudflaredeploymentrag

This skill should be used when the user asks to "set up Nuxt Studio", "configure Studio OAuth", "deploy Studio to Cloudflare", "add visual editor to Nuxt", "configure studio.domain.com subdomain", "Studio authentication", "Nuxt CMS", or mentions visual content editing, Nuxt Stud…

Nuxt UI v4 component library for building Nuxt v4 applications. 125+ accessible components with Tailwind v4, Reka UI, dark mode, theming. Use for dashboards, forms, overlays, editors, page layouts, pricing pages, or encountering component, theming, or TypeScript errors.

OpenAI Agents SDK for JavaScript/TypeScript (text + voice agents). Use for multi-agent workflows, tools, guardrails, or encountering Zod errors, MCP failures, infinite loops, tool call issues.

typescriptjavascriptaiagent

Complete guide for OpenAI APIs: Chat Completions (GPT-5.2, GPT-4o), Embeddings, Images (GPT-Image-1.5), Audio (Whisper + TTS + Transcribe), Moderation. Includes Node.js SDK and fetch approaches.

nodeapiaiembedding

Openai Assistants

OpenAI Assistants API v2 for stateful chatbots with Code Interpreter, File Search, RAG. Use for threads, vector stores, or encountering active run errors, indexing delays. ⚠️ Sunset August 26, 2026.

Openai Responses

OpenAI Responses API for stateful agentic applications with reasoning preservation. Use for MCP integration, built-in tools, background processing, or migrating from Chat Completions.

Security Headers Configuration

Configures HTTP security headers to protect against XSS, clickjacking, and MIME sniffing attacks. Use when hardening web applications, passing security audits, or implementing Content Security Policy.

Session Management

Implements secure session management with JWT tokens, Redis storage, refresh flows, and proper cookie configuration. Use when building authentication systems, managing user sessions, or implementing secure logout functionality.

shadcn-vue for Vue/Nuxt with Reka UI components and Tailwind. Use for accessible UI, Auto Form, data tables, charts, or encountering component imports, dark mode, Reka UI errors.

Sql Query Optimization

SQL query optimization for PostgreSQL/MySQL with indexing, EXPLAIN analysis. Use for slow queries, N+1 problems, missing indexes, or encountering sequential scans, OFFSET pagination, temp table spills, inefficient JOINs.

postgresmysqlai

Swift Best Practices

| This skill should be used when writing or reviewing Swift code for iOS or macOS projects. Apply modern Swift 6+ best practices, concurrency patterns, API design guidelines, and migration strategies. Covers async/await, actors, MainActor, Sendable, typed throws, and Swift 6 bre…

Systematic Debugging

Four-phase debugging framework that ensures root cause investigation before attempting fixes. Never jump to solutions. Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.

Tailwind V4 Shadcn

| Production-tested setup for Tailwind CSS v4 with shadcn/ui, Vite, and React. Use when: initializing React projects with Tailwind v4, setting up shadcn/ui, implementing dark mode, debugging CSS variable issues, fixing theme switching, migrating from Tailwind v3, or encountering…

TanStack AI (alpha) provider-agnostic type-safe chat with streaming for OpenAI, Anthropic, Gemini, Ollama. Use for chat APIs, React/Solid frontends with useChat/ChatClient, isomorphic tools, tool approval flows, agent loops, multimodal inputs, or troubleshooting streaming and to…

reactapiaiagent

Technical Specification

Creates detailed technical specifications for software projects covering requirements, architecture, APIs, and testing strategies. Use when planning features, documenting system design, or creating architecture decision records.

Test Quality Analysis

Detect test smells, overmocking, flaky tests, and coverage issues. Analyze test effectiveness, maintainability, and reliability. Use when reviewing tests or improving test quality.

Ultracite multi-provider linting/formatting (Biome, ESLint, Oxlint). Use for v6/v7 setup, provider selection, Git hooks, MCP integration, AI hooks, migrations, or encountering configuration, type-aware linting, monorepo errors.

Vercel Blob object storage with CDN for Next.js. Use for file uploads (images, PDFs, videos), presigned URLs, user-generated content, file management, or encountering BLOB_READ_WRITE_TOKEN errors, file size limits, client upload token errors.

Vercel KV (Redis-compatible key-value storage via Upstash). Use for Next.js caching, sessions, rate limiting, TTL data storage, or encountering KV_REST_API_URL errors, rate limit issues, JSON serialization errors. Provides strong consistency vs eventual consistency.

redisvercelapirest+1

Verification Before Completion

Run verification commands and confirm output before claiming success. Use when about to claim work is complete, fixed, or passing, before committing or creating PRs.

Vulnerability Scanning

Automated security scanning for dependencies, code, containers with Trivy, Snyk, npm audit. Use for CI/CD security gates, pre-deployment audits, compliance requirements, or encountering CVE detection, outdated packages, license compliance, SBOM generation errors.

securitydeploymentai

You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.

Systematic Debugging

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

Verification Before Completion

Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always

Docker Container Basics

Manage docker container basics operations. Auto-activating skill for DevOps Basics. Triggers on: docker container basics, docker container basics Part of the DevOps Basics skill category. Use when working with docker container basics functionality. Trigger with phrases like "doc…

Container Security Auditor

Audit container security auditor operations. Auto-activating skill for Security Advanced. Triggers on: container security auditor, container security auditor Part of the Security Advanced skill category. Use when analyzing or auditing container security auditor. Trigger with phr…

Tailwind Class Optimizer

Optimize tailwind class optimizer operations. Auto-activating skill for Frontend Development. Triggers on: tailwind class optimizer, tailwind class optimizer Part of the Frontend Development skill category. Use when working with tailwind class optimizer functionality. Trigger wi…

Confusion Matrix Generator

Generate confusion matrix generator operations. Auto-activating skill for ML Training. Triggers on: confusion matrix generator, confusion matrix generator Part of the ML Training skill category. Use when working with confusion matrix generator functionality. Trigger with phrases…

Cross Validation Setup

Configure cross validation setup operations. Auto-activating skill for ML Training. Triggers on: cross validation setup, cross validation setup Part of the ML Training skill category. Use when working with cross validation setup functionality. Trigger with phrases like "cross va…

Data Augmentation Pipeline

Process data augmentation pipeline operations. Auto-activating skill for ML Training. Triggers on: data augmentation pipeline, data augmentation pipeline Part of the ML Training skill category. Use when working with data augmentation pipeline functionality. Trigger with phrases …

Data Normalization Tool

Process data normalization tool operations. Auto-activating skill for ML Training. Triggers on: data normalization tool, data normalization tool Part of the ML Training skill category. Use when working with data normalization tool functionality. Trigger with phrases like "data n…

Dataset Loader Creator

Create dataset loader creator operations. Auto-activating skill for ML Training. Triggers on: dataset loader creator, dataset loader creator Part of the ML Training skill category. Use when working with dataset loader creator functionality. Trigger with phrases like "dataset loa…

Distributed Training Setup

Configure distributed training setup operations. Auto-activating skill for ML Training. Triggers on: distributed training setup, distributed training setup Part of the ML Training skill category. Use when working with distributed training setup functionality. Trigger with phrase…

Early Stopping Callback

Manage early stopping callback operations. Auto-activating skill for ML Training. Triggers on: early stopping callback, early stopping callback Part of the ML Training skill category. Use when working with early stopping callback functionality. Trigger with phrases like "early s…

Feature Engineering Helper

Configure with feature engineering helper operations. Auto-activating skill for ML Training. Triggers on: feature engineering helper, feature engineering helper Part of the ML Training skill category. Use when working with feature engineering helper functionality. Trigger with p…

Feature Importance Analyzer

Analyze feature importance analyzer operations. Auto-activating skill for ML Training. Triggers on: feature importance analyzer, feature importance analyzer Part of the ML Training skill category. Use when analyzing or auditing feature importance analyzer. Trigger with phrases l…

Gradient Clipping Helper

Configure with gradient clipping helper operations. Auto-activating skill for ML Training. Triggers on: gradient clipping helper, gradient clipping helper Part of the ML Training skill category. Use when working with gradient clipping helper functionality. Trigger with phrases l…

Hyperparameter Tuner

Manage hyperparameter tuner operations. Auto-activating skill for ML Training. Triggers on: hyperparameter tuner, hyperparameter tuner Part of the ML Training skill category. Use when working with hyperparameter tuner functionality. Trigger with phrases like "hyperparameter tune…

Learning Rate Scheduler

Manage learning rate scheduler operations. Auto-activating skill for ML Training. Triggers on: learning rate scheduler, learning rate scheduler Part of the ML Training skill category. Use when working with learning rate scheduler functionality. Trigger with phrases like "learnin…

Mixed Precision Trainer

Manage mixed precision trainer operations. Auto-activating skill for ML Training. Triggers on: mixed precision trainer, mixed precision trainer Part of the ML Training skill category. Use when working with mixed precision trainer functionality. Trigger with phrases like "mixed p…

Mlflow Tracking Setup

Configure mlflow tracking setup operations. Auto-activating skill for ML Training. Triggers on: mlflow tracking setup, mlflow tracking setup Part of the ML Training skill category. Use when working with mlflow tracking setup functionality. Trigger with phrases like "mlflow track…

Model Checkpoint Manager

Manage model checkpoint manager operations. Auto-activating skill for ML Training. Triggers on: model checkpoint manager, model checkpoint manager Part of the ML Training skill category. Use when working with model checkpoint manager functionality. Trigger with phrases like "mod…

Model Evaluation Metrics

Build model evaluation metrics operations. Auto-activating skill for ML Training. Triggers on: model evaluation metrics, model evaluation metrics Part of the ML Training skill category. Use when working with model evaluation metrics functionality. Trigger with phrases like "mode…

Model Explainability Tool

Build model explainability tool operations. Auto-activating skill for ML Training. Triggers on: model explainability tool, model explainability tool Part of the ML Training skill category. Use when working with model explainability tool functionality. Trigger with phrases like "…

Optuna Study Creator

Create optuna study creator operations. Auto-activating skill for ML Training. Triggers on: optuna study creator, optuna study creator Part of the ML Training skill category. Use when working with optuna study creator functionality. Trigger with phrases like "optuna study creato…

Pytorch Model Trainer

Build pytorch model trainer operations. Auto-activating skill for ML Training. Triggers on: pytorch model trainer, pytorch model trainer Part of the ML Training skill category. Use when working with pytorch model trainer functionality. Trigger with phrases like "pytorch model tr…

Roc Curve Plotter

Manage roc curve plotter operations. Auto-activating skill for ML Training. Triggers on: roc curve plotter, roc curve plotter Part of the ML Training skill category. Use when working with roc curve plotter functionality. Trigger with phrases like "roc curve plotter", "roc plotte…

Sklearn Pipeline Builder

Build sklearn pipeline builder operations. Auto-activating skill for ML Training. Triggers on: sklearn pipeline builder, sklearn pipeline builder Part of the ML Training skill category. Use when working with sklearn pipeline builder functionality. Trigger with phrases like "skle…

Tensorboard Visualizer

Generate tensorboard visualizer operations. Auto-activating skill for ML Training. Triggers on: tensorboard visualizer, tensorboard visualizer Part of the ML Training skill category. Use when working with tensorboard visualizer functionality. Trigger with phrases like "tensorboa…

Tensorflow Model Trainer

Build tensorflow model trainer operations. Auto-activating skill for ML Training. Triggers on: tensorflow model trainer, tensorflow model trainer Part of the ML Training skill category. Use when working with tensorflow model trainer functionality. Trigger with phrases like "tens…

Train Test Splitter

Test train test splitter operations. Auto-activating skill for ML Training. Triggers on: train test splitter, train test splitter Part of the ML Training skill category. Use when writing or running tests. Trigger with phrases like "train test splitter", "train splitter", "train".

Wandb Experiment Logger

Execute wandb experiment logger operations. Auto-activating skill for ML Training. Triggers on: wandb experiment logger, wandb experiment logger Part of the ML Training skill category. Use when working with wandb experiment logger functionality. Trigger with phrases like "wandb …

Vertex Ai Deployer

Deploy vertex ai deployer operations. Auto-activating skill for ML Deployment. Triggers on: vertex ai deployer, vertex ai deployer Part of the ML Deployment skill category. Use when deploying applications or services. Trigger with phrases like "vertex ai deployer", "vertex deplo…

Coverage Report Analyzer

Analyze coverage report analyzer operations. Auto-activating skill for Test Automation. Triggers on: coverage report analyzer, coverage report analyzer Part of the Test Automation skill category. Use when analyzing or auditing coverage report analyzer. Trigger with phrases like …

goautomationrag

Airflow Dag Generator

Generate airflow dag generator operations. Auto-activating skill for Data Pipelines. Triggers on: airflow dag generator, airflow dag generator Part of the Data Pipelines skill category. Use when working with airflow dag generator functionality. Trigger with phrases like "airflow…

Airflow Operator Creator

Create airflow operator creator operations. Auto-activating skill for Data Pipelines. Triggers on: airflow operator creator, airflow operator creator Part of the Data Pipelines skill category. Use when working with airflow operator creator functionality. Trigger with phrases lik…

Vertex Ai Endpoint Config

Configure vertex ai endpoint config operations. Auto-activating skill for GCP Skills. Triggers on: vertex ai endpoint config, vertex ai endpoint config Part of the GCP Skills skill category. Use when configuring systems or services. Trigger with phrases like "vertex ai endpoint …

Vertex Ai Pipeline Creator

Create vertex ai pipeline creator operations. Auto-activating skill for GCP Skills. Triggers on: vertex ai pipeline creator, vertex ai pipeline creator Part of the GCP Skills skill category. Use when working with vertex ai pipeline creator functionality. Trigger with phrases lik…

Mermaid Class Diagram Generator

Generate mermaid class diagram generator operations. Auto-activating skill for Visual Content. Triggers on: mermaid class diagram generator, mermaid class diagram generator Part of the Visual Content skill category. Use when working with mermaid class diagram generator functiona…

Mermaid Er Diagram Creator

Create mermaid er diagram creator operations. Auto-activating skill for Visual Content. Triggers on: mermaid er diagram creator, mermaid er diagram creator Part of the Visual Content skill category. Use when working with mermaid er diagram creator functionality. Trigger with phr…

Mermaid Flowchart Generator

Generate mermaid flowchart generator operations. Auto-activating skill for Visual Content. Triggers on: mermaid flowchart generator, mermaid flowchart generator Part of the Visual Content skill category. Use when working with mermaid flowchart generator functionality. Trigger wi…

Mermaid Gantt Chart Generator

Generate mermaid gantt chart generator operations. Auto-activating skill for Visual Content. Triggers on: mermaid gantt chart generator, mermaid gantt chart generator Part of the Visual Content skill category. Use when working with mermaid gantt chart generator functionality. Tr…

Mermaid Sequence Diagram Creator

Create mermaid sequence diagram creator operations. Auto-activating skill for Visual Content. Triggers on: mermaid sequence diagram creator, mermaid sequence diagram creator Part of the Visual Content skill category. Use when working with mermaid sequence diagram creator functio…

Mermaid State Diagram Creator

Create mermaid state diagram creator operations. Auto-activating skill for Visual Content. Triggers on: mermaid state diagram creator, mermaid state diagram creator Part of the Visual Content skill category. Use when working with mermaid state diagram creator functionality. Trig…

Configure and manage - Parse email parser operations. Auto-activating skill for Business Automation. Triggers on: email parser, email parser Part of the Business Automation skill category. Use when working with email parser functionality. Trigger with phrases like "email parser"…

Email Template Generator

Generate email template generator operations. Auto-activating skill for Business Automation. Triggers on: email template generator, email template generator Part of the Business Automation skill category. Use when working with email template generator functionality. Trigger with…

Audit Trail Helper

Audit Trail Helper - Auto-activating skill for Enterprise Workflows. Triggers on: audit trail helper, audit trail helper Part of the Enterprise Workflows skill category. Use when analyzing or auditing audit trail helper. Trigger with phrases like "audit trail helper", "audit hel…

Living Architecture Map — auto-generate Mermaid diagrams of your codebase. Use when user wants to visualize architecture, understand code structure, generate diagrams, or document system design.

You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.

Code review with principal-engineer-level depth. Reviews for correctness, performance, security, maintainability, and architecture. Use when completing tasks, reviewing PRs, or before merging.

securityperformanceai

Competitive X-Ray — analyze any competitor URL vs your site. Use when user wants to compare their site against a competitor, benchmark performance, or understand competitive positioning.

AI Build Cost Tracker — track how much AI is costing you per feature. Use when user wants to track AI spending, understand cost per feature, optimize AI usage, or budget their Claude/GPT costs.

Safety guardrails — blocks destructive commands (rm -rf, DROP TABLE, force-push, git reset --hard) and optionally restricts file edits to a specific directory. Use when working on critical systems or when you want extra protection.

Revise Claude Md

Audit and improve CLAUDE.md files in repositories. Use when user asks to check, audit, update, improve, or fix CLAUDE.md files. Scans for all CLAUDE.md files, evaluates quality against templates, outputs quality report, then makes targeted updates. Also use when the user mention…

Run SEO audit (39 rules) with AI visibility checks — GEO (20 rules for AI bot access, snippet restrictions) and AEO (4 schema checks). Auto-fix included. Use when user wants to check or improve search visibility.

Top 1% SEO strategist — ruthlessly analyzes GSC, Bing, and GA4 data to dominate search rankings, win AI citations, and build lead funnels. Every recommendation backed by data.

Sprint workflow pipeline — chains plan → build → test → review → ship skills into a structured sprint. Use when starting a new feature or project iteration to follow the full lifecycle.

Systematic Debugging

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

Verification Before Completion

Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always

Agents (2)

Browse all agents

Prompt Engineer

Specialist in architecting sophisticated LLM interactions through advanced prompting techniques

Data & AIprompt-engineeringllm+3

Specialist in building LLM-powered applications, RAG systems, and prompt pipelines for production

Data & AIaillm+4

Plugins (304)

Browse all plugins

Multi-agent code review system with confidence-based filtering. Provides comprehensive PR analysis across security, performance, maintainability, and correctness dimensions with intelligent prioritization of high-impact issues.

code-reviewprqualityofficial+1

Compounding Engineering

AI-powered development tools that get smarter with every use, featuring 24 specialized agents, 16 commands, and 11 skills

aiagentsworkflowproductivity+1

Comprehensive project management workflow with specialized agents and commands for planning, tracking, and delivering software projects

project-managementworkflowagentsplanning

PR Review Toolkit

Specialized PR review agents for comprehensive code quality analysis. Six-dimensional review covering comments, tests, errors, types, quality, and security. Multi-agent approach for thorough analysis.

code-reviewprqualityagents+1

AI code review agent for GitHub and GitLab. View and resolve Greptile's PR review comments directly from Claude Code. Natural language codebase search and intelligent code analysis.

code-reviewaigithubgitlab+2

Claude in Chrome

Drive a real Chrome browser from Claude Code. Navigate pages, fill forms, click elements, read console messages, inspect network requests, switch tabs, and upload files — purpose-built for automating web workflows on authenticated sites.

officialanthropicbrowserchrome+2

Search the public MCP server registry from inside Claude Code. List connectors, search by capability, and get server suggestions based on what you're working on — without leaving your terminal.

officialanthropicmcpregistry+1

42crunch Api Security Testing

Automate API security directly in Claude Code with 42Crunch - automatically audit OpenAPI specs, detect vulnerabilities aligned with OWASP API Security risks (including BOLA/BFLA), and apply AI-powered fixes. Designed for AI-assisted development workflows, it provides continuous…

securitytestingapiai

Adobe For Creativity

Harness Adobe's creative AI-powered tools to edit images, automate design workflows, and bring creative visions to life — from background removal to vectorization and professional retouching.

Set up endorctl and use Endor Labs to scan, prioritize, and fix security risks across your software supply chain

Aikido Security scanning for Claude Code — SAST, secrets, and IaC vulnerability detection powered by the Aikido MCP server.

Astronomer Data Agents

Data engineering for Apache Airflow and Astronomer. Author DAGs with best practices, debug pipeline failures, trace data lineage, profile tables, migrate Airflow 2 to 3, and manage local and cloud deployments.

developmentdeploymentaiagent

Comprehensive development workflow for building AI agents with the Atomic Agents framework. Includes specialized agents for schema design, architecture planning, code review, and tool development. Features guided workflows, progressive-disclosure skills, and best practice valida…

developmentaiagent

Build, deploy, and operate AI agents on AWS. Skills for scaffolding agents with Amazon Bedrock AgentCore, connecting tools, memory, policies, evaluation, debugging, and production hardening.

developmentawsaiagent

Build full-stack apps with AWS Amplify Gen 2 using guided workflows for authentication, data models, storage, GraphQL APIs, and Lambda functions.

developmentawsapigraphql+1

Work with your Box content directly from Claude Code — search files, organize folders, collaborate with your team, and use Box AI to answer questions, summarize documents, and extract data without leaving your workflow.

AI-assisted development of SAP Cloud Application Programming Model (CAP) projects. Search CDS models and CAP documentation.

Circleback conversational context integration. Search and access meetings, emails, calendar events, and more.

Claude Code Setup

Analyze codebases and recommend tailored Claude Code automations such as hooks, skills, MCP servers, and subagents.

productivityautomationaiagent

Claude Md Management

Tools to maintain and improve CLAUDE.md files - audit quality, capture session learnings, and keep project memory current.

Connect Claude to your ClickHouse Cloud databases. Browse organizations, services, databases, and table schemas. Run read-only SQL queries against your data and get instant analytical answers. Monitor service backups, review billing costs, and inspect ClickPipe configurations - …

Code Simplifier

Agent that simplifies and refines code for clarity, consistency, and maintainability while preserving functionality. Focuses on recently modified code.

productivityaiagent

Your code review partner. CodeRabbit provides external validation using a specialized AI architecture and 40+ integrated static analyzers—offering a different perspective that catches bugs, security vulnerabilities, logic errors, and edge cases. Context-aware analysis via AST pa…

productivitysecurityai

OpenTelemetry observability for Claude Code sessions. Captures tool calls, LLM invocations, token usage, and errors as OTel traces. Send telemetry to Dash0 or any OpenTelemetry-compatible backend.

Data engineering for Apache Airflow and Astronomer. Author DAGs with best practices, debug pipeline failures, trace data lineage, profile tables, migrate Airflow 2 to 3, and manage local and cloud deployments.

developmentdeploymentai

Data Engineering

Data engineering plugin - warehouse exploration, pipeline authoring, Airflow integration

Datarobot Agent Skills

DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and external agent monitoring.

developmentdeploymentmonitoringai+1

Discord messaging bridge with built-in access control. Manage pairing, allowlists, and policy via /discord:access.

productivitydiscordai

Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers, and more.

Official Expo skills for building, deploying, upgrading, and debugging React Native apps with Expo. Covers UI development with Expo Router, SwiftUI and Jetpack Compose components, Tailwind CSS setup, API routes, data fetching, CI/CD workflows, App Store and Play Store deployment…

developmentswiftreactdeployment+2

Web scraping and crawling powered by Firecrawl. Turn any website into clean, LLM-ready markdown or structured data. Scrape single pages, crawl entire sites, search the web, and extract structured information. Includes an AI agent for autonomous multi-source data gathering - just…

developmentscrapingapiai+2

Huggingface Skills

Build, train, evaluate, and use open source AI models, datasets, and spaces.

iMessage messaging bridge with built-in access control. Reads chat.db directly, sends via AppleScript. Manage pairing, allowlists, and policy via /imessage:access.

Attorney guidance and legal tools for business and personal needs. AI-powered document review identifies critical risks and important clauses, advises when to engage an attorney, and routes to LegalZoom's network when professional expertise is needed.

Solve competition math (IMO, Putnam, USAMO) with adversarial verification that catches what self-verification misses. Fresh-context verifiers attack proofs with specific failure patterns. Calibrated abstention over bluffing.

Secure access to Miro boards. Enables AI to read board context, create diagrams, and generate code with enterprise-grade security.

designsecurityai

Netlify platform skills for Claude Code — functions, edge functions, blobs, database, image CDN, forms, config, CLI, frameworks, caching, AI gateway, and deployment.

developmentdeploymentai

Netsuite Suitecloud

NetSuite agent skills from Oracle — authoring guidance for SuiteCloud Development Framework (SDF) objects and UIF single-page-app components, plus runtime guidance for the NetSuite AI Service Connector.

developmentaiagent

Oracle Ai Data Platform Workbench Spark Connectors

Oracle AI Data Platform Workbench Spark connectors for Claude Code. 18 connector skills covering every data source workbench customers commonly need: Oracle Autonomous DB family (ALH/ADW/ATP) via wallet/IAM-DB-Token/API-key, ExaCS, Fusion ERP REST, Fusion BICC, EPM Cloud Plannin…

developmentapirestai

Output.ai workflow development toolkit for Claude Code. Adds 5 specialist agents (planner, builder, debugger, prompt writer, quality reviewer), 40+ slash-command skills covering scaffolding, debugging, evaluation, and credential management, plus a SessionStart hook that auto-loa…

developmentaiagent

Enhance code quality and security through PagerDuty risk scoring and incident correlation. Score pre-commit diffs against historical incident data and surface deployment risk before you ship.

monitoringsecuritydeploymentai

An authenticated hosted MCP server that accesses your PlanetScale organizations, databases, branches, schema, and Insights data. Query against your data, surface slow queries, and get organizational and account information.

Creates interactive HTML playgrounds — self-contained single-file explorers with visual controls, live preview, and prompt output with copy button. Includes templates for design playgrounds, data explorers, concept maps, and document critique.

Write accurate Pydantic AI code from the start. Up-to-date patterns, decision trees, and common gotchas for agents, tools, structured output, streaming, and multi-agent apps.

developmentgoaiagent

Qodo Skills provides a curated library of reusable AI agent capabilities that extend Claude's functionality for software development workflows. Each skill is designed to integrate seamlessly into your development process, enabling tasks like code quality checks, automated testin…

developmentaiagent

MCP server for AI coding agents to create, manage, and interact with Quarkus applications. Provides tools for project scaffolding, dev mode lifecycle, extension skills, Dev MCP proxy, and documentation search.

developmentaiagent

Deploy and manage apps, databases, and infrastructure on Railway. Covers project setup, deploys, environment configuration, networking, troubleshooting, and monitoring.

deploymentmonitoringai

Interactive self-referential AI loops for iterative development, implementing the Ralph Wiggum technique. Claude works on the same task repeatedly, seeing its previous work, until completion.

Continuous memory for Claude Code. Extracts, summarizes, and compresses conversations into tiered daily logs. Claude remembers what you did yesterday.

MCP server for SAP Mobile Development Kit (MDK). Build and modify MDK applications with AI assistance — schema lookups, action validation, rule editing, and project scaffolding.

Create, edit, and deploy ServiceNow applications with the Fluent SDK effortlessly through Claude AI.

Shopify Ai Toolkit

Shopify's AI Toolkit provides 18 development skills for building on the Shopify platform, covering documentation search, API schema access, GraphQL and Liquid code validation, Hydrogen storefronts, Polaris UI extensions, store management via CLI, and onboarding guidance for both…

developmentapigraphqlai

Sonatype Guide MCP server for software supply chain intelligence and dependency security. Analyze dependencies for vulnerabilities, get secure version recommendations, and check component quality metrics.

Spotify Ads Api

Manage Spotify ad campaigns with natural language. Create campaigns, ad sets, ads, pull reports, and handle OAuth — all through conversation.

productivityapiai

Superpowers teaches Claude brainstorming, subagent driven development with built in code review, systematic debugging, and red/green TDD. Additionally, it teaches Claude how to author and test new skills.

developmentaiagent

Telegram messaging bridge with built-in access control. Manage pairing, allowlists, and policy via /telegram:access.

Twilio Developer Kit

Twilio Skills provide procedural knowledge for AI coding agents — which APIs to use, in what order, and what to avoid. Covers SMS, Voice, WhatsApp, Verify, SendGrid, Compliance, and 30+ products.

developmentapiaiagent

Vanta Mcp Plugin

The Vanta plugin connects Claude Code to Vanta's security and compliance platform through the Vanta MCP server. It combines Vanta's test-specific remediation intelligence with your local repository context to help you fix compliance failures faster.

Connect Claude Code to 325+ business data sources via Windsor.ai. Query marketing, sales, CRM, ecommerce, finance, and analytics data from Google Ads, Meta, HubSpot, Salesforce, Shopify, Stripe, and hundreds more — directly from your terminal.

productivitygoai

Youdotcom Agent Skills

You.com agent skills for web search, research with citations, and content extraction. Guided integrations for Vercel AI SDK, Claude Agent SDK, OpenAI Agents SDK, crewAI, LangChain, Microsoft Teams.ai, direct REST API, and bash CLI.

productivityvercelapirest+2

Connect 8,000+ apps to your AI workflow. Discover, enable, and execute Zapier actions directly from your client.

productivityapiai

003 Jeremy Vertex Ai Media Master

Comprehensive Google Vertex AI multimodal mastery for Jeremy - video processing (6+ hours), audio generation, image creation with Gemini 2.0/2.5 and Imagen 4. Marketing campaign automation, content generation, and media asset production.

productivitygoautomationai

004 Jeremy Google Cloud Agent Sdk

Google Cloud Agent Development Kit (ADK) and Agent Starter Pack mastery - build containerized multi-agent systems with production-ready templates, deploy to Cloud Run/GKE/Agent Engine, RAG agents, ReAct agents, and multi-agent orchestration.

productivitygoreactai+2

AI-powered commit message generator - analyzes your git diff and creates conventional commit messages instantly

Ai Ethics Validator

AI ethics and fairness validation

Ai Experiment Logger

Track and analyze AI experiments with a web dashboard and MCP tools

Ai Ml Engineering Pack

Professional AI/ML Engineering toolkit: Prompt engineering, LLM integration, RAG systems, AI safety with 12 expert plugins

packagesaillmrag

Multi-agent orchestration with AI SDK v5 - handoffs, routing, and coordination for any AI provider (OpenAI, Anthropic, Google)

Api Response Validator

Validate API responses against schemas and contracts

api-developmentapiai

Api Test Automation

Automated API endpoint testing with request generation, validation, and comprehensive test coverage

testingautomationapirag

Arbitrage Opportunity Finder

Find and analyze arbitrage opportunities across exchanges and DeFi protocols

Blockchain Explorer Cli

Command-line blockchain explorer for transactions, addresses, and contracts

Chaos Engineering Toolkit

Chaos testing for resilience with failure injection, latency simulation, and system resilience validation

Container Registry Manager

Manage container registries (ECR, GCR, Harbor)

Container Security Scanner

Scan containers for vulnerabilities using Trivy, Snyk, and other security tools

devopssecurityai

Conversational Api Debugger

Debug REST API failures using OpenAPI specs and HTTP logs (HAR) - root cause analysis with cURL generation

Cross Chain Bridge Monitor

Monitor cross-chain bridge activity, track transfers, analyze security, and detect bridge exploits

cryptosecurityai

Database Replication Manager

Manage database replication, failover, and high availability configurations

Dataset Splitter

Split datasets for training, validation, and testing

Convert Figma designs and screenshots to React/Svelte/Vue components with built-in accessibility

Discovery Questionnaire

Generate custom discovery questionnaires for AI agency prospects

Docker Compose Generator

Generate Docker Compose configurations for multi-container applications with best practices

Domain Memory Agent

Knowledge base with TF-IDF semantic search and extractive summarization - no ML dependencies required

Lumera Agent Memory

Durable agent memory with Cascade object storage, client-side encryption, and local full-text search index. Persists agent context across sessions.

Engineer Design Diagram

Generate production-grade engineering design diagrams (architecture, sequence, delta, drift) as self-contained dark-themed HTML files with accessible inline SVG. Grounds every diagram in real repo topology via DCI — package manifests, docker-compose, k8s, terraform, import graph…

Fairdb Operations Kit

Complete operations kit for FairDB PostgreSQL as a Service - VPS setup, PostgreSQL management, customer provisioning, monitoring, and backup automation

devopspostgresmonitoringautomation+1

Fairdb Ops Manager

Database operations management for FairDB PostgreSQL clusters

communitypostgresai

Flash Loan Simulator

Simulate and analyze flash loan strategies including arbitrage, liquidations, and collateral swaps

Freshie Inventory Manager

Interactive command center for the freshie ecosystem inventory database — conversational wizard with subagents for discovery scans, compliance grading, batch remediation, querying, reporting, and email PDF delivery across 50 tables of plugin/skill/pack metadata

databaseaiagent

Fullstack Starter Pack

Complete fullstack development toolkit: React, Express/FastAPI, PostgreSQL scaffolding with AI agents

packagesreactpostgresapi+2

Git Commit Smart

AI-powered conventional commit message generator with smart analysis

Load Balancer Tester

Test load balancing strategies with traffic distribution validation and failover testing

Make Scenario Builder

Create Make.com (Integromat) scenarios with AI assistance

Market Movers Scanner

Scan for top market movers - gainers, losers, volume spikes, and unusual activity

Market Sentiment Analyzer

Analyze market sentiment from social media, news, and on-chain data

Ml Model Trainer

Train and optimize machine learning models with automated workflows

Model Explainability Tool

Model interpretability and explainability

N8n Workflow Designer

Design complex n8n workflows with AI assistance - loops, branching, error handling

Ollama Local Ai

Run AI models locally with Ollama - free alternative to OpenAI, Anthropic, and other paid LLM APIs. Zero-cost, privacy-first AI infrastructure.

On Chain Analytics

Analyze on-chain metrics including whale movements, network activity, and holder distribution

Openbb Terminal

Open-source investment research terminal integration - comprehensive equity analysis, crypto tracking, macro indicators, portfolio optimization, and AI-powered financial insights using OpenBB Platform

business-toolsai

Penetration Tester

Automated penetration testing for web applications with OWASP Top 10 coverage

securitytestingrag

Performance Budget Validator

Validate application against performance budgets

Comprehensive codebase cleanup across 11 quality dimensions — dead code, duplication, weak types, circular deps, defensive cruft, legacy code, AI slop, type consolidation, security, performance, and async patterns. Confidence scoring and build verification gates.

testingsecurityperformanceai

Project Health Auditor

Multi-dimensional code health analysis with complexity, churn, and test coverage - identifies technical debt hot spots

Query Performance Analyzer

Analyze query performance with EXPLAIN plan interpretation, bottleneck identification, and optimization recommendations

databaseperformanceai

Calculate and present ROI for AI automation projects

ai-agencyautomationai

Security Pro Pack

Professional security tools for Claude Code: vulnerability scanning, compliance, cryptography audit, container & API security

packagessecurityapiai

Generate professional Statements of Work for AI projects

Staking Rewards Optimizer

Optimize staking rewards across multiple protocols and chains

Transform Claude Code into an autonomous AI development powerhouse with rich task context, specialized agents, and intelligent workflow automation

devopsautomationaiagent

Test Coverage Analyzer

Analyze code coverage metrics, identify untested code, and generate comprehensive coverage reports

Test Environment Manager

Manage test environments with Docker Compose, Testcontainers, and environment isolation

testingdockerai

Test Report Generator

Generate comprehensive test reports with coverage, trends, and stakeholder-friendly formats

Travel Assistant

Intelligent travel assistant with real-time weather, currency conversion, timezone info, and AI-powered itinerary planning. Your complete travel companion.

Wallet Portfolio Tracker

Track crypto wallets across multiple chains with portfolio analytics and transaction history

Workflow Orchestrator

DAG-based workflow automation with parallel task execution and dependency management

Jeremy Genkit Pro

Firebase Genkit expert for production-ready AI workflows with RAG and tool calling

Jeremy Adk Orchestrator

Production ADK orchestrator for A2A protocol and multi-agent coordination on Vertex AI

Jeremy Vertex Validator

Production readiness validator for Vertex AI deployments and configurations

ai-mldeploymentai

Jeremy Google Adk

Google Agent Development Kit (ADK) starter for building production AI agents — ReAct single-agent or multi-agent orchestration (Sequential/Parallel/Loop), tool wiring, evaluation harness, and optional Vertex AI Agent Engine deployment.

ai-mlgoreactdeployment+2

Jeremy Vertex Ai

Build and deploy generative AI agents on Vertex AI: Gemini model selection, RAG with grounded retrieval, function calling, multimodal extraction, evaluation, and Agent Engine deployment with operational guardrails.

ai-mldeploymentairag+1

Jeremy Adk Terraform

Terraform infrastructure as code for ADK and Vertex AI Agent Engine deployments

devopsdeploymentaiagent

Jeremy Vertex Terraform

Terraform configurations for Vertex AI platform and Agent Engine

Jeremy Vertex Engine

Vertex AI Agent Engine deployment inspector and runtime validator

ai-mldeploymentaiagent

Jeremy Github Actions Gcp

GitHub Actions CI/CD workflows for Google Cloud and Vertex AI deployments

devopsgogcpgithub+2

Jeremy Firebase

Firebase platform expert for Firestore, Auth, Functions, and Vertex AI integration

communityrestai

Complete Supabase integration skill pack with 30 skills covering authentication, database, storage, realtime, edge functions, and production operations. Flagship+ tier vendor pack.

Complete Clay integration skill pack with 30 skills covering data enrichment, waterfall workflows, AI agents, and GTM automation. Flagship+ tier vendor pack.

saas-packsautomationaiagent

Complete Cursor integration skill pack with 30 skills covering AI code editing, composer workflows, codebase indexing, and productivity features. Flagship+ tier vendor pack.

Complete Exa integration skill pack with 30 skills covering neural search, semantic retrieval, web search API, and AI-powered discovery. Flagship+ tier vendor pack.

saas-packsapiai

Complete Firecrawl integration skill pack with 30 skills covering web scraping, crawling, markdown conversion, and LLM-ready data extraction. Flagship+ tier vendor pack.

saas-packsscrapingapillm

Complete Kling AI integration skill pack with 30 skills covering AI video generation, text-to-video, image-to-video, and creative workflows. Flagship+ tier vendor pack.

Openrouter Pack

Complete OpenRouter integration skill pack with 30 skills covering LLM routing, model selection, cost optimization, and multi-provider orchestration. Flagship+ tier vendor pack.

Perplexity Pack

Complete Perplexity integration skill pack with 30 skills covering AI search, real-time answers, citations, and research workflows. Flagship+ tier vendor pack.

Complete Replit integration skill pack with 30 skills covering cloud IDE, deployments, AI assistance, and collaborative coding. Flagship+ tier vendor pack.

saas-packsdeploymentai

Complete Retell AI integration skill pack with 30 skills covering AI voice agents, phone automation, conversational AI, and call center solutions. Flagship+ tier vendor pack.

saas-packsautomationaiagent

Complete Windsurf integration skill pack with 30 skills covering AI code editing, Cascade workflows, codebase understanding, and developer productivity. Flagship+ tier vendor pack.

Coderabbit Pack

Complete CodeRabbit integration skill pack with 24 skills covering AI code review, PR automation, and code quality analysis. Flagship tier vendor pack.

saas-packsautomationai

Complete Fireflies integration skill pack with 24 skills covering meeting transcription, AI summaries, and conversation intelligence. Flagship tier vendor pack.

Complete Groq integration skill pack with 24 skills covering LPU inference, ultra-fast AI, and Groq Cloud deployment. Flagship tier vendor pack.

saas-packsdeploymentai

Complete Ideogram integration skill pack with 24 skills covering AI image generation, text rendering, and creative design workflows. Flagship tier vendor pack.

Complete Instantly integration skill pack with 24 skills covering cold email, outreach automation, and lead generation. Flagship tier vendor pack.

saas-packsautomationai

Complete Vast.ai integration skill pack with 24 skills covering GPU marketplace, cloud compute, and ML infrastructure. Flagship tier vendor pack.

Complete Juicebox integration skill pack with 24 skills covering people data, enrichment, contact search, and AI-powered discovery. Flagship tier vendor pack.

Customerio Pack

Complete Customer.io integration skill pack with 24 skills covering marketing automation, email campaigns, SMS, push notifications, and customer journeys. Flagship tier vendor pack.

saas-packsautomationai

Legacy LangChain integration skill pack with 24 skills covering chains, agents, RAG pipelines, memory, and LLM application development. Deprecated — use langchain-py-pack or langchain-ts-pack.

saas-packsaillmrag+1

Langchain Py Pack

LangChain 1.0 + LangGraph 1.0 skill pack for Python. Pain-first skills anchored to a 68-entry pain catalog covering content blocks, streaming token accounting, structured-output, vector stores, checkpointing, HITL, middleware, Deep Agents, and native OTEL. Expanding toward 34 sk…

saas-packspythonaiagent

Complete Lindy integration skill pack with 24 skills covering AI assistants, task automation, workflows, and intelligent automation. Flagship tier vendor pack.

saas-packsautomationai

Complete Granola integration skill pack with 24 skills covering AI meeting notes, transcription, summaries, and meeting intelligence. Flagship tier vendor pack.

Complete Gamma integration skill pack with 24 skills covering AI presentations, document generation, templates, and visual content creation. Flagship tier vendor pack.

Complete Mistral AI integration skill pack with 24 skills covering model inference, embeddings, fine-tuning, and production deployments. Flagship tier vendor pack.

saas-packsdeploymentaiembedding

Complete Langfuse integration skill pack with 24 skills covering LLM observability, tracing, prompt management, and evaluation. Flagship tier vendor pack.

Complete Guidewire integration skill pack with 24 skills covering InsuranceSuite, PolicyCenter, ClaimCenter, and insurance platform development. Flagship tier vendor pack.

Complete MaintainX integration skill pack with 24 skills covering work orders, preventive maintenance, asset management, and CMMS workflows. Flagship tier vendor pack.

Openevidence Pack

Complete OpenEvidence integration skill pack with 24 skills covering medical AI, clinical decision support, evidence-based queries, and healthcare workflows. Flagship tier vendor pack.

Complete Speak integration skill pack with 24 skills covering AI language learning, speech recognition, conversation practice, and education technology. Flagship tier vendor pack.

Complete TwinMind integration skill pack with 24 skills covering AI meeting assistant, transcription, summaries, and productivity automation. Flagship tier vendor pack.

saas-packsautomationai

Multi-agent orchestrator for Claude Code. Track work with convoys, sling to polecats. The Cognition Engine for AI-powered software factories.

communityaiagent

Z.AI vision, search, reader, and GitHub exploration via CLI and MCP. Analyze images, search the web, read pages as markdown, explore repos.

communitygithubai

Neurodivergent Visual Org

Create ADHD-friendly visual organizational tools (Mermaid diagrams) optimized for neurodivergent thinking patterns with accessibility modes

Youtube Strategy

Complete YouTube content production workflow: research competitors, generate video ideas, build briefs, craft titles and thumbnails, and create detailed video outlines with demo prep checklists.

Wondelai Blue Ocean Strategy

Blue Ocean Strategy framework for creating uncontested market space. Use the Strategy Canvas, Four Actions Framework (ERRC), and value innovation to break the value-cost trade-off.

business-toolsai

Wondelai Contagious

Word-of-mouth and virality framework using the STEPPS model (Social Currency, Triggers, Emotion, Public, Practical Value, Stories). Engineer products and content that people naturally share.

business-toolsai

Wondelai Cro Methodology

Customer-centric conversion rate optimization methodology. Audit landing pages, identify conversion blockers, write persuasive copy, design A/B tests, and optimize funnels.

business-toolsai

Wondelai Crossing The Chasm

Technology adoption and go-to-market strategy for crossing from early adopters to mainstream market. Choose beachhead segments, build whole products, and position against incumbents.

business-toolsgoai

Wondelai Design Everyday Things

Fundamental design principles from Don Norman. Design affordances, signifiers, constraints, and feedback mechanisms. Apply human-centered design and fault-tolerant systems.

Wondelai Design Sprint

Google Ventures Design Sprint methodology. Validate product ideas in 5 days with rapid prototyping, user testing, and structured decision-making.

productivitygotestingapi+1

Wondelai Drive Motivation

Intrinsic motivation science framework (Autonomy, Mastery, Purpose). Design features that leverage intrinsic motivation, create progress systems, and craft purpose-driven messaging.

business-toolsairag

Wondelai Hooked Ux

Hook Model framework for building habit-forming products. Design trigger-action-reward-investment loops, increase retention, and optimize onboarding for habit formation.

Wondelai Hundred Million Offers

Grand Slam Offer creation framework. Create irresistible offers using the Value Equation, stack bonuses, design risk-reversing guarantees, and apply ethical scarcity.

business-toolsai

Wondelai Influence Psychology

Persuasion science framework based on Cialdini's six principles (Reciprocity, Commitment, Social Proof, Authority, Liking, Scarcity). Apply ethical persuasion to product design and marketing.

business-toolsai

Wondelai Ios Hig Design

Native iOS app design following Apple Human Interface Guidelines. Design SwiftUI/UIKit components, implement navigation patterns, and ensure accessibility compliance.

Wondelai Jobs To Be Done

Strategic product innovation framework using Clayton Christensen's JTBD theory. Discover customer motivations, conduct discovery interviews, and design products around the jobs customers hire them for.

business-toolsai

Wondelai Lean Startup

Lean Startup methodology for validated learning, MVPs, and innovation accounting. Design experiments, decide when to pivot vs. persevere, and reduce development waste.

Wondelai Made To Stick

Sticky messaging framework using the SUCCESs model (Simple, Unexpected, Concrete, Credible, Emotional, Stories). Make product messaging memorable and create compelling presentations.

business-toolsai

Wondelai Negotiation

Tactical negotiation framework based on Chris Voss's techniques. Use mirroring, labeling, calibrated questions, the Ackerman method, and accusation audits for business and salary negotiations.

business-toolsgoai

Wondelai Obviously Awesome

Product positioning framework for competitive differentiation. Define competitive alternatives, identify unique attributes, map value themes, and choose the right market category.

business-toolsgoai

Wondelai One Page Marketing

End-to-end marketing plan framework. Define target market, craft USP, choose channels, design lead capture and nurture sequences, optimize conversion, and build referral systems.

business-toolsai

Wondelai Predictable Revenue

Outbound sales methodology for scalable B2B pipeline. Implement Cold Calling 2.0, structure SDR/AE/CSM roles, design prospecting sequences, and build predictable revenue engines.

business-toolsai

Wondelai Refactoring Ui

Practical UI design system for professional interfaces. Fix visual hierarchy, choose typography and color scales, add depth with shadows, and style components in Tailwind CSS.

Wondelai Scorecard Marketing

Lead generation framework using quiz and assessment funnels. Create lead magnets that convert 30-50%, design qualifying questions, and segment automated follow-up sequences.

business-toolsai

Wondelai Storybrand Messaging

StoryBrand messaging framework that positions customer as hero. Create brand scripts, write website copy that converts, craft one-liners, and build narrative-driven landing pages.

business-toolsai

Wondelai Top Design

Award-winning web design framework for premium brand experiences. Build immersive websites with custom animations, dramatic typography, and scroll-based compositions.

Wondelai Traction Eos

Entrepreneurial Operating System (EOS) for business execution. Create V/TO, set quarterly rocks, run Level 10 meetings, build accountability charts, and solve issues with IDS.

business-toolsai

Wondelai Ux Heuristics

Usability heuristics and UX audit framework based on Nielsen and Krug. Conduct heuristic evaluations, identify usability problems, and prioritize fixes by severity.

Wondelai Web Typography

Web typography framework for readable, beautiful type. Select and pair typefaces, set optimal line length and height, implement responsive typography, and optimize web font loading.

Assemblyai Pack

Claude Code skill pack for AssemblyAI (18 skills)

Claude Code skill pack for Cast AI (18 skills)

Claude Code skill pack for Together AI (18 skills)

12 PM-specific agent skills, 6 workflow commands, 3 automation hooks for Product Managers

productivityautomationaiagent

Validate Plugin

Validate Claude Code plugin structure against official Anthropic spec and Intent Solutions enterprise standard with 100-point grading.

skill-enhancersai

Executive Assistant Skills

AI-powered executive assistant skills that fully replace a human EA. Research meeting attendees, draft emails, create meeting briefs, and manage action items.

business-toolsai

Box Cloud Filesystem

Transparent cloud filesystem for AI agents using Box CLI (@box/cli). Upload, download, search, share, and sync files to Box cloud storage with operational safety guardrails.

productivityairagagent

The flight envelope for agentic coding — convert PRs and local diffs into structured, agent-consumable specs with intent drift detection

Two-way Slack channel for Claude Code — chat from Slack DMs and channels via Socket Mode

X Bug Triage Plugin

Closed-loop bug triage: X complaints → clusters → repo evidence → owner routing → Slack review → filed issues

Describe your app in plain English — Shipwright builds, tests, and deploys it autonomously via a 9-phase pipeline.

Personal boycott list managed conversationally by your AI agent. Chrome extension warns you on pages from brands you've decided to avoid.

communityaiagent

Engineering Advanced Skills

44 advanced engineering skills: agent designer, agent workflow designer, AgentHub, RAG architect, database designer, focused-fix, browser-automation, spec-driven-workflow, secrets-vault-manager, sql-database-assistant, migration architect, observability designer, dependency audi…

developmentbrowserautomationrag+1

Engineering Skills

36 engineering skills: architecture, frontend, backend, fullstack, QA, DevOps, security, AI/ML, data engineering, Playwright (9 sub-skills), self-improving agent, Stripe integration, TDD guide, tech stack evaluator, Google Workspace CLI, a11y audit (WCAG 2.2), Azure cloud archit…

developmentgoazuresecurity+2

13 regulatory affairs & quality management skills for HealthTech/MedTech: ISO 13485 QMS, MDR 2017/745, FDA 510(k)/PMA, GDPR/DSGVO, ISO 27001 ISMS, CAPA management, risk management, clinical evaluation, SOC 2 compliance.

Production-grade Playwright testing toolkit. 9 skills, 3 agents, 55 templates, TestRail + BrowserStack MCP integrations. Generate tests, fix flaky failures, migrate from Cypress/Selenium.

developmenttestingbrowserai+1

Google Workspace Cli

Google Workspace administration via the gws CLI. Install, authenticate, and automate Gmail, Drive, Sheets, Calendar, Docs, Chat, and Tasks. 5 Python tools, 3 reference guides, 43 built-in recipes, 10 persona bundles.

developmentpythongoai

Docker Development

Docker and container development — Dockerfile optimization, docker-compose orchestration, multi-stage builds, security hardening, and CI/CD container pipelines.

developmentdockersecurityai

A second brain for Claude Code + Obsidian inspired by Karpathy's LLM Wiki gist. Turn any LLM CLI into a disciplined wiki maintainer: incrementally ingest sources into a persistent, interlinked markdown vault; update entity/concept/source pages; flag contradictions; maintain inde…

Documentation Standards

HADS (Human-AI Document Standard) — semantic tagging convention for writing docs that work efficiently for both humans and AI models. Reduces token consumption by separating machine-critical facts from human context.

documentationai

Llm Application Dev

LLM application development with LangGraph, RAG systems, vector search, and AI agent architectures for Claude 4.6 and GPT-5.4

ai-mlaillmrag+1

Machine Learning Ops

ML model training pipelines, hyperparameter tuning, model deployment automation, experiment tracking, and MLOps workflows

ai-mldeploymentautomationai

Performance Testing Review

Performance analysis, test coverage review, and AI-powered code quality assessment

qualitytestingperformanceai+1

Security Scanning

SAST analysis, dependency vulnerability scanning, OWASP Top 10 compliance, container security scanning, and automated security hardening

Frontend Mobile Security

XSS prevention, CSRF protection, content security policies, mobile app security, and secure storage patterns

Documentation Generation

OpenAPI specification generation, Mermaid diagram creation, tutorial writing, API reference documentation

documentationapiai

C4 Architecture

Comprehensive C4 architecture documentation workflow with bottom-up code analysis, component synthesis, container mapping, and context diagram generation

documentationai

Customer Sales Automation

Customer support workflow automation, sales pipeline management, email campaigns, and CRM integration

businessautomationai

Blockchain Web3

Smart contract development with Solidity, DeFi protocol implementation, NFT platforms, and Web3 application architecture

Meigen Ai Design

AI image generation with creative workflow orchestration, prompt engineering, and curated inspiration library via MCP server

Block No Verify

PreToolUse hook that prevents AI agents from using --no-verify, --no-gpg-sign, and other bypass flags that skip git hooks

securityaiagent

Signed Audit Trails

Teaching skill: cookbook-style walkthrough for signed audit trails on every Claude Code tool call. Cedar policy, Ed25519 receipts, offline verification, CI/CD integration, SLSA composition. Pairs with the protect-mcp runtime plugin.

Review Agent Governance

Require a human approval signal before an AI agent can post PR reviews, comments, merges, or writes to CI configuration. Joins protect-mcp and signed-audit-trails in the governance category; composes with protect-mcp for runtime enforcement.

governancegoaiagent

Connect Claude to 500+ apps - Gmail, Slack, GitHub, Notion, and more

integrationsgithubslackai

Artifacts Builder

Build complex HTML artifacts with React, Tailwind CSS, and shadcn/ui

frontendreactai

Comprehensive PR reviews with detailed feedback

Build high-quality MCP servers for LLM integrations

Full-cycle project development: brainstorm, specify, plan, initialize, execute, and polish with war-room deliberation for strategic decisions

Codebase visualization: architecture, data flow, dependency, call chains, community detection, and class diagrams via Mermaid Chart MCP

Delegate tasks to external LLMs (Gemini, Qwen) with cheapest-capable model selection while retaining strategic oversight

Spatial knowledge organization with memory palace techniques: build, navigate, and maintain virtual memory structures with PR review capture

Documentation review, cleanup, and generation with AI slop detection, style learning, and human-quality writing enforcement

Multi-source research: code archaeology, community discourse (HN, Reddit), academic literature (arXiv, Semantic Scholar), and TRIZ cross-domain analysis

Access Control Rbac

Role-based access control (RBAC) with permissions and policies. Use for admin dashboards, enterprise access, multi-tenant apps, fine-grained authorization, or encountering permission hierarchies, role inheritance, policy conflicts.

100+ animated React components (Aceternity UI) for Next.js with Tailwind. Use for hero sections, parallax, 3D effects, or encountering animation, shadcn CLI integration errors.

frontendreactai

Ai Elements Chatbot

shadcn/ui AI chat components for conversational interfaces. Use for streaming chat, tool/function displays, reasoning visualization, or encountering Next.js App Router setup, Tailwind v4 integration, AI SDK v5 migration errors.

Vercel AI SDK v5 for backend AI (text generation, structured output, tools, agents). Multi-provider. Use for server-side AI or encountering AI_APICallError, AI_NoObjectGeneratedError, streaming failures.

aivercelapiagent

Vercel AI SDK v5 React hooks (useChat, useCompletion, useObject) for AI chat interfaces. Use for React/Next.js AI apps or encountering parse stream errors, no response, streaming issues.

Api Design Principles

Master REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight developers. Use when designing new APIs, reviewing API specifications, or establishing API design standards.

apigraphqlrestai

Api Rate Limiting

Implements API rate limiting using token bucket, sliding window, and Redis-based algorithms to protect against abuse. Use when securing public APIs, implementing tiered access, or preventing denial-of-service attacks.

Architecture Patterns

Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing applications for better maintainability.

architecturegoai

Better Chatbot Patterns

Reusable better-chatbot patterns for custom deployments. Use for server action validators, tool abstraction, multi-AI providers, or encountering auth validation, FormData parsing, workflow execution errors.

toolingdeploymentai

Claude Agent Sdk

Anthropic Claude Agent SDK for autonomous agents and multi-step workflows. Use for subagents, tool orchestration, MCP servers, or encountering CLI not found, context length exceeded errors.

Anthropic Messages API (Claude API) for integrations, streaming, prompt caching, tool use, vision. Use for chatbots, assistants, or encountering rate limits, 429 errors.

Claude Code Bash Patterns

Claude Code Bash tool patterns with hooks, automation, git workflows. Use for PreToolUse hooks, command chaining, CLI orchestration, custom commands, or encountering bash permissions, command failures, security guards, hook configurations.

toolingsecurityautomationai

Cloudflare Agents

Build AI agents on Cloudflare Workers with MCP integration, tool use, and LLM providers.

cloudflareaillmagent

Cloudflare Email Routing

Cloudflare Email Routing for receiving/sending emails via Workers. Use for email workers, forwarding, allowlists, or encountering Email Trigger errors, worker call failures, SPF issues.

Cloudflare Workers KV global key-value storage. Use for namespaces, caching, TTL, or encountering KV_ERROR, 429 rate limits, consistency issues.

Cloudflare Manager

Comprehensive Cloudflare account management for deploying Workers, KV Storage, R2, Pages, DNS, and Routes. Use when deploying cloudflare services, managing worker containers, configuring KV/R2 storage, or setting up DNS/routing. Requires CLOUDFLARE_API_KEY in .env and Bun runtim…

cloudflareapiairag

Cloudflare R2 S3-compatible object storage with SQL, Iceberg, event notifications, and automation. Use for buckets, uploads, CORS, presigned URLs, large files, S3 migration, analytics, or encountering R2_ERROR, CORS failures, multipart issues.

cloudflareautomationairag

Cloudflare Sandbox

Cloudflare Sandboxes SDK for secure code execution in Linux containers at edge. Use for untrusted code, Python/Node.js scripts, AI code interpreters, git operations.

cloudflarepythonrustnode+1

Cloudflare Turnstile

Cloudflare Turnstile CAPTCHA-alternative bot protection. Use for forms, login security, API protection, or encountering CSP errors, token validation failures, error codes 100*/300*/600*.

cloudflaresecurityapiai

Cloudflare Vectorize

Cloudflare Vectorize vector database for semantic search and RAG. Use for vector indexes, embeddings, similarity search, or encountering dimension mismatches, filter errors.

cloudflareembeddingrag

Cloudflare Workers Ai

Cloudflare Workers AI for serverless GPU inference. Use for LLMs, text/image generation, embeddings, or encountering AI_ERROR, rate limits, token exceeded errors.

cloudflareaillmembedding

Cloudflare Workflows

Cloudflare Workflows for durable long-running execution. Use for multi-step workflows, retries, state persistence, or encountering NonRetryableError, execution failed errors.

Database Schema Design

Database schema design for PostgreSQL/MySQL with normalization, relationships, constraints. Use for new databases, schema reviews, migrations, or encountering missing PKs/FKs, wrong data types, premature denormalization, EAV anti-pattern.

databasepostgresmysqlai

Defense In Depth Validation

Validate at every layer data passes through to make bugs impossible. Use when invalid data causes failures deep in execution, requiring validation at multiple system layers.

Dependency Upgrade

Secure dependency upgrades with supply chain protection, cooldown periods, post-install script hardening, lockfile validation, and staged rollout across npm, Bun, pnpm, and Yarn. Use when upgrading dependencies, configuring security policies, or preventing supply chain attacks.

toolingsecurityai

Elevenlabs Agents

ElevenLabs Agents Platform for AI voice agents (React/JS/Native/Swift). Use for voice AI, RAG, tools, or encountering package deprecation, audio cutoff, CSP violations, webhook auth failures.

aiswiftreactrag+1

FastMCP Python framework for MCP servers with tools, resources, storage backends (memory/disk/Redis/DynamoDB). Use for Claude tool exposure, OAuth Proxy, cloud deployment, or encountering storage, lifespan, middleware, circular import, async errors.

toolingpythonredisdeployment+1

Firecrawl Scraper

Firecrawl v2.5 API for web scraping/crawling to LLM-ready markdown. Use for site extraction, dynamic content, or encountering JavaScript rendering, bot detection, content loading errors.

webjavascriptscrapingapi+1

Google Gemini CLI for second opinions, architectural advice, code reviews, security audits. Leverage 1M+ context for comprehensive codebase analysis via command-line tool.

aigosecurityrag

Google Gemini Api

Google Gemini API with @google/genai SDK. Use for multimodal AI, thinking mode, function calling, or encountering SDK deprecation warnings, context errors, multimodal format errors.

Google Gemini Embeddings

Google Gemini embeddings API (gemini-embedding-001) for RAG and semantic search. Use for vector search, Vectorize integration, or encountering dimension mismatches, rate limits, text truncation.

aigoapiembedding+1

Google Gemini File Search

Google Gemini File Search for managed RAG with 100+ file formats. Use for document Q&A, knowledge bases, or encountering immutability errors, quota issues, polling failures. Supports Gemini 3 Pro/Flash (Gemini 2.5 legacy).

Health Check Endpoints

Health check endpoints for liveness, readiness, dependency monitoring. Use for Kubernetes, load balancers, auto-scaling, or encountering probe failures, startup delays, dependency checks, timeout configuration errors.

architecturekubernetesmonitoringai

Hugo static site generator with Tailwind v4, headless CMS (Sveltia/Tina), Cloudflare deployment. Use for blogs, docs sites, or encountering theme installation, frontmatter, baseURL errors.

cmsgocloudflaredeployment+1

Idempotency Handling

Idempotent API operations with idempotency keys, Redis caching, DB constraints. Use for payment systems, webhook retries, safe retries, or encountering duplicate processing, race conditions, key expiry errors.

toolingredisapiai

120+ Vue/Nuxt animated components with TailwindCSS v4, motion-v, GSAP, Three.js. Use for hero sections, 3D effects, interactive backgrounds, or encountering setup, CSS variables, motion-v integration errors.

Generate Jest unit tests for JavaScript/TypeScript with mocking, coverage. Use for JS/TS modules, React components, test generation, or encountering missing coverage, improper mocking, test structure errors.

testingtypescriptjavascriptreact+1

Ml Model Training

Train ML models with scikit-learn, PyTorch, TensorFlow. Use for classification/regression, neural networks, hyperparameter tuning, or encountering overfitting, underfitting, convergence issues.

Ml Pipeline Automation

Automate ML workflows with Airflow, Kubeflow, MLflow. Use for reproducible pipelines, retraining schedules, MLOps, or encountering task failures, dependency errors, experiment tracking issues.

Mobile Offline Support

Offline-first mobile apps with local storage, sync queues, conflict resolution. Use for offline functionality, data sync, connectivity handling, or encountering sync conflicts, queue management, storage limits, network transition errors.

Model Deployment

Deploy ML models with FastAPI, Docker, Kubernetes. Use for serving predictions, containerization, monitoring, drift detection, or encountering latency issues, health check failures, version conflicts.

aikubernetesdockerdeployment+2

Motion (Framer Motion) React animation library. Use for drag-and-drop, scroll animations, gestures, SVG morphing, or encountering bundle size, complex transitions, spring physics errors.

frontendreactrag

Multi Ai Consultant

Consult external AIs (Gemini 2.5 Pro, OpenAI Codex, Claude) for second opinions. Use for debugging failures, architectural decisions, security validation, or need fresh perspective with synthesis.

Visual CMS for Nuxt Content with Cloudflare deployment. Use when setting up Nuxt Studio, configuring OAuth authentication, deploying to Cloudflare Pages/Workers with subdomain routing, or troubleshooting Studio integration.

frontendcloudflaredeploymentai

Nuxt UI v4 with 125+ accessible components, Tailwind v4, Reka UI, AI chat integration with reasoning and tool calling. Use for dashboards, forms, overlays, editors, page layouts, or encountering theming, composable, TypeScript errors.

frontendtypescriptai

OpenAI Agents SDK for JavaScript/TypeScript (text + voice agents). Use for multi-agent workflows, tools, guardrails, or encountering Zod errors, MCP failures, infinite loops, tool call issues.

aitypescriptjavascriptagent

Complete guide for OpenAI APIs: Chat Completions (GPT-5.2, GPT-4o), Embeddings, Images (GPT-Image-1.5), Audio (Whisper + TTS + Transcribe), Moderation. Includes Node.js SDK and fetch approaches.

ainodeapiembedding

Openai Assistants

OpenAI Assistants API v2 for stateful chatbots with Code Interpreter, File Search, RAG. Use for threads, vector stores, or encountering active run errors, indexing delays. ⚠️ Sunset August 26, 2026.

Openai Responses

OpenAI Responses API for stateful agentic applications with reasoning preservation. Use for MCP integration, built-in tools, background processing, or migrating from Chat Completions.

Security Headers Configuration

Configures HTTP security headers to protect against XSS, clickjacking, and MIME sniffing attacks. Use when hardening web applications, passing security audits, or implementing Content Security Policy.

Session Management

Implements secure session management with JWT tokens, Redis storage, refresh flows, and proper cookie configuration. Use when building authentication systems, managing user sessions, or implementing secure logout functionality.

shadcn-vue for Vue/Nuxt with Reka UI components and Tailwind. Use for accessible UI, Auto Form, data tables, charts, or encountering component imports, dark mode, Reka UI errors.

Sql Query Optimization

SQL query optimization for PostgreSQL/MySQL with indexing, EXPLAIN analysis. Use for slow queries, N+1 problems, missing indexes, or encountering sequential scans, OFFSET pagination, temp table spills, inefficient JOINs.

datapostgresmysqlai

Swift Best Practices

This skill should be used when writing or reviewing Swift code for iOS or macOS projects. Apply modern Swift 6+ best practices, concurrency patterns, API design guidelines, and migration strategies. Covers async/await, actors, MainActor, Sendable, typed throws, and Swift 6 break…

mobileswiftapiai

Systematic Debugging

Four-phase debugging framework that ensures root cause investigation before attempting fixes. Never jump to solutions. Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.

Tailwind V4 Shadcn

Production-tested setup for Tailwind CSS v4 with shadcn/ui, Vite, and React. Use when: initializing React projects with Tailwind v4, setting up shadcn/ui, implementing dark mode, debugging CSS variable issues, fixing theme switching, migrating from Tailwind v3, or encountering c…

frontendreactai

TanStack AI (alpha) provider-agnostic type-safe chat with streaming for OpenAI, Anthropic, Gemini, Ollama. Use for chat APIs, React/Solid frontends with useChat/ChatClient, isomorphic tools, tool approval flows, agent loops, multimodal inputs, or troubleshooting streaming and to…

aireactapiagent

Technical Specification

Creates detailed technical specifications for software projects covering requirements, architecture, APIs, and testing strategies. Use when planning features, documenting system design, or creating architecture decision records.

documentationtestingapiai

Test Quality Analysis

Detect test smells, overmocking, flaky tests, and coverage issues. Analyze test effectiveness, maintainability, and reliability. Use when reviewing tests or improving test quality.

Thesys Generative Ui

AI-powered generative UI with Thesys - create React components from natural language.

Ultracite multi-provider linting/formatting (Biome, ESLint, Oxlint). Use for v6/v7 setup, provider selection, Git hooks, MCP integration, AI hooks, migrations, or encountering configuration, type-aware linting, monorepo errors.

Vercel Blob object storage with CDN for Next.js. Use for file uploads (images, PDFs, videos), presigned URLs, user-generated content, file management, or encountering BLOB_READ_WRITE_TOKEN errors, file size limits, client upload token errors.

databasevercelrag

Vercel KV (Redis-compatible key-value storage via Upstash). Use for Next.js caching, sessions, rate limiting, TTL data storage, or encountering KV_REST_API_URL errors, rate limit issues, JSON serialization errors. Provides strong consistency vs eventual consistency.

databaseredisvercelapi+2

Verification Before Completion

Run verification commands and confirm output before claiming success. Use when about to claim work is complete, fixed, or passing, before committing or creating PRs.

Vulnerability Scanning

Implements automated security scanning for dependencies, code, and containers using tools like Trivy, Snyk, and npm audit. Use when setting up CI/CD security gates, conducting pre-deployment audits, or meeting compliance requirements.

securitydeploymentai

TypeScript-first schema validation and type inference. Use for validating API requests/responses, form data, env vars, configs, defining type-safe schemas with runtime validation, transforming data, generating JSON Schema for OpenAPI/AI, or encountering missing validation errors…

toolingtypescriptapiai

Zustand State Management

Zustand state management for React with TypeScript. Use for global state, Redux/Context API migration, localStorage persistence, slices pattern, devtools, Next.js SSR, or encountering hydration errors, TypeScript inference issues, persist middleware problems, infinite render loo…

frontendtypescriptreactapi+1

Css Development

CSS development workflows with Tailwind composition, semantic naming, and dark mode by default

Landing Page Design

Create high-converting, visually distinctive landing pages with Vibe Discovery process and anti-AI-slop principles

Token-efficient code generation pipeline - parallel implementation with hosted LLM (Cerebras) for ~60% token savings. Includes MCP server.

Documentation Audit

Verify documentation claims against codebase reality - two-pass extraction with pattern expansion for comprehensive drift detection

Remote System Maintenance

Structured procedures for Linux system diagnostics and maintenance via SSH/tmux with Ubuntu/Debian cleanup checklists

Digital drugs that modify AI behavior through prompt injection

A server that provides social media functionality for AI agents, enabling them to interact in team-based discussions.

MCP Servers (738)

Browse all MCP servers

AI-optimized search engine for agents with intelligent result extraction and summarization

searchwebairesearch+1

Neural search engine designed for AI that understands meaning and finds precisely relevant content

searchwebaisemantic+1

AI-powered browser automation — control a real browser with natural language, fill forms, extract structured data, log in with stored credentials, and build reusable workflows

browserautomationscrapingai+1

Pinecone Server

Manage vector databases, upsert embeddings, and perform similarity searches with Pinecone

pineconevector-databaseembeddingsai+2

Access OpenAI APIs for completions, embeddings, image generation, and model management

openaiaillmembeddings+2

Connect to Weaviate vector database for semantic search, knowledge base management, and RAG workflows with vector embeddings

weaviatevector-databaseembeddingsai+2

Manage Milvus vector database collections, perform similarity searches, and handle vector embeddings for AI applications

milvusvector-databaseembeddingsai+1

Interact with ChromaDB for semantic document search, metadata filtering, and persistent vector storage in RAG pipelines

chromadbvector-databaseembeddingsai+2

Vector search engine acting as a semantic memory layer for storing and retrieving information using natural language

vector-databaseqdrantembeddingssearch+1

Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via `agent://` URIs with mTLS, trust scores, and capability search.

aggregatorsrustaiagent

AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC). NIP-89 discovery, NIP-90 jobs, NIP-44 v2 encryption, on-chain micropayments.

aggregatorsaiagent

Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc).

aggregatorsaiagent

Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable (MIT).

aggregatorsmonitoringapirest+2

Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) — no setup required, bring your own API key.

aggregatorsgithubslackapi+2

Build, validate, and deploy multi-agent AI solutions on the ADAS platform. Design skills with tools, manage solution lifecycle, and connect from any AI environment via stdio or HTTP.

aggregatorsaiagent

Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized MCP interface, providing zero-configuration access to the entire AI coding ecosystem.

Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base.

aggregatorsapiai

Dependency graph + 15 MCP tools for AI coding assistants. Parses TypeScript, JavaScript, Python, Go, Rust, and C. Arc diagram visualization, health scoring, dead code detection, and temporal graph.

aggregatorspythontypescriptjavascript+3

Self-hosted MCP Server registry for enterprise AI Agents

aggregatorsaiagent

Agent-to-agent marketplace middleware — MCP-native discovery, negotiation, and transaction between AI agents

aggregatorsgoaiagent

A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.

MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.

aggregatorsaiagent

Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.

aggregatorsrestairag+1

Server Ollama Bridge

Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP.

Server Openai Bridge

Bridge to OpenAI API. Access GPT-4, GPT-4o and other OpenAI models through MCP.

aggregatorsapiai

Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration, HITL workflows, guardrails middleware, and context summarization.

aggregatorsaiagent

Unified data API for AI agents — 300+ free, public, and government data sources behind a single API key. Access economic (FRED, BLS), environmental (EPA, NOAA), health (CDC, FDA), weather (NWS), financial (SEC, CFPB), science (NASA, arXiv), and 30+ more categories. Install: `npx…

aggregatorsgoapiai+1

MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable ranking.

aggregatorsairag

MCP server for xAI's [Grok API](https://docs.x.ai/docs/overview) with agentic tool calling, image generation, vision, and file support.

aggregatorsapiaiagent

Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy, and 7 MCP tools for agent registration, discovery, and referral tracking.

aggregatorsrustaiagent

NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy.

Profullstack Server

A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation, weather data, social media posting, security scanning, and more developer utilities.

aggregatorssecurityai

Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model …

aggregatorsaiagent

Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect…

aggregatorsaiagent

Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.

aggregatorsaillm

Voxie Ai Directory

AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions.

Openai Gpt Image

OpenAI GPT image generation/editing MCP server.

A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.

Discover and compare L402 + x402 paid API services from satring.com, the best curated Lightning and USDC API directory.

aggregatorsapiai

Waystation Ai Mcp

Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.

aggregatorsslackai

Unified API hub for AI agents with 56+ tools across travel (Amadeus, Sabre), prediction markets (Polymarket), crypto, and weather. Pay-per-call via x402 micropayments in USDC.

aggregatorsapiaiagent

Flux AI image generation and editing (Black Forest Labs) via Ace Data Cloud API.

art-cultureapirestai

NanoBanana AI image generation and editing with virtual try-on and product placement in realistic scenes.

A MCP server for the Open Library API that enables AI assistants to search for book information.

art-cultureapiai

A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories — let your AI agent play vine boom when code compiles. `npx myinstants-mcp`

art-culturegoaiagent

MCP server that turns AI into an SVG artist. One rendering engine with JSON config, AI controls all design parameters. CSS @keyframes + SMIL animations, 16+ element types, parametric curves, filters, gradients, PNG preview.

An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language.

art-culturegithubllm

MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.

art-culturenodeaiagent

A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.

art-cultureapiai

Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.

MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.

Rijksmuseum API integration for artwork search, details, and collections

art-cultureapiai

Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop

MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools

CLI and MCP server for AI video and image generation with unified access to 7 models (Kling, Veo, Sora, Seedance, Flux, Grok Imagine). Provides 9 tools for generating, managing, and browsing media.

art-cultureaiagent

Mermaid Grammer Inspector

A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities

architecture-designai

MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki.

architecture-designgithubai

AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integr…

architecture-designgithubai

An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.

biology-medicine-and-bioinformaticsai

Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.

biology-medicine-and-bioinformaticsllm

MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.

biology-medicine-and-bioinformaticsaiagent

Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless integration with FHIR servers, enabling AI assistants to search, retrieve, create, update, and analyze clinical healthcare data with SMART-on-FHIR authentication support.

biology-medicine-and-bioinformaticsapiai

Bilibili Mcp Js

A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.

browser-automationai

Playwright Plus Python

An MCP python server using Playwright for browser automation,more suitable for llm

browser-automationpythonbrowserautomation+1

Browser Control

An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).

browser-automationbrowseraillm

AI virtual staging for real estate. Stage empty rooms, beautify floor plans into 3D renders, classify room images, generate property descriptions, and get style recommendations.

browser-automationai

MCP server that compiles AI browser automation into deterministic `.tap.json` plans (25-op closed union, zero runtime LLM), runs on your logged-in Chrome, and detects drift via semantic fingerprint diff when sites change. 65+ open community taps on 40+ sites.

browser-automationbrowserautomationai+1

Server Youtube Transcript

Fetch YouTube subtitles and transcripts for AI analysis

browser-automationai

Aoai Web Browsing

A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.

browser-automationazureai

Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots

browser-automationllm

An MCP Server that enables AI assistants to interact with your local browsers.

browser-automationbrowserai

Web scraping, crawling, and search API. Extract content in Markdown/JSON, batch process 10k URLs, and get AI-powered answers with citations.

browser-automationscrapingapiai

Record what you do on any website and securely automate it forever. Replays browser actions in headless Playwright with encrypted credentials and AI-powered selector healing.

browser-automationbrowserai

Compresses ~100K-token HTML into 2-5K-token structured maps while preserving every actionable element. AI agents can read and interact with any web page at 97% fewer tokens.

browser-automationaiagent

Browser Devtools

An MCP Server enables AI assistants to autonomously test, debug, and validate web applications.

browser-automationbrowserai

Webdriverio Mcp

Browser and mobile app automation using WebdriverIO, enabling AI agents to control browsers, interact with web elements, and automate native Android and iOS apps via the WebDriver and Appium protocols.

browser-automationbrowserautomationai+1

4everland Hosting

An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.

cloud-platformsdeploymentairag

AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials.

cloud-platformsawsai

upload and manipulation of IPFS storage

cloud-platformsrag

A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support

cloud-platformsawsdockerai

A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support.

cloud-platformsgokubernetesdocker+1

Alibaba Cloud Ops

A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.

cloud-platformsai

An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction

cloud-platformskubernetesaiagent

MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.

cloud-platformsazureairag

Official Espressif MCP Server to manage and control ESP RainMaker Devices.

cloud-platformsai

Azure Resource Graph

A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.

cloud-platformsazureai

An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.

cloud-platformsaillm

Create, modify, and delete different aspects of [Liveblocks](https://liveblocks.io) such as rooms, threads, comments, notifications, and more. Additionally, it has read access to Storage and Yjs.

cloud-platformsrag

🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.

cloud-platformsai

A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.

cloud-platformsdeploymentmonitoringai

A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.

cloud-platformsrag

A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.

cloud-platformskubernetesai

Deploy and manage static sites from AI agents. A simpler alternative to Vercel and Netlify for static website hosting — upload files, get a URL, and connect custom domains.

cloud-platformsvercelaiagent

MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex comma…

cloud-platformskubernetesdeploymentai

Manage domains, DNS records, contacts, marketplace listings, and more via the Spaceship API

cloud-platformsapiai

AI-powered SRE observability for Kubernetes and OpenShift with 40+ tools for Tekton pipeline debugging, log analysis, root cause analysis, and predictive monitoring.

cloud-platformskubernetesmonitoringai

MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for listing and applying Kubernetes resources through the MCP protocol.

cloud-platformskubernetesllm

An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.

cloud-platformsaillm

CloudBase AI ToolKit

One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and one-click deployment to production with China market access through WeChat ecosystem.

cloud-platformsdeploymentai

MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config `uv` setup and a ready-to-use Claude Desktop config example.

code-executionllm

OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs.

code-executiondockerapiai+1

Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack.

code-executionaiagent

Give your AI assistant its own AI assistants. For example: "Could you ask openai to generate an image of a dog?"

code-executionai

Run Python code in a secure sandbox via MCP tool calls

code-executionpythonai

A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.

code-executionjavascriptai

Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages

code-executionpythonjavascriptllm

AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds

coding-agentsaiagent

Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.

coding-agentsmonitoringautomationai

A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.

coding-agentsai

Claude Concilium

Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill.

coding-agentsaiagent

Server Leetcode

An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.

coding-agentsai

Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej Karpathy's LLM Council concept.

coding-agentsllm

Winx Code Agent

A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.

coding-agentsrustperformancellm+1

A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.

coding-agentsai

An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting different perspectives

coding-agentsaillm

Arch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and non-Arch systems. Features include searching Arch Wiki and AUR, getting package info, checking for updates, installing packages securel…

coding-agentsai

Console Automation

Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.

coding-agentstestingmonitoringautomation+1

Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks.

coding-agentssecurityaillm

Rinadelph Agent

A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.

coding-agentsairagagent

A zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation.

coding-agentsai

🏎️ 🏠 🍎 🪟 🐧 Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker.

coding-agentsdockerai

Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and provides agents with persistent project-specific debugging memory using silent RAG tools. Features 56% token optimization and mul…

coding-agentsairagagent

MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1)

coding-agentsai

MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing

coding-agentsgithubai

Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard.

command-lineaiagent

Agentmail Toolkit

An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.

communicationaiagent

An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and ful…

communicationllm

Email infrastructure for AI agents. Create inboxes on the fly, send and receive real emails, search messages, and manage threads via API. Install with `npx clawaimail-mcp`.

communicationapiaiagent

IMAP/SMTP email MCP server with 42 tools for reading, searching, sending, scheduling, and managing emails across multiple accounts. Supports IMAP IDLE push, AI triage, desktop notifications, and auto-detects providers like Gmail, Outlook, and iCloud.

communicationai

MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.

communicationllm

An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.

communicationai

FastAlertNow Server

Official Model Context Protocol (MCP) server for FastAlert. This server allows AI agents (like Claude, ChatGPT, and Cursor) to list of your channels and send notifications directly through the FastAlert API.

communicationapiaiagent

An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.

communicationapiai

An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)

communicationdockeraiagent

Imessage Query Fastmcp

An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling

communicationllm

Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage cus…

communicationaiagent

AI-to-AI messaging via I-Poll protocol and AInternet. Enables agents to communicate using .aint domains, semantic messaging, and trust-based routing.

communicationrustaiagent

MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.

communicationgobrowserai+1

Collaboration rooms for AI agents. Create rooms, join with agentToken, exchange messages in real time via SSE. Supports MCP and A2A protocols. Self-hostable or use the hosted version at join.cloud.

communicationaiagent

MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.

communicationapiai

Leximo Ai Call Assistant

Make AI-powered phone calls on your behalf — book reservations, schedule appointments, and view call transcripts

communicationai

Unified MCP server for email across Gmail (REST API), Outlook (Microsoft Graph), iCloud, and generic IMAP/SMTP. 24 tools for search, send, organize, and batch-manage emails with built-in OAuth2 and encrypted credential storage.

communicationapirestai+1

MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.

communicationgoaiagent

MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).

communicationaiagent

A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.

communicationdiscordautomationai

MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)

communicationapiai

Build multi-channel notifications into your product, send messages, update lists, invoke automations, all without leaving your AI coding space.

communicationautomationai

A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client library.

communicationai

Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. Real-time listening, session management, file handling.

communicationaiagent

NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.

communicationaiagent

Generate visual charts using [Apache ECharts](https://echarts.apache.org) with AI MCP dynamically.

customer-data-platformsai

Generate [mermaid](https://mermaid.js.org/) diagram and chart with AI MCP dynamically.

customer-data-platformsai

Connect any Open Data to any LLM with Model Context Protocol.

customer-data-platformsllm

🐍 ☁️ 🎖️ - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services

databasesgopostgresai

Alibabacloud Tablestore

MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.

The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents

databasesaiagent

A secure, tunnel-native database bridge for AI agents. Connects localhost & on-premise databases (MSSQL, etc.) to LLMs with AST-based query safety and PII masking.

databasesaillmagent

Airtable database integration with schema inspection, read and write capabilities

Python Streamable HTTP Server you can run locally to interact with [memvid](https://github.com/Olow304/memvid) storage and semantic search.

databasespythongithubrag

Firebase services including Auth, Firestore and Storage.

databasesrestrag

Open source MCP server specializing in easy, fast, and secure tools for Databases.

Sqlite Explorer Fastmcp

An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.

databasessqlitellm

Your AI Assistant's Gateway to Google Sheets! 25 powerful tools for seamless Google Sheets automation via MCP.

databasesgoautomationai

Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.

Run queries against InfluxDB OSS API v2.

Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.

Manage and query Postgres databases, tenants, users, auth using LLMs

databasespostgresllm

provides AI-powered PostgreSQL performance tuning capabilities.

databasespostgresperformanceai

Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries).

databasespostgresllm

MongoDB integration that enables LLMs to interact directly with databases.

databasesgomongodbllm

Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.

SchemaCrawler MCP Server Usage

Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.

Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.

databasesaiagent

Snowflake Labs Mcp

Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods suppo…

databasesaiagent

Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.

A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for database operations, health analysis, SQL optimization, and more. Compatible with mainstream databases including MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, and O…

databasespostgresmysqlai

An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.

MCP Server for natural language querying of Snowflake, Google BigQuery, and DataBricks Data Products through Alkemi.ai.

data-platformsgoai

Brazilian agricultural data for LLMs — prices, crop estimates, climate, deforestation from 19 public sources via CEPEA, CONAB, IBGE, INPE and B3.

data-platformsrestllm

Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.

data-platformsapillm

interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.

data-platformsapirag

China's apparel supply chain data for AI agents. 1,000+ verified suppliers, 350+ lab-tested fabrics, 170+ industrial clusters with AATCC / ISO / GB lab-test verification.

data-platformsaiagent

Enterprise-grade sentiment analysis with 95+ labels, keyword extraction, and batch processing for AI agents

data-platformsaiagent

Caisse Enregistreuse

Allows you to automate or monitor business operations, sales recorder, POS software, CRM.

data-platformsai

AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and BASE EC integration. Provides store management, sales data querying, AI chat analysis, and weather correlation features.

data-platformsai

Databricks Genie

A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.

data-platformsapillmagent

Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then query history with diff, blame, history, changeset, and search. Captures the intent that would otherwise evaporate.

developer-toolsaiagent

Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift — App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests.

developer-toolstypescriptswiftai+1

Semantic code index that extracts domain concepts, naming conventions, and behavioral similarity from codebases. One tool call instead of 19, ~20x fewer tokens for codebase understanding queries.

developer-toolsai

Dependency intelligence for AI coding agents. Live CVE scanning, dependency health, upgrade planning, ecosystem news, and decision memory. 14 tools, zero config, privacy-first.

developer-toolsaiagent

Ios Mcp Code Quality

iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.

developer-toolsswiftautomationai

Server Atlassian Bitbucket

Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.

developer-toolsai

Server Atlassian Confluence

Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.

developer-toolsai

Server Atlassian Jira

Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.

developer-toolsjiraai

Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram".

developer-toolsaiagent

Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.

developer-toolsai

Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.

developer-toolsllm

Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.

developer-toolspythontypescriptrust+2

MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.

developer-toolssecurityaiagent

Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills.

developer-toolsgithubaiagent

PhpCodeArcheology

PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage, and impact analysis. Installable via Composer.

developer-toolsairag

Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more.

developer-toolsreactapiai

Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)

developer-toolsapiaiagent

Analyze React code locally, generate docs / llm.txt for whole project at once

developer-toolsreactllm

Agent Skill Loader

Dynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand.

developer-toolsaiagent

MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools. Unlike manual tool definition, this approach auto-generates tools directly from the Swagger spec, ensuring consistency, reducing maintenance effort, and preventing mismatches…

developer-toolsapiai

Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents understand architecture — not just files.

developer-toolsairagagent

AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.

developer-toolsgithubai

Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more.

developer-toolsai

Official MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.

developer-toolsai

Shrimp Task Manager

A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. [ShrimpTaskManager](https://cjo4m06.github.io/mcp-shrimp-task-manager)

developer-toolsgithubaiagent

Integrate with Docker to manage containers, images, volumes, and networks.

developer-toolsdockerai

Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.

developer-toolsmonitoringllm

Context Rot Detection

Gives AI agents self-awareness about their cognitive state. Monitors token utilization, context quality degradation, and session fatigue. Returns health scores (0-100) and recovery recommendations based on model-specific degradation curves.

developer-toolsaiagent

Local-first MCP server for AI content governance — 13 tools for model/content CRUD, validation, normalization, and i18n across any framework.

developer-toolsgoai

Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to 'Make Code Better'

developer-toolsaiagent

MCP server for JetBrains TeamCity with 87 tools for builds, tests, agents, and CI/CD pipeline management. Features dual-mode operation (dev/full) and runtime mode switching.

developer-toolsaiagent

Universal deployment tracker for AI assistants with live status badges and deployment monitoring

developer-toolsdeploymentmonitoringai

Twitterapi Docs

Offline access to TwitterAPI.io documentation for AI assistants. 52 API endpoints, guides, pricing info, and authentication docs.

developer-toolsapiai

Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds.

developer-toolspostgresredisai+1

Claude Task Master

AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.

developer-toolsai

Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io).

developer-toolsai

Design System Extractor

Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.

developer-toolsai

Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).

developer-toolsai

Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.

developer-toolsrustllmembedding

Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.

developer-toolsgitlabjiraai+1

Jetbrains Debugger Mcp Plugin

A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger.

developer-toolsai

Jetbrains Index Mcp Plugin

A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename, safe delete, find references, call hierarchy, type hierarchy, diagnostics and more).

developer-toolsairag

A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.

developer-toolsapirestai+1

Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.

developer-toolssecurityautomationai

Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs

developer-toolsaillm

MCP server that blocks AI coding agents from repeating mistakes — turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks. Install: `npx thumbgate`.

developer-toolsaiagent

Server Simulator Ios Idb

A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.

developer-toolsllm

Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters, and ffmpeg-based video operations. No API keys required.

developer-toolsapiai

AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours.

developer-toolspostgresairag+1

Jetbrains Datalore

MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files )

developer-toolsdeploymentapiai

A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.

developer-toolsvercelai

MCP server for TNL (Typed Natural Language): per-feature English contracts for AI coding agents. 6 tools — `get_impacted_tnls`, `retrieve_tnl`, `trace`, `propose_tnl_diff`, `approve_tnl_diff`, `verify` — let agents look up relevant contracts, propose contract edits, and verify i…

developer-toolsaiagent

Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first attempt.

developer-toolsapiaiagent

TIBET provenance tracking for AI decisions. Cryptographic audit trails with ERIN/ERAAN/EROMHEEN/ERACHTER intent logging for compliance.

developer-toolsai

Connect to JetBrains IDE

developer-toolsai

A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.

developer-toolsapiai

AI-native CMS with 72 MCP tools for managing websites through natural language. Create and publish content, manage templates, assets, snippets, themes, collections, redirects, and multi-site forks — with full content versioning and semantic search.

developer-toolsai

MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.

developer-toolsai

The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.

developer-toolsllm

AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.

developer-toolsai

Ai Server Visual Studio

MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Claude, Codex, Gemini, Cursor, Copilot, Windsurf, Cline.

developer-toolsai

Server Langfuse

MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.

developer-toolsllm

MCP server that closes the feedback loop for AI coding agents — CI monitoring, process watching, file changes, HTTP polling.

developer-toolsmonitoringaiagent

AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed probability breakdowns.

developer-toolsapiai

The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.

developer-toolsgollm

Native macOS markdown preview app with MCP server. Open and render Markdown files in MarkView directly from AI assistants via `npx mcp-server-markview`.

developer-toolsai

Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations.

developer-toolsaiagent

Generate comprehensive, paint-by-numbers development plans using the [ClaudeCode-DevPlanBuilder](https://github.com/mmorris35/ClaudeCode-DevPlanBuilder) methodology. Creates PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, and CLAUDE.md.

developer-toolsgithubai

MCP server for MDMA (interactive Markdown applications with mounted components). Exposes the MDMA spec, authoring prompts, package metadata, and live docs to AI assistants. Tools: `get-spec`, `get-prompt`, `build-system-prompt`, `validate-prompt`, `list-packages`, `list-docs`, `…

developer-toolsai

Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files.

developer-toolsaiagent

Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.

developer-toolsai

lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.

developer-toolsjiraslackai+1

Contracts Wizard

A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on [OpenZeppelin Wizard templates](https://wizard.openzeppelin.com/).

developer-toolsaiagent

Claude Critical Rules

Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools.

developer-toolsai

Record any browser page as GIF or video. AI-driven demo recording with scroll/click/hover interactions via Playwright + ffmpeg. `npx @mcpware/pagecast`

developer-toolsbrowserai

Self-hosted webhook relay and tunnel with Noise NK encryption. 13 MCP tools to inspect requests, replay webhooks, trace AI pipelines, connect/disconnect tunnels, and manage subdomains. No tokens or passwords — the cryptographic handshake is the auth.

developer-toolsai

Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.

developer-toolsrustapiai

Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing.

developer-toolstestingllm

56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents.

developer-toolsaiagent

58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find usages, and code intelligence for AI agents.

developer-toolsaiagent

Docker container management and operations through MCP

developer-toolsdockerai

MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data

developer-toolsapiaillm

Self-evolving MCP server that generates and improves its own tools at runtime. Built on FastMCP, Janee uses LLM-driven tool generation to dynamically create, test, and refine MCP tools from natural language descriptions — enabling AI agents to extend their own capabilities on th…

developer-toolsaillmagent

GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents.

developer-toolsgithubai

Package Version

An MCP Server to help LLMs suggest the latest stable package versions when writing code.

developer-toolsllm

A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses

developer-toolsai

An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.

developer-toolsai

LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.

developer-toolsllm

Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.

developer-toolsai

Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants.

developer-toolsapiai

A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.

developer-toolsai

Manage test cases in TestCollab directly from your AI coding assistant. List, create, and update test cases with filtering, sorting, and pagination support.

developer-toolsai

An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.

developer-toolsai

Connects your TestDino testrun/testcase data to AI agents so you can review runs, debug failures, and manage manual test cases using natural language.

developer-toolsaiagent

MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS

developer-toolsai

MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.

developer-toolsai

AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models.

developer-toolssecuritydeploymentai

A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.

developer-toolsllm

A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.

developer-toolsai

MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.

developer-toolsai

DotNetMetadataMcpServer

Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet integration

developer-toolsaiagent

Enforces team naming consistency for AI-generated code via Cursor MCP integration. [Guide ↗](https://var.gg)

developer-toolsai

A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes.

developer-toolsai

Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding.

developer-toolsaiembedding

Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accurac…

developer-toolsaiagent

Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL operations, REST endpoints, Kafka topics, and frontend queries across all services. Offline, local SQLite + TF-IDF + optional embeddings.

developer-toolssqliteapigraphql+3

MCP server for ROS2 enabling AI-driven robotics applications and services.

developer-toolsai

Llm Token Tracker

Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models

developer-toolsapiaillm

First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and format-driven architecture. Official Anthropic Registry. 10k+ npm downloads.

developer-toolsai

Universal persistent project context for Cursor, Windsurf, Cline, VS Code, and all MCP-compatible platforms (including Claude Desktop). IANA-registered format (application/vnd.faf+yaml). 17 native tools, AI-readiness scoring.

developer-toolsai

Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.

developer-toolsautomationai

Server Apache Airflow

MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client.

developer-toolsai

A script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts. Supports multi-language execution (Bash, Python, Node.js, TypeScript) with guaranteed consistency and reduced hallucination risks.

developer-toolspythontypescriptnode+1

MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types.

developer-toolstypescriptapiai+1

AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management

developer-toolsaiagent

Multi Ai Advisor

A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.

developer-toolsai

MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs

developer-toolstypescriptapiai+1

A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.

developer-toolsapirestai

An MCP server to connect with your [ZenML](https://www.zenml.io) MLOps and LLMOps pipelines

developer-toolsllm

Official MCP server for [UploadKit](https://uploadkit.dev). Gives AI assistants first-class knowledge of 40+ React upload components, Next.js route handler scaffolds, BYOS setup (S3/R2/GCS/B2), and full-text search across 88+ docs pages. Runs locally via `npx -y @uploadkitdev/mc…

developer-toolsreactai

The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization.

data-science-toolsgoai

Predict anything with Chronulus AI forecasting and prediction agents.

data-science-toolsaiagent

MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing.

data-science-toolsgollm

Jupyter Notebook

connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.

data-science-toolsai

Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.

data-science-toolsai

Tools and templates to create validated and maintainable data charts and dashboards.

data-science-toolsai

Decision intelligence MCP server with 19 algorithms (bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis, graph algorithms), 12 MCP tools. Install via `npx -y @oraclaw/mcp-server`.

data-science-toolsgoai

Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.

data-science-toolsaiagent

AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.

data-science-toolsai

Matter Controller

An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.

embedded-systemaiagent

A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.

embedded-systemjavascriptai

An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.

embedded-systemllm

MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, take screenshots, manage systems, and set up Tailscale VPN. Auto-discovers 70+ systems with dynamic core/ROM scanning.

embedded-systemai

Structured product data from the open web — Schema.org + AI extraction for e-commerce enrichment. Pay per call via Stripe. [shopgraph.dev](https://shopgraph.dev)

AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token reduction. Supports quantum-semantic mode with intelligent file categorization.

file-systemsgoai

Server Box Remote

The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction.

file-systemsaiagent

Share code context with LLMs via MCP or clipboard

file-systemsllm

File merger tool, suitable for AI chat length limits.

Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.

file-systemsazurerag

MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.

file-systemsllm

Access any storage with Apache OpenDAL™

file-systemsrag

Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local [HLedger](https://hledger.org/) accounting journals.

finance-fintechaillm

PulseChain on-chain analytics: token safety scores (0-100), honeypot detection, whale tracking, smart money feed, scam alerts, DEX volume, bridge stats, holder leagues. 11 free + 9 pro tools. `npx @openpulsechain/mcp-server`

finance-fintechai

Access institutional-grade alternative financial data directly in your LLM workflows.

finance-fintechaillm

Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.

finance-fintechai

Allow AI agents to interact with Alchemy's blockchain APIs.

finance-fintechapiaiagent

Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders )

finance-fintechapiai

Enable AI LLMs to execute trades using MetaTrader 5 platform

finance-fintechaillm

MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.

finance-fintechai

Bankless Onchain API to interact with smart contracts, query transaction and token information

finance-fintechapiai

68 tools for AI agents to interact with Solana prediction markets on [Baozi.bet](https://baozi.bet) — browse markets, place bets, claim winnings, create markets, and earn affiliate commissions.

finance-fintechaiagent

Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations

finance-fintechapiai

BitteProtocol Mcp

Bitte Protocol integration to run AI Agents on several blockchains.

finance-fintechaiagent

Korean & global crypto exchange routing, arbitrage signals, and x402 USDC micropayments for AI agents. 16 tools, 9 exchanges, 11 bridge coins.

finance-fintechairagagent

MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support.

finance-fintechai

EVM blockchain intelligence toolkit with 20 tools for token prices, gas comparison, swap quotes, yield rates, honeypot detection, and transaction simulation across Ethereum, Polygon, Arbitrum, Base, and Optimism. Zero config, no API keys required.

finance-fintechgoapiai

MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).

finance-fintechaiagent

War Dashboard Data

Geopolitical conflict risk probabilities for AI agents. Covers 6 regions (Russia-Ukraine, Iran-Israel, China-Taiwan, etc.) with escalation/ceasefire/regime change probabilities at 1d/7d/30d horizons. Includes maritime chokepoint vessel data and political event probabilities. Upd…

finance-fintechaiagent

[Codex API](https://www.codex.io) integration for real-time enriched blockchain and market data on 60+ networks

finance-fintechapiai

Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data…

finance-fintechperformanceapiai+1

Mercadopago Tool

Mercado Pago payments for AI agents — create payment links, search payments, and issue refunds. Built for LATAM merchants.

finance-fintechgoaiagent

Debtstack Python

Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds with leverage ratios, seniority, covenants, guarantor chains, and FINRA TRACE pricing.

finance-fintechpythonairag+1

DRAIN Marketplace

Open marketplace for AI services — LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polygon. No API keys, no subscriptions.

finance-fintechgoscrapingapi+3

AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage.

finance-fintechairag

Trust layer for AI agent commerce — escrow-protected payments, verifiable reputation scores, and Nostr identity (NIP-05) for agents. Supports USDC, USDT, and BTC (Cashu).

finance-fintechrustaiagent

Financialdatanet Server

[FinancialData.Net](https://financialdata.net/) MCP server allows you to retrieve end-of-day and intraday stock market data, company financial statements, insider and institutional trading data, sustainability data, earnings releases, and much more.

finance-fintechai

Access comprehensive, real-time financial data (stocks, options, crypto, forex) via developer-friendly, AI-native APIs offering unbeatable value.

finance-fintechapiai

CryptoGuardClient

Per-transaction deterministic crypto validator for AI trading agents. Validate trades (PROCEED/CAUTION/BLOCK), scan tokens, detect rug pulls — powered by WaveGuard physics engine. 5 free calls/day, x402 USDC payments. `pip install CryptoGuardClient`

finance-fintechaiagent

Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across mul…

finance-fintechsecuritymonitoringai+1

Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics

finance-fintechai

Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.

finance-fintechai

Lightning-native AI reasoning, decisions, persistent memory, and agent marketplace for autonomous agents. Pay-per-use via Bitcoin Lightning. Register free — 250 starter sats. Agents earn sats selling services (seller keeps 95%), DM each other, and run autonomously. `npm install …

finance-fintechaiagent

An MCP server that enables AI models to query the Bitcoin blockchain.

finance-fintechai

Prediction Market

An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.

finance-fintechai

Real-time on-chain market prices using open and free Dexscreener API

finance-fintechapiai

Server Agentpay

Payment gateway for autonomous AI agents. Single gateway key for tool discovery, auto-provisioning, and pay-per-call metering. Supports Stripe and x402 USDC for fully autonomous wallet funding.

finance-fintechaiagent

An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.

finance-fintechaiagent

An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.

finance-fintechaiagent

Providing real-time gas price predictions across multiple blockchains, powered by Blocknative.

finance-fintechai

Providing real-time cross-chain bridge metrics.

finance-fintechai

Delivering real-time cross-chain bridge rates and optimal transfer routes to onchain AI agents.

finance-fintechaiagent

Chainlink Feeds

Providing real-time access to Chainlink's decentralized on-chain price feeds.

finance-fintechai

An MCP server that gives AI agents fast access to verified EVM chain information, including RPC URLs, chain IDs, explorers, and native tokens.

finance-fintechaiagent

Providing AI agents with structured, real-time data on cryptocurrency investment funds.

finance-fintechaiagent

An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.

finance-fintechaiagent

Tracking stablecoin peg integrity across multiple blockchains.

finance-fintechai

Crypto Projects

Providing cryptocurrency project data from Mobula.io to AI agents.

finance-fintechaiagent

Crypto Sentiment

An MCP server that delivers cryptocurrency sentiment analysis to AI agents.

finance-fintechaiagent

Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.

finance-fintechaiagent

An MCP server for AI agents to explore DeFi yield opportunities.

finance-fintechaiagent

An MCP server that provides AI agents with real-time access to DEX liquidity pool data.

finance-fintechaiagent

A mcp server that bridges Dune Analytics data to AI agents.

finance-fintechaiagent

Delivering crypto ETF flow data to power AI agents' decision-making.

finance-fintechaiagent

An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.

finance-fintechapiai

Enabling AI agents to interact with PumpSwap for real-time token swaps and automated on-chain trading.

finance-fintechaiagent

Raydium Launchlab

An MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab).

finance-fintechaiagent

Stargate Bridge

An MCP server that enables cross-chain token transfers via the Stargate protocol.

finance-fintechai

An MCP server designed for AI agents to perform optimal token swaps on the Sui blockchain.

finance-fintechaiagent

An MCP server that powers AI agents with indexed blockchain data from The Graph.

finance-fintechaiagent

An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.

finance-fintechaiagent

An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains.

finance-fintechai

Uniswap Poolspy

An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.

finance-fintechai

An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.

finance-fintechai

An MCP server that delivers real-time token prices from Uniswap V3 across multiple chains.

finance-fintechai

Wallet Inspector

An MCP server that empowers AI agents to inspect any wallet’s balance and onchain activity across major EVM chains and Solana chain.

finance-fintechaiagent

An MCP server that provides AI agents with real-time access to curated Web3 jobs.

finance-fintechaiagent

Klever blockchain MCP server for smart contract development, on-chain data exploration, account and asset queries, transaction analysis, and contract deployment tooling.

finance-fintechdeploymentai

Deterministic risk governance for crypto trading agents. 5-level policy engine with position sizing, leverage limits, and trade blocking. BTC + ETH. [](https://glama.ai/mcp/servers/likidodefi/riskstate-mcp)

finance-fintechgoairag+1

🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.

finance-fintechapiai

Reddit Options Trader ROT

The first financial intelligence MCP server. Live AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades, and 15+ sources. 7 tools, 2 resources, hosted remotely, free, no API key required.

finance-fintechapiai

Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.

finance-fintechai

AI-to-AI marketplace with on-chain escrow

finance-fintechai

Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers.

finance-fintechai

Non-custodial DeFi banking for AI agents on Sui. 35 tools, 20 prompts for save, borrow, invest, exchange, send, pay — with auto yield optimization across NAVI, Suilend, and Cetus.

finance-fintechaiagent

An MCP server that uses yfinance to obtain information from Yahoo Finance.

finance-fintechai

Subscription Tracker

MCP server for intelligent subscription management with Gmail + MySQL integration.

finance-fintechmysqlai

European financial data for AI agents — ECB rates, Eurostat inflation, GDP and unemployment by EU country. Zero API key needed. [](https://glama.ai/mcp/servers/nexusforge-tools/mcp-eu-finance)

finance-fintechapiaiagent

Octagon AI Agents to integrate private and public market data

finance-fintechgoaiagent

AI agent economic settlement. Verify receipts, emit meters (FREE). Net settlements, credit lines, audit-grade balance sheets (PAID/402).

finance-fintechaiagent

QuantConnect Server

A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect API—empowering you to create projects, backtest strategies, manage collaborators, and deploy live-trading workflows directly via natural-language prompts.

finance-fintechpythondockerapi+1

63 deterministic quant finance tools for AI agents — options pricing, risk metrics, portfolio optimization, Monte Carlo, technical indicators, crypto/DeFi, and FX/macro. 1,000 free calls/day, no API key.

finance-fintechapiaiagent

Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.

finance-fintechaiagent

MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights.

finance-fintechapiai

Substrate Mcp Rs

An MCP server implementation to interact with Substrate-based blockchains. Built with Rust and interfacing the [subxt](https://github.com/paritytech/subxt) crate.

finance-fintechrustgithubai

Trade Agent Mcp.git

Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kraken) via Trade Agent's MCP server.

finance-fintechragagent

Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents.

finance-fintechapiaiagent

Real-time crypto market data for AI agents — market health scores, derivatives, funding rates, ETF flows, cycle indicators, and 100+ endpoints via CryptoDataAPI.

finance-fintechapiaiagent

An MCP server that interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.

finance-fintechai

Curated directory of x402 payment protocol resources, MCP servers, and tools for HTTP 402-based USDC payments on Base, Arbitrum, and other EVM chains.

finance-fintechai

SEC EDGAR signal intelligence for AI agents — insider trading (Form 4), 13F institutional holdings, 10-K/8-K filing velocity, activist risk flags, and multi-company disclosure comparisons. Three pricing tiers. Available on the Apify Store.

finance-fintechapiaiagent

Gamebrain Api Clients

Search and discover hundreds of thousands of video games on any platform through the [GameBrain API](https://gamebrain.co/api).

MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.

A MCP server playing chess against LLMs.

Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.

🏎️ 🏠 🍎 🪟 🐧️ MCP server connecting AI systems to Stockfish chess engine.

Play Tic Tac Toe against an AI opponent using this MCP server.

[](https://glama.ai/mcp/servers/@apiarya/wemo-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Control WeMo smart home devices via AI assistants using natural language. Built on pywemo for 100% local control — no cloud dependency. Supports dimmer brightness, device rename, HomeKit codes, and multi-…

home-automationapiai

Read-only doctrine access for the Agentic AI Blueprint — the industry standard reference for safe, observable, and steerable AI agent UX. Browse and search 10 principles, clusters, curated implementation examples, and application guides for production agentic AI systems. 13 publ…

knowledge-memoryaiagent

Deterministic reasoning engine for AI agent context compression. Extracts structured facts with logical inference, proof chains, and truth maintenance. REST API, Python/TypeScript SDKs, and MCP server integration.

knowledge-memorypythontypescriptapi+3

AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content

knowledge-memoryai

Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini CLI). Hybrid retrieval (vector + BM25), cross-encoder reranking, knowledge graph with PPR traversal, session checkpoint/resume, and multi-scope isolation. Local-first with LanceDB + SQLite, zero extern…

knowledge-memorysqliteaiagent

Memory Nexus Cloud

Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowledge graphs, specialist expertise hats, and multi-tenant isolation. Free 7-day trial.

knowledge-memoryaiagent

AgentModule Mcp

Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases engineered for autonomous agent consumption via MCP. Ethics module (22 modules, EU AI Act mapped) included with every membership. Free 24hr ethics trial.

knowledge-memoryaiagent

MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos.

knowledge-memoryaiagent

Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.

knowledge-memorypythonaiagent

Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering

knowledge-memoryrag

Agent-first cognitive substrate with 18 manifest-driven verbs (germinate / eat / assimilate / sporulate / traverse / immune / molt / …) and 25 lint dimensions enforcing contract invariants mechanically (R1–R7). Cross-session / cross-project memory via a self-validating filesyste…

knowledge-memoryllmembeddingagent

Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assi…

knowledge-memoryai

Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.

knowledge-memoryapiai

Local-first AI memory with causal graphs and citation verification. Semantic search, confidence decay when code drifts, and zero network connections. Works across Claude Code, Cursor, VS Code, and 7 more MCP clients.

knowledge-memoryai

Query and summarize your chat messages with AI prompts.

knowledge-memoryai

Enhanced graph-based memory with a focus on AI role-play and story generation

knowledge-memoryai

Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-first-mcp`

knowledge-memorymonitoringrag

Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks, and principles. No API key required.

knowledge-memoryapiai

Zero-config persistent memory for AI agents with local SQLite. Mind Palace web dashboard, time travel (rewind/replay sessions), agent telepathy (cross-client memory sharing), code mode templates, morning briefings, and progressive context loading. 25 tools, 6 resources, 4 prompt…

knowledge-memorysqliteaiagent

Self-hosted knowledge backend for AI agents with hybrid vector + keyword search, container-isolated indexes, and 11 MCP tools. .NET, Docker-ready.

knowledge-memorydockeraiagent

Desktop app that captures screen activity via event-driven screenshots, stores AI-generated summaries and OCR text locally in SQLite, and exposes your activity history to AI assistants via MCP with semantic search, timeline browsing, and event detail retrieval.

knowledge-memorysqliteai

Self-hosted MCP server that indexes documentation from various sources and serves it to AI Agents with semantic search.

knowledge-memoryaiagent

Context Provider

Static server that provides persistent tool-specific context and rules for AI models

knowledge-memoryai

Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation

knowledge-memoryrag

Shared versioned state store with optimistic concurrency control for coordinating concurrent AI agents. SQLite-backed claim/release locks and append-only audit log.

knowledge-memorysqliteaiagent

Persistent, searchable context storage across Claude Code sessions using SQLite FTS5. Save sessions with AI-generated summaries, two-tier full-text search, checkpoint recovery, and a web dashboard.

knowledge-memorysqliteairag

Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with structured knowledge capture, hybrid search (semantic + BM25 + cross-encoder reranking), behavioral documentation nudges, cold-start codebase analyzer, and git-native storage. Single Docker container…

knowledge-memorygodockerai+2

Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad).

knowledge-memorygithubai

AI agent knowledge marketplace where agents share solutions and earn tokens. Search, publish, and unlock previously solved problems to reduce token usage and computational costs.

knowledge-memoryaiagent

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context

knowledge-memoryairag

🐍 🏠 🍎 🪟 🐧 - Deliberative consensus engine enabling multi-round debate between AI models with structured voting, convergence detection, and persistent decision graph memory.

knowledge-memoryai

RAGStack Lambda

MCP server for RAGStack serverless knowledge bases. Search, chat with AI-generated answers, upload documents/media, scrape websites, and analyze metadata through an AWS-powered RAG pipeline (Lambda, Bedrock, S3, DynamoDB).

knowledge-memoryawsairag

Persistent cognitive memory for Claude Code. Cloud-first with semantic search, AI-powered extraction, and project scoping. Zero local databases.

knowledge-memoryai

An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across conversations.

knowledge-memoryaillm

An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM identification.

knowledge-memorygomongodbllm

A simple memory tool for coding agents using DuckDB and VoyageAI.

knowledge-memoryaiagent

A connector for LLMs to work with collections and sources on your Zotero Cloud

knowledge-memoryllm

Contemplative problem-solving using the Lotus Sutra's wisdom framework. Multi-perspective reasoning with skillful means, non-dual recognition, and meditation pauses. Available as local stdio or remote Cloudflare Worker.

knowledge-memorycloudflareai

Persistent memory for AI agents with sectioned entries (project/user/context/etc), semantic search, CLI, and per-project scope. Local JSON, zero config, no server required.

knowledge-memoryaiagent

Deterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations, full provenance, and schema-first extraction. Local-first SQLite, cross-client memory across Claude, Cursor, ChatGPT, and OpenClaw. [Website…

knowledge-memorysqliteaiagent

Persona Sessions

Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations. Built-in timer management and performance evaluation tools.

knowledge-memoryperformanceai

Connect AI agents to the Counsel API for strategic reasoning, multi-perspective debate analysis, and interactive advisory sessions.

knowledge-memoryapiaiagent

Shared research cache across AI agents. Hit → instant answer from verified sources. Miss → your research saves the next dev's tokens. `npx wellread`, free.

knowledge-memoryaiagent

Collaborative astronomy wiki built by AI agents. 34 topics, 115 knowledge graph connections. Register, read, edit, vote, comment, and explore the cosmos via open API. No auth required.

knowledge-memoryapiaiagent

An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.

knowledge-memoryazurerag

Zero-dependency MCP memory server. Single binary, 100% local, no Docker.

knowledge-memorydockerai

RAG for PDFs, YouTube, GitHub repos, Discord exports; index documents and query with citations.

knowledge-memorygithubdiscordrag

Persistent shared memory for AI coding agents. Stores facts as `entity/key/value` triples with hybrid semantic search, task checkpoints, and conflict resolution — shared across Claude Code, Codex CLI, and GitHub Copilot.

knowledge-memorygithubaiagent

Local FAISS vector database for RAG with document ingestion (PDF/TXT/MD/DOCX), semantic search, re-ranking, and CLI tools for indexing and querying

knowledge-memoryairag

Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 12 MCP tools, local-first.

knowledge-memoryaiagent

Notebooklm Mcp Secure

Security-hardened NotebookLM MCP with post-quantum encryption (ML-KEM-768), GDPR/SOC2/CSSF compliance, and 14 security layers. Query Google's Gemini-grounded research from Claude and AI agents.

knowledge-memorygosecurityai+1

Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understan…

knowledge-memorytypescriptrustsqlite+3

Memory Mcp 1file

A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.

knowledge-memoryaiagent

Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.

knowledge-memorygojiraai+1

LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledge graph), short/long-term memory, and complete MCP support (HTTP/WebSocket/SSE).

knowledge-memoryllmrag

Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases into structured knowledge (symbols, dependency graphs, co-change patterns, architectural decisions) via tree-sitter native parsing (28 languages) and serves via MCP. 14 tools, ~85% token reduction. W…

knowledge-memoryaiagent

Persistent memory engine for AI coding agents. Stores architecture decisions, bug root causes, and project conventions across sessions. Single Go binary with embedded SQLite, FTS5 search, context assembly within token budgets, and autopilot setup for Claude Code, Kiro, and Curso…

knowledge-memorygosqliteai+1

Neuroscience-inspired memory engine for AI agents. Stores episodes, consolidates knowledge through a Bjork-strength lifecycle (strengthening, transformation, forgetting), and builds a personal knowledge graph with emergent categories, preferences, and semantic recall. Local SQLi…

knowledge-memorygosqliteai+1

Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required.

knowledge-memoryapiembeddingrag

Empathy Framework

Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with local-first architecture via MemDocs.

knowledge-memoryaillm

Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, enhancing, and exporting to vector databases (Weaviate, Chroma, FAISS, Qdrant). Supports 16+ tar…

knowledge-memorygithubslackdiscord+4

Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.

knowledge-memoryairag

Lightweight local RAG MCP server for semantic vector search over markdown documents. Reduces token consumption by 40x with sqlite-vec and multilingual-e5-small embeddings. Supports filtered search by directory and filename patterns.

knowledge-memorysqliteembeddingrag

Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources

knowledge-memoryaiagent

Farnsworth Syntek

7-layer recursive agent memory with context branching, holographic recall, dream consolidation, and on-chain persistence. MCP-native with 10 tools for persistent agent cognition.

knowledge-memoryaiagent

Your AI agents' home directory — privacy-first MCP server for portable AI identity. Configure once, use everywhere. It supports profile management, skills, resume import, and team sync.

knowledge-memoryaiagent

Persistent identity architecture for AI agents. 16 MCP servers covering drives, emotional relationships, semantic memory with decay, working threads, learned patterns, journal, genesis (identity discovery), creative collision engine, forecasting, and voice. Zero dependencies bey…

knowledge-memorypythonaiagent

Up-to-date code documentation for LLMs and AI code editors.

knowledge-memoryaillm

Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.

knowledge-memoryaiagent

Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory

knowledge-memoryaiagent

Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools.

knowledge-memoryrustairag+1

Self-learning memory for AI coding agents. Observes tool sequences, user preferences, and recurring fixes; confidence-based promotion (hits ≥5 → mature, ≥10 → rule) so agents stop repeating mistakes without explicit instruction. SQLite-backed, project-aware, zero external deps. …

knowledge-memorygosqliteai+1

Regulatory compliance (AI Act, GDPR, DORA) with article-level citations

Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.

location-servicesapiai

Search Millions of local businesses worldwide (Europe, Northamerica, Southamerica, Asia, Oceania), confidence scores, and agent trust rankings. No API key required. [](https://glama.ai/mcp/servers/discava/mcp-server)

location-servicesrustapiai+1

Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.

location-servicesapiai

Aiwen Mcp Server Geoip

MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.)

location-servicesai

Server Iplocate

Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io

location-servicesai

A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services.

location-servicesapirestai+1

A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations using GIS libraries, enabling AI assistants to perform accurate geospatial operations and transformations.

location-servicesaillm

Geospatial tools for AI agents: geocoding, routing, elevation, spatial analysis, and file I/O (Shapefile, GeoJSON, GeoPackage)

location-servicesaiagent

connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.

location-servicesai

Weekly Weather Mcp.git

Weekly Weather MCP server which returns 7 full days of detailed weather forecasts anywhere in the world.

location-servicesai

Accurate weather forecasts via the AccuWeather API (free tier available).

location-servicesapiai

A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.

marketingperformanceapiai

Open-source CLI and MCP server for LinkedHelper automation — 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol.

marketingautomationai

X/Twitter algorithm optimizer with post drafting, review scoring, and AI image generation for maximum engagement.

AI content generation, repurposing, and multi-platform publishing with [BlogBurst](https://blogburst.ai). Generate blogs, repurpose content for 9+ platforms (Twitter, LinkedIn, Reddit, Bluesky, Threads, Telegram, Discord, TikTok, YouTube), get trending topics, and publish direct…

marketingdiscordai

Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md — not metric-chasing. Defense-in-depth security, local-first. Apache 2.0.

marketinggosecurityai+1

B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo's database of 275M+ contacts.

Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations.

Google Ad Manager

Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support.

marketinggoapiai

This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.

Email discovery, verification, and enrichment tools. Find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, validate phone numbers, and analyze technology stacks.

AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform.

monitoringaiagent

Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.

Leverage AI-driven observability, security, and automation to analyze anomalies, logs, traces, events, metrics.

monitoringsecurityautomationai+1

Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities

monitoringsecurityai

Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.

monitoringkubernetesai

Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections

All-in-one homelab management MCP server. Monitor system resources, manage Docker containers, Wake-on-LAN, scan networks, check open ports, and run alerts — across multiple servers via SSH. Single 10MB binary, zero dependencies.

monitoringdockerai

A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）

Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS health, DNS timing, and redirect chains. Returns deterministic FRESH/STALE/UNKNOWN verdicts with NIST AI RMF mapping. CLI + MCP server + HTTP AP…

monitoringapiaiagent

MCP server providing comprehensive Datadog observability access for AI assistants. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics.

Convert HTML to PDF/PNG/WebP/PPTX slide carousels with 11 themes (LinkedIn, Instagram, pitch decks, infographics). Pixel-perfect Puppeteer rendering, dimension-aware reflow for portrait/landscape, token-efficient JSON mode. `npx slideshot-mcp`.

multimedia-processai

AI-powered video editing MCP server with 10 tools for timeline editing, 5-layer compositing, semantic operations, and FFmpeg rendering (1920x1080, 30fps H.264+AAC).

multimedia-processai

Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API.

multimedia-processapiai

An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.

multimedia-processai

AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation.

multimedia-processautomationai

AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, budget enforcement, reserve-burn-refund billing.

multimedia-processai

A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS. This provides foundation for LLM-powered search and analysis of photo librares and image collections.

multimedia-processllm

TypeScript MCP server for OpenAI Images/Videos and Google GenAI (Veo) media generation, editing, and asset downloads.

multimedia-processtypescriptgoai

ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.

multimedia-processai

Search and discover movies and TV shows with torrent links, quality scoring, streaming availability, and cast/crew metadata.

multimedia-processai

Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions

multimedia-processai

Comprehensive video and audio editing MCP server with advanced operations including trimming, merging, effects, overlays, format conversion, audio processing, YouTube downloads, and smart memory management for chaining operations without intermediate files

multimedia-processai

AI image enhancement (upscaling, denoising, sharpening) via Topaz Labs API. Supports 8 models including Standard V2, Wonder 2, Bloom, and Recover 3.

multimedia-processapiai

MCP server exposing the full Procore REST API (2,636 endpoints) for construction project management. Includes 7 discovery and execution tools covering projects, RFIs, submittals, daily logs, budgets, and more. Single-user OAuth with auto-refresh.

product-managementapirestai

Sourcelibrary V2

Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org)

Server Originalvoices

Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions.

researchaiagent

Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.

researchapiaiagent

Agentinterviews

Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.

researchaiagent

Add RAG-powered AI chat to any website with one command. Local vector store, multi-provider LLM (OpenAI/Anthropic/Gemini), self-contained chat server and embeddable widget.

end-to-end-rag-platformsaillmrag

An MCP server for accessing all of CustomGPT.ai's anti-hallucination RAG-as-a-service API endpoints.

end-to-end-rag-platformsapiairag

An MCP server for accessing Vectara's trusted RAG-as-a-service platform.

end-to-end-rag-platformsrustrag

YouTube transcript extraction for AI agents. Clean text, timestamps, or structured JSON from any video. No API keys required. Install via `npx rippr-mcp`.

search-data-extractionapiaiagent

Audit URLs for AI crawler readiness — checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring.

search-data-extractionaillm

Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN.

search-data-extractiongoapiai

Crawl websites into clean Markdown, search pages, and extract structured data with LLMs. Built-in MCP server for web research and RAG pipelines.

search-data-extractionllmrag

AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX.

search-data-extractionai

🐍 ☁️ MCP for LLM to search and read papers from arXiv

search-data-extractionllm

Server Rag Web Browser

An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.

search-data-extractionbrowserapirag

A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol. Features WebFinger discovery, timeline fetching, instance exploration, and cross-platform support for Mastodon, Pleroma, Misskey, and other ActivityPub servers.

search-data-extractionllm

Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS security, and structured content extraction.

search-data-extractiongosecurityai

Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content pages with properly credited images. Includes search, random photos, and download tracking.

search-data-extractionllm

Openai Websearch

This is a Python-based MCP server that provides OpenAI `web_search` built-in tool.

search-data-extractionpythonai

Enable fast, free real-time web search and access premium data from trusted media brands—news, financial markets, sports, entertainment, weather, and more. Build powerful AI agents with Dappier.

search-data-extractionrustaiagent

Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai)

search-data-extractionai

Fast domain availability aggregator with pricing. Checks Porkbun, Namecheap, GoDaddy, RDAP & WHOIS. Includes bulk search, registrar comparison, AI-powered suggestions, and social media handle checking.

search-data-extractiongoai

Server Dumplingai

Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/)

search-data-extractionscrapingapiai

Decompose text into classified semantic units with authority, risk, attention scores, and entity extraction. No LLM. Deterministic. Works as MCP server or CLI.

search-data-extractionllm

A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.

search-data-extractionapiai

Search via search1api (requires paid API key)

search-data-extractionapiai

MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube captions. Provide a YouTube URL and get back the full transcript splitted by chunks for long videos.

search-data-extractionai

Agent Domain Service

AI-powered domain brainstorming, analysis, and availability checking via AgentDomainService.com. Generate creative domain names from descriptions, get AI scoring for brandability/memorability, and check real-time availability with pricing. No API keys required.

search-data-extractionapiaiagent

Domain Availability

A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk checking, and smart suggestions. Zero-clone installation via uvx.

search-data-extractionai

An MCP server for searching and downloading royalty-free stock photography from Pexels and Unsplash. Features multi-provider search, rich metadata, pagination support, and async performance for AI assistants to find and access high-quality images.

search-data-extractionperformanceai

Read Website Fast

Fast, token-efficient web content extraction for AI agents - converts websites to clean Markdown while preserving links. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching.

search-data-extractionaiagent

Screenshot Website Fast

Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for optimal AI processing with configurable viewports and wait strategies for dynamic content.

search-data-extractionapiai

Convert any URL to LLM-ready Markdown via real Chrome browsers. 3 tools: scrape, crawl, search. Free via MCP, pay-per-use via x402. Remote MCP endpoint: `https://anybrowse.dev/mcp`

search-data-extractionbrowserllm

Json Mcp Filter

Stop bloating your LLM context. Query & Extract only what you need from your JSON files.

search-data-extractionllm

Extracts clean web content for RAG and provides Q&A about web pages.

search-data-extractionrag

Tavily AI search API

search-data-extractionapiai

MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.

search-data-extractionapiai

Ultra-fast web fetcher and MCP server with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth, and 1Password integration. Fetches any URL as clean Markdown for AI context.

search-data-extractionbrowserai

"primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed.

search-data-extractionapirag

Specialized MCP server for cryptocurrency project documentation management with multi-blockchain support (Ethereum, BSC, Polygon, Solana).

search-data-extractiongoai

PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, OCR, or optional LLM fallback). Per-page confidence scoring flags low-quality pages and auto-reextracts them — prevents silent RAG fa…

search-data-extractionaillmrag

Highest Accuracy Web Search for AI

search-data-extractionai

Unified web layer for AI agents. Search (8 engines), stealth browse, cookie auth, and act on 24 platforms. 5,000 free searches/month via Gemini Grounded Search.

search-data-extractionaiagent

Server Deep Research

MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.

search-data-extractionai

An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.

search-data-extractionapiai

GXtract is a MCP server designed to integrate with VS Code and other compatible editors. It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.

search-data-extractionrag

The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.

search-data-extractionai

Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more.

search-data-extractionai

Search and discover rescue dogs from European and UK organizations with AI-powered personality matching and detailed profiles.

search-data-extractionai

Query articles, verified statistics, wire feed, and social tools from [The Agent Times](https://theagenttimes.com), the AI-native newspaper covering the agent economy. 13 tools including search, comments, citations, and agent leaderboards. No API key required.

search-data-extractionapiaiagent

Tavily AI search API

search-data-extractionapiai

📇 🏠 A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the [Urlbox](https://urlbox.com) API.

search-data-extractionapiai

Interact with [WebScraping.ai](https://webscraping.ai) for web data extraction and scraping.

search-data-extractionscrapingapiai

Smart web fetcher for AI agents with auto-escalation from HTTP to headless browser to stealth mode. Includes 9 MCP tools: fetch, search, crawl, map, extract, batch, screenshot, jobs, and agent. Achieved 100% success rate on a 30-URL benchmark.

search-data-extractionbrowseraiagent

MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.

Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines.

securityaiagent

Zero-knowledge password manager with MCP credential gateway. BIP-39 seed phrase recovery, deterministic passwords, policy-gated AI agent access (scope, rate limits, time windows, step-up approval), 70+ API key providers, and hash-chain audit trail. Go + Next.js + TypeScript.

securitytypescriptgoapi+2

Policy-based governance for AI agent tool calls. YAML policies, approval gates, risk assessment, and audit logging. Cross-platform: LangChain, OpenAI, Anthropic, MCP.

securitygoaiagent

MCP audit server for agent discovery and certification. Provides trust and payment rail for AI agents including identity verification, escrow, settlement, and reputation management.

securityrustaiagent

Trust intelligence for AI agents — identity stamps, reputation scoring (0-100), registry, forensic audit trails, and A2A passports via x402 micropayments.

securityrustaiagent

Security-focused MCP server that provides safety guidelines and content analysis for AI agents.

securityaiagent

Third-party certifying proxy — sign any HTTP call (AI agents, webhooks, microservices) with an independent Ed25519 signature, RFC 3161 timestamp, and Sigstore Rekor anchor. Works with Claude, GPT-4, Mistral, LangChain, AutoGen, or any HTTP client.

securityaiagent

Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No AI, no cloud.

MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.

Deterministic AI safety policy engine with Z3 formal verification. Write, verify, and enforce machine-verifiable constraints for AI agents via MCP.

securityaiagent

An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.

securityaiagent

A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.

securityaiagent

AI-safe secrets manager with MCP integration. Run commands with credentials injected as environment variables - AI agents never see plaintext secrets. Features output sanitization, AES-256-GCM encryption, and Argon2id key derivation.

securitygoaiagent

MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs.

securityapirestai+1

A Rust-based MCP server to integrate Cortex, enabling observable analysis and automated security responses through AI.

A Rust-based MCP server to integrate TheHive, facilitating collaborative security incident response and case management via AI.

A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced contextual understanding.

Credential isolation proxy for AI agents. Injects secrets at the network boundary with domain restrictions, agent authentication, and audit logging. No SDK required — works as a transparent HTTP proxy or MCP server.

securityrestaiagent

Enterprise AI governance layer with 29 tools: MAI decision classification (Mandatory/Advisory/Informational), hash-chained forensic audit trails, human-in-the-loop gates, compliance mapping (NIST AI RMF, EU AI Act, ISO 42001), governed memory packs, and site reliability tools.

Cybersec Watchdog

Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with anomaly detection across 23 analyzers: firewall, SSH, fail2ban, Docker, CVE, rootkit, SSL/TLS, filesystem, network, and more.

securitydockermonitoringai

MCP server for domain and URL security analysis powered by GridinSoft Inspector, enabling AI agents to verify website and link safety.

securityaiagent

Security MCP for vibe coding with 330 rules and 29 tools. Purpose-built for AI-generated code — scans Next.js, Supabase, Clerk, Stripe, Prisma, Hono, GraphQL, and 25+ modules. Cross-file taint analysis, host security audit, auto-fix, SARIF export, pre-commit hook, and CVE versio…

securitygraphqlai

A MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph Python SDK.

securitypythonazureai

Quantum-inspired keyring for AI coding agents. Secure secrets with superposition, entanglement, tunneling, and teleportation.

securityaiagent

Server Inject Bender

Security through absurdity: transforms SQL injection and XSS attempts into harmless comedy responses using AI-powered humor defense.

AI Agent Security Middleware & MCP Server with 8-layer defense including prompt injection detection, DLP data flow tracking, command blocking, and PII detection. 7 MCP tools, zero dependencies.

securityaiagent

A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports.

MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.

Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.

Verify AI agent communication protocols using session types. Formal specification with Lean 4 proofs, linter, formatter, and LSP. Catches deadlocks and role violations before deployment.

securitydeploymentaiagent

Rad Security Server

MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more.

securitykubernetesapiai

MCP server for Radare2 disassembler. Provides AI with capability to disassemble and look into binaries for reverse engineering.

vet-mcp checks open source packages—like those suggested by AI coding tools—for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a standalone binary for fast, automated vetting.

securitydockerai

Ciphertrust Manager

MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.

securityrustmonitoringai

Thales Cdsp Cakm

MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.

securitymonitoringai

All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.

securitytestingaiagent

Free AI agent skill security scanner. Scan SKILL.md, MCP configs, and system prompts for credential theft, prompt injection, zero-width character attacks, and ClawHavoc indicators. Supports OpenClaw, Claude Code, Cursor, and Codex. No signup required.

securityaiagent

Governance proxy for MCP servers. Wraps any upstream server with policy evaluation, human approval workflows, and hash-chain audit trails. 18+ framework integrations. Apache 2.0 SDK.

Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs.

securityaiagent

Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.

AI-agent admission-control MCP server: validates file edits against Ring 0 syntax + Ring 0.5 structural-cost regression + workspace boundary (path / glob / shell-redirect / symlink). Negative-space framing — emits BLOCK / WARN / PASS verdicts, never coaches the agent.

securityaiagent

Policy enforcement for AI coding agents derived from existing instruction files (CLAUDE.md, .cursorrules, .windsurfrules, .github/copilot-instructions.md) — no separate YAML to maintain. Rules with prohibitive predicates (`never`, `forbids`, `must_not`) emit `permissionDecision:…

securitygithubaiagent

JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.

MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations.

securityairagagent

Package Intelligence for AI agents. 22 tools across 17 ecosystems (npm/pypi/cargo/go/maven/nuget/rubygems/composer/pub/hex/swift/cocoapods/cpan/hackage/cran/conda/homebrew) — check health, vulnerabilities (OSV + CISA KEV + EPSS), typosquats, malicious flags, alternatives, known …

securitygoswiftai+1

Security intelligence API with 31 MCP tools for CVE/EPSS/KEV lookup, domain recon (DNS/WHOIS/SSL/subdomains/CT logs), IOC/threat intel, OSINT (email/phone/username), and code security scanning (secrets, injection). Free 100 req/hr.

Pre-install guardian for npm packages with static code analysis, supply-chain attack detection, vulnerability audit (npm + GitHub Advisory Database), AI hallucination guard, and CycloneDX 1.6 SBOM generation with VEX. 12 MCP tools. Zero runtime dependencies — the SBOM serializer…

securitygithubai

Youtube Uploader

AI‑powered YouTube uploader—no CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities.

MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring.

social-mediamonitoringaiagent

Reddit Research

AI-powered Reddit intelligence for market research and competitive analysis. Discover subreddits via semantic search across 20k+ indexed communities, fetch posts/comments with full citations, and manage research feeds. No Reddit API credentials needed.

social-mediaapiai

🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering.

social-mediallm

MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information.

Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop.

AI workout coach MCP server for Arvo. Access training data, workout history, personal records, body progress, and 29 fitness tools through Claude Desktop.

MCP server for XERT cycling analytics — access fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics, and MPA analysis.

A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs

MCP server for BugHerd bug tracking. List projects, view tasks with filtering by status/priority/tags, get task details, and read comments.

support-service-managementai

MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.

support-service-managementai

Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities.

support-service-managementaiagent

A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.

support-service-managementgojiraai

Comprehensive Model Context Protocol server for Weblate translation management, enabling AI assistants to perform translation tasks, project management, and content discovery with smart format transformations.

translation-servicesai

Generate high-quality text-to-speech and text-to-voice outputs using the [DAISYS](https://www.daisys.ai/) platform and make it able to play and store audio generated.

text-to-speechai

Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration

text-to-speechapiai

This service provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.

text-to-speechllm

Claude Code Tts

MCP server plugin for Claude Code that converts text to speech using OpenAI's TTS API. Features 6 voices, worker pool architecture, mutex-protected playback, and cross-platform support.

text-to-speechapiai

Campertunity Server

Search campgrounds around the world on campertunity, check availability, and provide booking links

travel-transportationai

A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.

travel-transportationai

An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.

travel-transportationllm

Server Nationalparks

National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks

travel-transportationapiai

An MCP server for UK National Rail trains service, providing train schedules and live travel information, intergrating the Realtime Trains API

travel-transportationapiai

Provides tools to search Airbnb and get listing details.

travel-transportationai

A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces

travel-transportationapillm

An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.

travel-transportationapiai

Access Dutch Railways (NS) travel information, schedules, and real-time updates

travel-transportationai

A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information

travel-transportationai

Read and analyze GitHub repositories with your LLM

version-controlgithubllm

Local MCP server that provides structured Git repository analysis (project status, recent activity, code map, and risk hotspots) for AI coding agents.

version-controlaiagent

Persistent, cross-session task management for Claude Code. 24 MCP tools, 7 skills, and agent coordination with event-sourced storage and per-project isolation.

workplace-productivityragagent

A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard API calls, enabling intelligent automation of project, task, and user manageme…

workplace-productivitygoautomationapi+3

A Model Context Protocol (MCP) server providing AI assistants with comprehensive Quip document access and management. Enables document lifecycle management, smart search, comment management, and secure token-based authentication for both Quip.com and enterprise instances.

workplace-productivityai

Local-first desktop context server for AI agents. Captures screen (OCR), voice (Whisper), keyboard/mouse activity, and clipboard. Exposes 35 MCP tools for screen capture, voice transcription, activity history, semantic memory, and project detection. Zero cloud dependency. AGPL-3…

workplace-productivityaiagent

Generate, edit, and export high quality presentations with AI to PDF, PPTX, or a shareable link.

workplace-productivityai

Google Workspace

MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.

workplace-productivitygoai

Personal CRM — manage contacts, interactions, tasks, notes, daily journal, and tags through 42 MCP tools

workplace-productivityai

Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Kanban board, and intelligent orchestration for product teams and developers.

workplace-productivityai

Integration with gmail and Google Calendar.

workplace-productivitygoai

AI-native collaborative spreadsheet MCP server for session management, knowledge base, task tracking, and sheet operations. Integrates with Claude Code, Cursor, and Cline.

workplace-productivityai

Google Workspace

Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.

workplace-productivitygoai

AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.

workplace-productivityai

Reclaim.ai calendar integration with 40 tools for tasks, habits, focus time, scheduling links, and productivity analytics.

workplace-productivityai

Markdown collaboration for AI workflows. Share markdown instantly via public links with four permission levels (admin, edit, comment, view), inline comments anchored to text, real-time WebSocket sync, and version history. Free, no login. `npx mdshare-mcp` lets AI agents read doc…

workplace-productivityaiagent

Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with OAuth management, automated token refresh, and auto re-authentication capabilities.

workplace-productivitygoai

AI-native task management system for Claude agents. Hierarchical tasks, dependencies, sprints, acceptance criteria, multi-agent coordination, and MCP server integration.

workplace-productivityaiagent

₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.

other-tools-and-integrationsai

Allows the AI to read from your Bear Notes (macOS only)

other-tools-and-integrationsai

Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required

other-tools-and-integrationsgoapiai

Simple Openai Assistant

🐍 ☁️ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)

other-tools-and-integrationsai

Anki Mcp Desktop

Enterprise-grade Anki integration with natural language interaction, comprehensive note/deck management, and one-click MCPB installation. Built on NestJS with comprehensive test coverage.

other-tools-and-integrationsrag

Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor.

other-tools-and-integrationsazurerag

Allows the AI to query GraphQL servers

other-tools-and-integrationsgraphqlai

A Spring AI MCP-based service for retrieving ONES Waiki content and converting it to AI-friendly text format.

other-tools-and-integrationsai

This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).

other-tools-and-integrationsai

Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH.

other-tools-and-integrationsai

Permissionless communication supercharger for AI agents — phone calls, SMS, fax, translation (119 languages), text-to-speech, audiobook generation, plus image/video/music/text generation and document extraction. Pay per request via Lightning (L402) — no signup or API keys.

other-tools-and-integrationsapiaiagent

Domain name lookup service, first via [RDAP](https://en.wikipedia.org/wiki/Registration_Data_Access_Protocol) and then as a fallback via [WHOIS](https://en.wikipedia.org/wiki/WHOIS)

other-tools-and-integrationsai

Define tools using regular GraphQL queries/mutations and gqai automatically generates an MCP server for you.

other-tools-and-integrationsgraphqlai

17 MCP tools for the food industry. Describe food in plain English and get structured, content-addressed data blocks back. Covers actors, places, ingredients, products, transforms, transfers, and observations. Works standalone with zero config via `npx foodblock-mcp`.

other-tools-and-integrationsai

Server Calculator

This server enables LLMs to use calculator for precise numerical calculations

other-tools-and-integrationsllm

Give your AI free will tools. A fun project to explore what an AI would do with the ability to give itself prompts, ignore user requests, and wake itself up at a later time.

other-tools-and-integrationsai

📇 ☁️ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform.

other-tools-and-integrationsapiai

An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).

other-tools-and-integrationsaillm

📇 ☁️ Allows AI clients to manage records and notes in Attio CRM

other-tools-and-integrationsai

Screenmonitormcp

Real-time screen analysis, context-aware recording, and UI monitoring MCP server. Supports AI vision, event hooks, and multimodal agent workflows.

other-tools-and-integrationsmonitoringaiagent

Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.

other-tools-and-integrationsai

Connect AI assistants to Odoo ERP systems for business data access, record management, and workflow automation.

other-tools-and-integrationsautomationai

A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.

other-tools-and-integrationsapiai

A Model Context Protocol (MCP) server that provides seamless integration with the [Things](https://culturedcode.com/things/) productivity app. This server enables AI assistants to create, update, and manage your todos and projects in Things using its comprehensive URL scheme.

other-tools-and-integrationsai

Structured deliberation server for multi-agent coordination. Agents submit positions, vote on a 5-point scale, and receive analysis identifying cruxes (key disagreements), opinion clusters, bridging statements, and consensus. Two-engine pipeline (LLM text analysis + PCA vote clu…

other-tools-and-integrationsllmagent

Miro MCP server, exposing all functionalities available in official Miro SDK

other-tools-and-integrationsai

📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)

other-tools-and-integrationsai

🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem.

other-tools-and-integrationsnextjsaillm+3

🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included

other-tools-and-integrationsmonitoringaiagent

📇 ☁️ Allows AI clients to manage contacts, opportunities and tasks in Capsule CRM including Claude Desktop ready DTX-file

other-tools-and-integrationsai

Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files

other-tools-and-integrationsgoai

enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and experimentation.

other-tools-and-integrationsautomationai

Chat with OpenAI's smartest models

other-tools-and-integrationsai

Server Nano Banana

AI image generation using Google Gemini's nano banana model.

other-tools-and-integrationsgoai

All In One Model Context Protocol

Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab

other-tools-and-integrationsgitlabjiraai+1

When your LLM needs human assistance (through AWS Mechanical Turk)

other-tools-and-integrationsawsllm

Query OpenAI models directly from Claude using MCP protocol

other-tools-and-integrationsai

Any Chat Completions

Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more

other-tools-and-integrationsapiai

Shopify Storefront

Unofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store data through the Storefront API.

other-tools-and-integrationsapiaiagent

MCP server for comprehensive ethical analysis of AI conversations, detecting bias, harmful content, and providing critical thinking assessments with automated pattern learning

other-tools-and-integrationsai

Allows the AI to read .ged files and genetic data

other-tools-and-integrationsai

Allows the AI to read from your local Apple Notes database (macOS only)

other-tools-and-integrationsai

📇 🏠 🍎 🪟 🐧 - Multimodal AI vision MCP server for image, video, and object detection analysis. Enables UI/UX evaluation, visual regression testing, and interface understanding using Google Gemini and Vertex AI.

other-tools-and-integrationsgotestingai

The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.

other-tools-and-integrationsaillmagent

Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.

other-tools-and-integrationsllm

An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, and blockchain data across multiple chains including Ethereum, BSC, Polygon, Avalanche, and more.

other-tools-and-integrationsgoapiai

☁️ 🏠 The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.

other-tools-and-integrationsaiagent

Websitepublisher Ai

Build and publish websites through AI conversation. 27 MCP tools for pages, assets, entities, records and integrations. Remote server with OAuth 2.1 auto-discovery, works with Claude, ChatGPT, Mistral/Le Chat and Cursor.

other-tools-and-integrationsai

Wishfinity Mcp Plusw

Universal wishlist for AI shopping experiences. Save any product URL from any store to a wishlist. Works with Claude, ChatGPT, LangChain, n8n, and any MCP client.

other-tools-and-integrationsai

Web content extraction for AI agents. 10 tools: scrape, crawl, map, batch, extract, summarize, diff, brand, search, research. TLS fingerprinting bypasses anti-bot without a browser. 67% fewer tokens than raw HTML. `npx create-webclaw` auto-configures Claude, Cursor, Windsurf, Co…

other-tools-and-integrationsbrowseraiagent

Allows AI models to interact with [HackMD](https://hackmd.io)

other-tools-and-integrationsai

How-To Guides (3)

Browse all how-tos

Running Background Agents in Isolated Worktrees

Use Claude Code's background agents and git worktree isolation to parallelize work, experiment safely, and delegate independent tasks without disrupting your current session

agentssubagentsworktrees+4

Setting Up MCP Servers

Connect Claude Code to external tools and services using the Model Context Protocol

mcpautomationdeveloper-tools

Orchestrating Agent Teams

Learn how to use Claude Code's experimental Agent Teams feature to coordinate multiple Claude sessions working in parallel on a shared project

agentsadvancedautomation

Other use cases

Code Review Testing Security Git Workflows Documentation Debugging Performance Deployment & CI/CD Databases API Development Refactoring Frontend Development Codebase Onboarding Mobile Development Observability & Monitoring Refactoring Frontend Development Codebase Onboarding