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  1. Home
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  3. Devrecall
Devrecall logo
Health: ActiveRecent health check succeeded.Last checked 9/11/2026, 12:46:31 PM

Devrecall

User RatingsBe the first to rate and review this MCP server!
View Repository4 GitHub StarsTotal stargazers on GitHub for the source repository (4 stars).Visit Website

Aggregates developer activity locally from multiple sources into a searchable SQLite database with embeddings and MCP integration.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent โ€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Manual Client & Custom JSON ConfigExpand JSON โ–พ

Client Config & Setup

Remote HTTP
Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "pavelpilyak-devrecall": {
      "url": "https://docs.devrecall.dev/integrations/mcp/"
    }
  }
}

๐Ÿ’ก Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing Alternatives๐Ÿง  More in Knowledge & Memory

Overview

This server collects developer data from Git, GitHub/GitLab/Bitbucket, Slack, Google Calendar, Jira, Linear, and Confluence, storing it locally in SQLite with full-text search and on-device embeddings. It supports offline use with optional LLM integration and exposes an MCP interface for coding tools to query and cite past work. Use it to maintain a private, local memory of your development history without cloud syncing or telemetry.

Use cases

โ€ขAggregate commits, PRs, tickets, docs, and messages into a unified local database
โ€ขGenerate standups, weekly reports, and summaries from your activity data
โ€ขQuery past work contextually via chat interfaces with cited sources
โ€ขIntegrate with MCP-compatible coding tools for enhanced memory recall
โ€ขMaintain a private, local-first developer knowledge base without cloud storage

Key features

โ€ขLocal SQLite database with FTS5 full-text search
โ€ขOn-device ONNX embeddings for semantic search
โ€ขSupports Git, GitHub/GitLab/Bitbucket, Slack, Google Calendar, Jira, Linear, Confluence
โ€ขMCP server exposing tools, resources, and prompts for AI agents
โ€ขOffline operation with optional local or remote LLM integration
โ€ขOpen source with MIT license and auditability

Capabilities & Tool Schemas

Inspect callable tools, capabilities, and parameters exposed to AI agents by Devrecall.

Extracted Tool Capabilities
Local SQLite database with FTS5 full-text search
On-device ONNX embeddings for semantic search
Supports Git, GitHub/GitLab/Bitbucket, Slack, Google Calendar, Jira, Linear, Confluence
MCP server exposing tools, resources, and prompts for AI agents
Offline operation with optional local or remote LLM integration
Open source with MIT license and auditability

Documentation Overview

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, GitHub/GitLab/Bitbucket, Notion, and your Claude Code sessions; 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 โ€” 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 โ€” chat over your local work history
Desktop app โ€” the same memory, native UI
devrecall standup โ€” syncs your sources and writes the standup for you
devrecall standup โ€” the day's report, written for you
devrecall chat โ€” agentic recall over your work history, with cited commits and PRs
devrecall chat โ€” recall with cited commits & PRs

๐Ÿ“š docs.devrecall.dev โ€” 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 โ€” 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
NotionPages you created or edited
Claude CodeCoding-agent sessions, linked to repo & branch

Install

macOS โ€” desktop app + CLI:

bash
brew install --cask pavelpilyak/devrecall/devrecall

Installs DevRecall.app and puts the devrecall CLI on your PATH.

Linux / WSL โ€” CLI and MCP server (no desktop app):

bash
brew install pavelpilyak/devrecall/devrecall-cli

Without Homebrew, grab the tarball directly:

Terminal
curl -L https://github.com/pavelpilyak/devrecall/releases/latest/download/devrecall-linux-x86_64.tar.gz \
  | tar xz && sudo mv devrecall-linux-x86_64 /usr/local/bin/devrecall

Supported on Ubuntu 22.04+ and equivalent (Debian 12+, Fedora 35+).

Windows โ€” no native build. Everything except the desktop app runs under WSL using the Linux instructions above, including the MCP server, which your editor can spawn across the WSL boundary.

Build from source
bash
git clone https://github.com/pavelpilyak/devrecall.git
cd devrecall
make build          # โ†’ bin/devrecall

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

Then connect a source and generate your first standup:

bash
devrecall auth github      # or: slack, google, jira, linear, notion, gitlab, bitbucket
devrecall standup

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

Development

bash
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.

Read the full README โ†’View source on GitHub โ†’

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Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks โ€” not a rating.

GitHub stars
4
Stargazers on the source repository.
Last commit
15d ago
Most recent push to the default branch.
Directory activity
1 views
Config copies, upvotes, and views on AllMCPs.

Reviews

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Frequently Asked Questions about Devrecall

No, all data is stored locally on your machine and never leaves it. The Cloudflare Worker relay only handles OAuth callbacks and does not see your data.

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Technical Specs & Signals

Category๐Ÿง Knowledge & Memory
More technical detailsExpand โ–พ
TransportSSE (Remote)
Last updatedAug 26, 2026
2/6 checks healthy over the last 32d
Views1
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars4
GitHub Star CountTotal stargazers on GitHub representing community popularity (4 stars).
Last commit15d ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Aug 26, 2026
52Quality signal: Good ยท 52/100How this signal is calculated โ–พ
Server availabilityNot measured

Not scored for repo-hosted servers โ€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools24/30
Adoption & activity5/15
Community engagement0/10

A guidance signal from public completeness & health data โ€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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