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Gograph

An AST-aware structural repository graph engine and MCP server designed for AI agents. Understands Go struct embeds, public API surfaces, SQL queries, and error mapping to give agents instant codebase context without blindly grepping.

developer-toolsgoapiaiagent
By ozgurcd
17612Updated 1 day agoGoMIT

Installation

npx -y gograph

Configuration

{
  "mcpServers": {
    "gograph": {
      "command": "npx",
      "args": ["-y", "gograph"]
    }
  }
}

How to use

  1. Run the installation command above (if needed)
  2. Open your Claude Code settings file (~/.claude/settings.json)
  3. Add the configuration to the mcpServers section
  4. Restart Claude Code to apply changes

gograph

Go Report Card License: MIT Go Version Homebrew Docs

Stop burning tokens on grep. Give your AI agent a graph.

gograph builds a local, AST-aware call graph of your Go repository and exposes 50+ query tools via CLI and MCP so coding agents can navigate packages, symbols, call chains, routes, SQL, env vars, and tests — without reading raw files.

Gograph Demo

Zero network. Zero execution. Zero secrets read. gograph is purely static analysis — it never runs your code, makes API calls, or opens non-.go files.

Quick Start

# Install
brew install ozgurcd/tap/gograph

# Build the graph
gograph build . --precise

# Try it — who calls ValidateToken?
gograph callers "ValidateToken"

# Full context in ONE call (node + source + callers + callees + tests)
gograph context "ValidateToken"

# Change plan before editing (callers, tests, routes, SQL, env risk)
gograph plan "ValidateToken"

Why gograph?

Benchmarked on gograph's own codebase (70 files, 518 symbols, 16 packages):

Taskgrep -rngographSavings
Find callers of loadGraph158 noisy lines (comments, docs, vars)56 exact structural call sites~65% noise eliminated
Locate symbol definitions842 lines matching "Symbol"83 true type/method declarations~90% noise eliminated
Read one function bodycat dumps 180+ lines of the whole filesource extracts the exact 12-line function~93% fewer tokens
Understand a symbol fully4–5 separate tool calls1 call: context bundles everything80% fewer tool calls

Key Features

50+ Query Tools — callers, callees, impact, context, plan, review, errorflow, orphans, hotspot, coupling, and more. Full command reference →

Native MCP Server — all tools available as MCP endpoints for Claude, Cursor, Copilot, and any MCP-compatible agent. One command setup: gograph add-claude-plugin

Token-Saving Compositescontext replaces 5 calls. plan replaces 8. explain synthesizes architectural narratives. Built to minimize agent round-trips.

Safe by Design — no network, no code execution, no secrets, no .env files read. AI worktree directories (.claude/, .cursor/, .agents/) auto-excluded.

Architecture Enforcement — boundary rules, API drift detection, complexity gates, dead code sweeps, god-object detection, coupling analysis. Run in CI with gograph gate.

Agent Compliance Auditing — session telemetry tracks whether agents run plan before edits and review after. Grades agent behavior A–F with actionable recommendations.

Command Reference

All commands support --json for machine-readable output and --files-only for flat file lists.

CategoryCommandsWhat it does
Indexingbuild . [--precise], stale, statsParse AST, write graph. Check freshness. Index health.
Navigationquery, callers [--depth N], callees [--depth N], path, source, nodeFind symbols, trace call chains, extract source.
Contextcontext, explain, focus, endpointBundled structural data in one call. Token savers.
Change Analysisplan, review, risk, impact [--uncommitted|--since], changes [--git], api --sincePre-edit planning, post-edit review, risk analysis, blast radius, drift.
Architectureboundaries, coupling, complexity, godobj, orphans, arityQuality gates, dead code, coupling, god objects.
Types & Structsfields, implementers [--test-only], interfaces, embeds, constructors, literals, usages, mutate, schemaStruct fields, interface satisfaction, type usage.
Infrastructureroutes, sql, envs, errors, concurrency, globals, deps [--transitive], dependentsHTTP routes, SQL, env vars, concurrency, imports.
Testingtests, fixtures, mocksTest coverage map, helpers, mock implementations.
Error Tracingerrorflow [--no-tests], traceReverse-BFS from error strings to HTTP entry points.
Diagnosticshotspot, returnusage, skeleton, diagram, changes, publicHotspots, return usage, API signatures, Mermaid diagrams.
CI/CDcheck [--since|--uncommitted], gate, snapshot save|diff|list|dropPolicy checks, threshold enforcement, metric snapshots.
Telemetrysession create|end|audit|cleanupAgent compliance tracking and grading (A–F).
LLM-Wikiwiki [--output dir]Generate llm-wiki/ — machine-first markdown pages for zero-cost agent orientation (overview, architecture, hotspots, routes, env, errors, concurrency, per-package, API surface).
Summarysummary [--json]Single-call codebase briefing: top 3 hotspots, worst instability package, highest complexity function, orphan count, god-object count. Replaces 5 separate calls.
Untesteduntested [--pkg name] [--top N] [--json]Functions with callers but zero test edges — coverage gaps invisible to orphans or per-symbol test queries. One sweep replaces N tests <sym> calls.
Docdoc <pkg[.Symbol]> [--json]go doc wrapper — signature + doc comment for any stdlib or third-party symbol. No graph required. Closes the gap when call chains leave the project.

Full command reference with examples: gograph.identuum.ai/docs/command-reference

<details> <summary><strong>Architecture Boundary Enforcement</strong></summary>

Define boundaries in .gograph/boundaries.json:

{
  "layers": [
    { "name": "domain", "packages": ["internal/domain/**"], "may_import": [] },
    { "name": "handler", "packages": ["internal/handler/**"], "may_import": ["internal/service/**", "internal/domain/**"] }
  ]
}

Run gograph boundaries — exits with code 1 on violation. Works in CI/CD.

</details>

AI Agent Integration

One-command setup (Claude Desktop + Claude Code):

gograph add-claude-plugin

This registers the MCP server, injects CLAUDE.md steering rules, and installs a PreToolUse hook that redirects grep on Go symbols to gograph tools.

Other agents (Cursor, Copilot, Antigravity, etc.):

gograph mcp .   # Run as MCP server over stdio

Add to your .cursorrules or AI system prompt:

Before answering architecture or repository questions, inspect the available gograph_* MCP tools and use them instead of grep/find. Run gograph capabilities first.

All commands support --json for machine-readable output:

gograph callers "ValidateToken" --json
# → {"schema_version": "1", "command": "callers", "status": "ok", "count": 2, "results": [...]}

For full integration guides, see docs/coding-agent-usage.md.

Zero-cost orientation with llm-wiki/: Run gograph wiki once per session to generate a directory of machine-first markdown pages — overview, architecture diagram, hotspots, routes, env vars, error sites, concurrency, per-package docs, and the full API surface. Agents read these pages instead of issuing dozens of individual tool calls:

gograph build . --precise
gograph wiki                 # writes to ./llm-wiki/
# then read: llm-wiki/README.md → project.md → rules.md → agent-contract.md → overview.md

Add llm-wiki/ to .gitignore — these files are regenerated each session.

Example Output

When you run gograph build ., the generated GRAPH_REPORT.md gives your AI a condensed context map:

External Dependencies (Tech Stack)

ModuleVersion
github.com/gin-gonic/ginv1.9.1
github.com/jackc/pgx/v5v5.5.5

Important Symbols (Top by outgoing calls)

SymbolKindFileLineCalls out
(Server).Startmethodserver.go4218
ValidateAuthfunctionauth.go1214

Why not use a Language Server (gopls)?

gopls is optimized for human IDEs. gograph is optimized for terminal-based LLMs:

  1. Protocol Mismatchgopls returns file:line:col coordinates. Agents must then burn tokens running cat/sed to read the actual code. gograph extracts the exact structural slice and formats it as Markdown.
  2. Graph-Level Diagnosticsgopls does hover and go-to-definition. gograph does reverse-BFS error tracing, full blast radius analysis, and PR-level change plans across the entire call graph.
  3. Composable Intelligencegopls answers one question at a time. gograph context bundles node + source + callers + callees + tests in a single call. gograph plan aggregates impact, routes, SQL, env, and test risk into one checklist.
<details> <summary><strong>Correctness model</strong></summary>
  • Default mode uses Go AST parsing and best-effort heuristics. Tolerates incomplete or non-compiling repositories.
  • Precise mode uses type-checked enrichment and requires compilable packages.
  • Heuristic extractors (routes, SQL, tests, error mapping) are navigation aids, not authoritative program analysis.
</details> <details> <summary><strong>Non-goals</strong></summary>
  • No multi-language parsing
  • No AI/model API calls
  • No embeddings or SaaS backend
  • No telemetry
  • No replacement for compiler/type-checker correctness
</details>

Contributing

Pull requests welcome! See CONTRIBUTING.md for build, test, and contribution guidelines.

Language Support: gograph currently parses Go only. The architecture is extensible — if you want to add Python, TypeScript, Rust, etc., please open an issue first.

License

MIT — see LICENSE.

gograph MCP server

View source on GitHub