devrecall MCP Server

Local-first developer activity aggregator — Git, PRs, Jira, Confluence, Slack, Calendar — exposed as an MCP server so coding agents can search and cite past work

GitHub

Documentation

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.

DevRecall desktop app — chat over your local work history

📚 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

Source	What gets collected
Git (local)	Commits, branch activity, files changed
GitHub / GitLab / Bitbucket	PRs/MRs, reviews, issues, comments
Slack	Your messages, threads you participated in
Google Calendar	Meetings attended, organized, declined
Jira / Linear	Issue transitions, comments, sprint membership
Confluence	Pages, 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.

Architecture

┌─────────────┐     ┌─────────────┐     ┌─────────────────┐
│  Collectors │ →   │  SQLite     │ →   │  Summarizer /   │
│  (OAuth +   │     │  + FTS5 +   │     │  RAG (vector    │
│   APIs)     │     │  embeddings │     │  + FTS + LLM)   │
└─────────────┘     └─────────────┘     └─────────────────┘
      ↑                   ↑                      ↓
  ~/.devrecall/     ~/.devrecall/           standup,
    tokens/          devrecall.db          brag, chat,
                                           perf review

Module overview: CLAUDE.md. Architecture deep-dive: docs.devrecall.dev/architecture.

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.