How do I install Code-Index-MCP?

Its own README gives this command: pip install index-it-mcp. Run it where your MCP client can launch the server, and check the README for any settings it asks for.

What does Code-Index-MCP connect to, and what does it need?

It reaches openai, qdrant and voyage. The credentials we found in its source are OPENAI_API_KEY, QDRANT_API_KEY and VOYAGE_API_KEY.

Is Code-Index-MCP official and is it maintained?

We found nothing naming it as a vendor’s official server. Its repository has 59 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-10-21.

What licence does Code-Index-MCP use?

The repository declares the MIT licence.

InfratoApp / Resources / MCP servers / Code-Index-MCP

Code-Index-MCP

Code-Index-MCP is an MCP server, listed under model apis. It reaches openai, qdrant and voyage. It needs OPENAI_API_KEY, QDRANT_API_KEY and VOYAGE_API_KEY to authenticate. Its repository has 59 GitHub stars and is licensed under MIT; we last read it on 2026-10-25.

Code indexing MCP server to provide context to coding agents.

Install

Read from Code-Index-MCP’s own README, close to verbatim -- not written by us, and not guessed.

pip install index-it-mcp

View in Code-Index-MCP’s own README ↗

What it reaches, and what it needs

Reaches

openai, qdrant, voyage

Credential

OPENAI_API_KEY, QDRANT_API_KEY, VOYAGE_API_KEY

Maintenance

Stars

State

listed

Licence

MIT

From the repository

Code indexing MCP server to provide context to coding agents.

View on GitHub ↗2026-10-25

Code-Index-MCP compared with similar servers

Code-Index-MCP compared with the closest alternatives, by services reached, credentials, stars, last update and licence
Server	Reaches	Needs	Stars	Last update	Licence
Code-Index-MCP (this page)	openai, qdrant, voyage	OPENAI_API_KEY, QDRANT_API_KEY, VOYAGE_API_KEY	59	2026-10-21	MIT
mcp-ragdocs	openai, qdrant(2 shared)	OPENAI_API_KEY, QDRANT_API_KEY	265	2025-07-18	MIT
mcp-qdrant-memory	openai, qdrant(2 shared)	OPENAI_API_KEY, QDRANT_API_KEY	24	2025-03-02	—
paperbanana	atlascloud, google, openai(1 shared)	ATLASCLOUD_API_KEY, GOOGLE_API_KEY, OPENAI_API_KEY	2,412	2026-09-17	MIT
ms-365-mcp-server	ms365, openai(1 shared)	MS365_MCP_ATTACHMENT_URL_KEY, MS365_MCP_CLIENT_SECRET, MS365_MCP_OAUTH_TOKEN, OPENAI_API_KEY	1,068	2026-10-23	MIT
just-prompt	anthropic, deepseek, gemini, groq, openai(1 shared)	ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, OPENAI_API_KEY	739	2025-08-10	—

Ranked by services in common with Code-Index-MCP, then by stars. Figures are from each repository when we last read it.

Common questions about Code-Index-MCP

What does Code-Index-MCP do?: Code indexing MCP server to provide context to coding agents.
How do I install Code-Index-MCP?: Its own README gives this command: pip install index-it-mcp. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
What does Code-Index-MCP connect to, and what does it need?: It reaches openai, qdrant and voyage. The credentials we found in its source are OPENAI_API_KEY, QDRANT_API_KEY and VOYAGE_API_KEY.
Is Code-Index-MCP official and is it maintained?: We found nothing naming it as a vendor’s official server. Its repository has 59 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-10-21.
What licence does Code-Index-MCP use?: The repository declares the MIT licence.

More MCP servers for model apis

wigolo5,498 stars
KiCAD-MCP-Server2,905 stars
modelcontextprotocol2,589 stars
paperbanana2,412 stars
gemini-mcp-tool2,294 stars
telegram-mcp1,879 stars

All model apis entries →