A
licenseA
qualityA
maintenanceLocal-first code intelligence MCP server with hybrid BM25 + ONNX vector search, symbol-level impact analysis, diff-aware PR review with risk scoring, and persistent memory tied to git state.
36
695
76
MIT
devrecall
by pavelpilyak
DevRecall is a local-first, privacy-focused MCP server that gives AI coding tools (Claude Code, Cursor, Codex, etc.) memory of your developer activity, stored in a local SQLite database. It aggregates activity from Git, GitHub/GitLab/Bitbucket, Slack, Google Calendar, Jira/Linear, and Confluence.
Track & Log Activity
Automatically collects commits, PRs/MRs, reviews, issues, Slack messages, meetings, ticket transitions, Confluence pages, and more
Manually log decisions, conversations, and notes with people/topic tags
Query & Search
List activities by time window, source, type, or person
Count and aggregate activities (group by source, type, identity, day, or week)
Keyword search (FTS5 full-text) or semantic/vector similarity search for vague queries
Fetch full content and metadata for a specific activity by ID
Understand Work Context
Find all activities sharing a ticket key (commits, PRs, pages, etc.)
Look up work by a specific person with optional keyword and date filters
Surface recent decisions (ADRs, RFCs, decision-tagged notes)
Meeting Prep
Get event details and each attendee's recent activity for an upcoming meeting
Reports & Summaries
Access pre-built daily, weekly, monthly, or quarterly summaries
Utilities
Resolve person identities (Git authors, Slack users, etc.)
Get current UTC time to anchor relative date references like "last week"
Collects pull requests, reviews, issues, and comments from Bitbucket.
Collects pages, blogposts, and comments you authored from Confluence.
Collects commits, branch activity, and changed files from local Git repositories.
Collects pull requests, reviews, issues, and comments from GitHub.
Collects merge requests, reviews, issues, and comments from GitLab.
Collects meetings attended, organized, and declined from Google Calendar.
Collects issue transitions, comments, and sprint membership from Jira.
Collects issue transitions, comments, and sprint membership from Linear.
Collects messages and threads you participated in from Slack.
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.
📚 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.
Related MCP server: Kage
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
macOS, via Homebrew:
brew install --cask pavelpilyak/devrecall/devrecallInstalls DevRecall.app and puts the devrecall CLI on your PATH.
git clone https://github.com/pavelpilyak/devrecall.git
cd devrecall
make build # → bin/devrecallRequires Go 1.22+ with CGO enabled (for SQLite FTS5).
Then connect a source and generate your first standup:
devrecall auth github # or: slack, google, jira, linear, gitlab, bitbucket
devrecall standupFull install + setup walkthrough at docs.devrecall.dev/install.
Development
make build # bin/devrecall
make test # tests with race detector
make lint # golangci-lintBuild 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.
Maintenance
–Maintainers
–Response time
3dRelease cycle
28Releases (12mo)
Commit activity
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