MCP 服务器

callimachus

Local index and hybrid search (SQLite FTS5 + on-device vector KNN) over your AI coding-agent conversation history across 11 tools (Claude Code, Codex, Cursor, and more). Exposes search_threads, search_current_project, recent_threads, get_thread, list_tags, and list_open_todos so any agent can recall its own past work.

README

Local index & search for your AI coding-agent threads — across 11 tools (Claude Code, Codex, Cursor, Gemini CLI, Qwen Code, Goose, OpenCode, Continue, Cline, Roo Code, Kilo Code) — plus a provider-agnostic chat, an MCP server, a CLI, and a VS Code / Cursor extension. Everything stays on your machine.

Named for Callimachus, who built the first catalogue of the Library of Alexandria.

Download

Grab the latest signed build from Releases — macOS (.dmg, Apple Silicon), Windows (.msi), or Linux (.AppImage / .deb). The app auto-updates from there on. Prefer to build it yourself? See Develop.

What it does

Indexes every conversation from 11 coding agents into one local SQLite store — Claude Code, Codex, Cursor, Gemini CLI, Qwen Code, Goose, OpenCode, Continue, Cline, Roo Code, and Kilo Code. Adding another source is a small, documented contract.
Searches them with hybrid ranking: keyword (SQLite FTS5 / BM25) fused with on-device semantic similarity (sqlite-vec KNN, no cloud) via Reciprocal Rank Fusion. Filter by source, project, and subagents.
Chats with an in-app agent (Anthropic / OpenAI / Gemini / OpenRouter / Ollama — your key, your choice) that can search your own history and run shell commands with your approval; streaming, cancellable, with live model lists. Chats are saved and become searchable too.
Carries context across tools — open any thread in any agent CLI ("Open in Claude / Codex / Gemini …", seeded with the packed transcript), resume a Claude Code / Codex thread in its native CLI, copy context, or export a thread to Obsidian (optionally AI-summarized with decisions / gotchas / TODOs).
Surfaces to your agents — a bundled MCP server (callimachus-mcp) exposes the index as tools any agent can call mid-session; the /recall skill teaches them when to use it.
Stays current via a background file watcher; stays private — API keys live in the OS keychain, nothing is sent anywhere except the LLM provider you pick.

Stack

Shell: Tauri 2 (Rust) + React 19 + TypeScript + Vite 8
Store/search: bundled SQLite + FTS5 (rusqlite); on-device embeddings via fastembed (bge-small-en-v1.5, 384-dim); KNN in SQL via sqlite-vec (vec0)
Watcher: notify + debouncer
Chat: multi-provider via the genai crate (Anthropic / OpenAI / Gemini / OpenRouter / Ollama), streaming tokens over a Tauri Channel, cancellable, with agent tool-calls (history search + approved shell)
Secrets: OS credential store via the cross-platform keyring crate — macOS Keychain, Windows Credential Manager, Linux Secret Service
Sidecars: callimachus-mcp (MCP server) and cal (CLI) — both reuse the desktop core lib against the same index.db
Editor: a VS Code / Cursor extension (apps/vscode, published to the Marketplace + Open VSX) that shells out to cal

Monorepo

This is a Turborepo + pnpm workspace.

apps/
  desktop/        # the Tauri 2 desktop app + the cal CLI and MCP server (src-tauri)
  vscode/         # VS Code extension (search history from the editor)
  web/            # marketing + download site (reserved, not built yet)
packages/         # shared code, when it appears
.changeset/       # version + changelog management
scripts/          # version-sync, release tagging

Releases, versioning, and the auto-updater are documented in RELEASING.md.

Develop

pnpm install
pnpm desktop:dev      # launches the desktop window (tauri dev)

# from the repo root, across all apps:
pnpm build            # turbo: build every app's frontend
pnpm typecheck        # turbo: typecheck every app

First launch: the index is empty — open Settings (or hit Reindex) to index your sources, then Build semantic index to enable semantic search.

Tests

cd apps/desktop/src-tauri
cargo test                                   # fast unit tests
cargo test -- --ignored --nocapture          # real-data + model + keychain smoke tests

The --ignored tests touch live data on this machine: each source has a real_<source>_index smoke test that indexes your real history read-only (~/.claude, ~/.codex, Cursor, ~/.gemini, ~/.qwen, Goose, OpenCode, Continue, Cline/Roo/Kilo), plus the embedding-model download (first run, needs network) and a Keychain round-trip.

Use your history anywhere

Beyond the desktop window, the same local index is reachable from your agents, terminal, and editor — all reading one index.db.

MCP server — let any agent search its own past work mid-session. callimachus-mcp ships with the desktop app (on your PATH); just register it with your client:

claude mcp add callimachus -- callimachus-mcp        # or any MCP client

Building from a checkout instead? cargo install --path apps/desktop/src-tauri --bin callimachus-mcp.

Tools: search_threads, search_current_project (auto-scoped to the repo it runs in), recent_threads, get_thread. The bundled /recall skill (.claude/skills/recall) tells agents when to reach for them.

CLI — cal, pipe-friendly. Ships with the desktop app (on your PATH); or build from a checkout with cargo install --path apps/desktop/src-tauri --bin cal.

cal search "vector index migration" -y    # -y = hybrid (semantic + keyword)
cal recent -n 10
cal cat 42 | pbcopy                        # packed transcript → clipboard
cal stats                                  # index totals + per-source breakdown
cal export 42 --vault ~/Obsidian          # write a thread as an Obsidian note

VS Code / Cursor — the extension adds a "Callimachus History" sidebar, a status-bar search button, and commands to search / insert / copy threads (it shells out to cal). Install from the VS Code Marketplace or Open VSX (the registry Cursor and VSCodium use), or grab the .vsix from Releases. See apps/vscode/README.md.

Notes / limitations

Cross-platform (macOS / Windows / Linux). The only macOS-only piece left is the "Open in CLI" / "Resume" launchers (they drive Terminal via AppleScript); on Windows/Linux those actions return a "not supported yet" notice — everything else (index, search, chat, export, keychain) works everywhere.
Cline / Roo Code / Kilo Code are editor extensions with no CLI, so they are index-only (searchable, but not relaunchable via "Resume").
Cursor doesn't store a per-thread workspace, so Cursor threads currently have no project path.
Claude Code subagent transcripts are indexed but hidden behind a "subagents" toggle by default.
Large first index is a one-time cost (the Claude corpus here was ~90k messages in ~25s); subsequent passes skip unchanged files.
More sources (Charm Crush, Factory Droid, Copilot CLI) are scoped but not yet integrated — see the indexer guide.

Contributing

Issues and PRs welcome. CONTRIBUTING.md covers local setup, conventions, and the release flow. Adding support for another agent is a small, documented contract — usually one indexer module + a migration + a few wiring points.

Security & privacy

Callimachus is local-first by design: your conversation index never leaves your machine, API keys live in the OS keychain (never on disk), and the only outbound traffic is to the LLM provider you explicitly choose. To report a vulnerability, see SECURITY.md.

License

Dual-licensed. Free and open source under AGPL-3.0-or-later — use, modify, and share it; if you distribute it or run a modified version as a network service, you must release your source under the AGPL.

For closed-source, proprietary, or for-profit/SaaS use that the AGPL doesn't permit, a commercial license is required — see COMMERCIAL.md (contact ari@shaller.dev).

Acknowledgements

Built on Tauri, fastembed-rs, sqlite-vec, and genai. Named for Callimachus of Cyrene, who catalogued the Library of Alexandria.

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