Loci MCP Server
A queryable "second brain" for the project docs, notes, and chat logs scattered across a dozen directories - and an MCP server so your AI agents can use it too. It runs locally over stdio via the published package.
People who work with chromadb, embeddings and knowledge base and want it reachable from Claude, Cursor, VS Code, or another MCP client. The project is written in Python.
VERIFIED ACTIVE
LAST COMMIT 2026-09-18 · ★ 74 · #58 OF 208 MAINTAINED DOCUMENTATION · VERIFIED 2026-09-18
MIT · Python servers · how we verify → /methodology
01 · Install Loci
before you install - you'll need
The README does not document required environment variables for a basic install.
Claude Code
claude mcp add ivenkoolab-loci -- uvx loci-rag Claude Desktop / Cursor / VS Code - add to config
{
"mcpServers": {
"ivenkoolab-loci": {
"command": "uvx",
"args": [
"loci-rag"
]
}
}
} Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.
Using another client? Same JSON, different key
Claude Desktop · mcpServers
Cursor · mcpServers
VS Code · servers
Windsurf · mcpServers
Zed · context_servers
Cline · mcpServers
Roo Code · mcpServers
Continue · mcpServers
LibreChat · mcpServers
Gemini CLI · mcpServers
Codex CLI · mcp_servers
Full setup guides: every client.
02 · Evidence
Security posture
What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.
runs as local process (stdio) - runs on your machine with your user's permissions
repo age created 2026-09-03 - young repo, little track record yet
license MIT - declared in the repository
pypi package loci-rag - check the name against the project README before installing (PyPI has no namespace ownership)
registry namespace io.github.IvenKooLab is GitHub-verified and matches the repo owner
03 · What Loci can do
Prose above is summarized from the project's README and registry record - no invented capabilities.
Latest releases
v0.5.0 · 2026-09-16
v0.5.0 - the self-improving release · Query understanding, memory automation, and efficiency across the board. · Highlights · Query rewriting - loci ask --rewrite generates keyword and cross-language variants of your…
v0.2.0 · 2026-09-05
The "memory layer" release · loci turns scattered notes, project docs, and chat logs into a queryable second brain - local index, hybrid retrieval, cited answers, and an MCP server so your AI agents can use it. The…
04 · Who maintains Loci
loci is maintained by ivenkoolab. It's the only MCP server we track from this author; the repo dates to Sep 2026.
05 · Facts
- repository
- github.com/ivenkoolab/loci
- category
- documentation - ranked #58 of 208 actively-maintained documentation servers as of 2026-09-18.
- release cadence
- 2 releases in the last 90 days (latest 2026-09-16)
- registry
- io.github.IvenKooLab/loci (active, first published 2026-09-15)
- packages
- pypi:loci-rag
06 · Loci FAQ
What is Loci?
A queryable "second brain" for the project docs, notes, and chat logs scattered across a dozen directories - and an MCP server so your AI agents can use it too. It runs locally over stdio via the published package.
Is Loci still maintained?
Yes - as of 2026-09-18, its last commit was 2026-09-18 and it shipped 2 releases in the last 90 days. We re-verify nightly.
How do I install Loci?
Run `uvx loci-rag`. The README does not document required environment variables for a basic install. You can also paste the ready-made client config above.
Does Loci run locally?
Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.
07 · Alternatives to Loci
Alternatives to Loci
Maintained documentation servers if Loci isn't the fit.
- Context7 Up-to-date code docs for any prompt ★ 62,152 · 2026-09-18
- Agent Skills Search Server Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server. ★ 25,432 · 2026-08-09
- Repowise Codebase intelligence for AI coding agents - graph, git history, docs, decisions, code health. ★ 6,686 · 2026-09-17
- GitLab MCP GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more. ★ 1,984 · 2026-09-16
- Microsoft Learn MCP Official Microsoft Learn MCP Server – real-time, trusted docs & code samples for AI and LLMs. ★ 1,892 · 2026-09-10
- Pg Aiguide Comprehensive PostgreSQL documentation and best practices, including ecosystem tools ★ 1,843 · 2026-09-16
Pairs well with
Servers that cover what Loci doesn't - only shown when the pairing reason fits the companion.
More documentation MCP servers · Postgram · IWE · CodeWiki MCP - AI-generated docs for GitHub repos · Moxie Docs · Ferritin - Rust documentation
More Python MCP servers · Japan Data MCP · MTG MCP Server · Nexus MCP · Aruba Email & Calendar · Data Sentry · see all