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Devrecall

Local-first developer activity aggregator. Indexes commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads, and Calendar events into SQLite + FTS5 + on-device ONNX embeddings; exposes 15 tools, 3 resources, and 3 prompts so Claude Code, Cursor, and Codex can search and…

knowledge-memorysqlitelinearjiraslackembedding
By pavelpilyak
3Updated 4 days agoGoMIT

Installation

npx -y devrecall

Configuration

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

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

DevRecall

Your developer activity, aggregated on-device. No cloud sync. No telemetry. Your data never leaves your machine.

DevRecall pulls from Git, Slack, Google Calendar, Jira, Linear, Confluence, and GitHub/GitLab/Bitbucket; stores it in a local SQLite database; and turns it into standups, weekly reports, brag docs, and a chat that actually knows what you worked on.

Also ships an MCP server — any MCP-compatible coding tool (Claude Code, Cursor, Codex, Continue, Zed) can spawn it as a stdio subprocess and gain memory of everything you've shipped. /devrecall:recall what auth bug did I fix in February returns cited commits, PRs, and tickets inline.

<table> <tr> <td align="center" width="33%"> <a href=".github/assets/chat.jpg"><img src=".github/assets/chat.jpg" alt="DevRecall desktop app — chat over your local work history"></a><br> <sub>Desktop app — the same memory, native UI</sub> </td> <td align="center" width="33%"> <a href=".github/assets/standup.gif"><img src=".github/assets/standup.gif" alt="devrecall standup — syncs your sources and writes the standup for you"></a><br> <sub><code>devrecall standup</code> — the day's report, written for you</sub> </td> <td align="center" width="33%"> <a href=".github/assets/recall.gif"><img src=".github/assets/recall.gif" alt="devrecall chat — agentic recall over your work history, with cited commits and PRs"></a><br> <sub><code>devrecall chat</code> — recall with cited commits &amp; PRs</sub> </td> </tr> </table>

📚 docs.devrecall.dev — install, configure, integrations, CLI reference.

Why

  • Local-first. SQLite on your laptop. Tokens in ~/.devrecall/tokens/ (0600). The Cloudflare Worker relay is a pass-through for OAuth callbacks only — it never sees your data.
  • LLM-optional. Bundled embeddings run offline (ONNX + all-MiniLM-L6-v2). Use local Ollama for chat, or bring your own OpenAI/Anthropic key.
  • Open source. MIT-licensed. Audit it, fork it, build it from source.

Sources

SourceWhat gets collected
Git (local)Commits, branch activity, files changed
GitHub / GitLab / BitbucketPRs/MRs, reviews, issues, comments
SlackYour messages, threads you participated in
Google CalendarMeetings attended, organized, declined
Jira / LinearIssue transitions, comments, sprint membership
ConfluencePages, blogposts, and comments you authored

Install

Homebrew ships with the first tagged release. Until then:

git clone https://github.com/pavelpilyak/devrecall.git
cd devrecall
make build          # → bin/devrecall

Requires Go 1.22+ with CGO enabled (for SQLite FTS5).

Full install + setup walkthrough at docs.devrecall.dev/install.

Development

make build              # bin/devrecall
make test               # tests with race detector
make lint               # golangci-lint

Build tags: fts5 enables SQLite full-text search; GO enables hugot's pure Go ONNX backend for embeddings.

The desktop app (Tauri + Svelte) lives in desktop/; the OAuth callback relay (Cloudflare Worker) in relay/.

Contributing

Bug reports and collector contributions are especially welcome. See CONTRIBUTING.md.

Security

SECURITY.md for responsible disclosure.

View source on GitHub