TxtAI MCP Server
Rank #109glama/neuml/txtai
txtai is an all-in-one embeddings database for semantic search, LLM orchestration and language model workflows. All functionality can be served via it's API and the API supports MCP. Docs: https://neuml.github.io/txtai/api/mcp/
What you can do with TxtAI MCP Server
TxtAI MCP Server is a Model Context Protocol (MCP) server published by neuml. It ranks #109 of 144,396 active servers on MCP Toplist, and its repository has 13,019 GitHub stars. TxtAI MCP Server is listed on Glama, with 10 release tags tracked from its GitHub repository. It was first listed on Apr 16, 2025 and most recently updated on Oct 6, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What TxtAI MCP Server can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using TxtAI MCP Server
The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.
Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect TxtAI MCP Server and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
What changed, and when this was checked
- First listed
- Apr 16, 2025
- Latest release tag
- Oct 6, 2026
- Version history
- 10 release tags tracked (below)
- Requirements evidence
- Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 16, 2026
- Glama ↗listed since Apr 26, 2026 · still listed
Do you maintain TxtAI MCP Server? to correct or enrich this profile.
GitHub releases (10)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v9.14.0 | Oct 6, 2026 |
| v9.13.0 | Aug 27, 2026 |
| v9.12.0 | Jul 30, 2026 |
| v9.11.0 | Jul 1, 2026 |
| v9.10.0 | Jun 4, 2026 |
| v9.9.0 | May 12, 2026 |
| v9.8.0 | Apr 29, 2026 |
| v9.7.0 | Mar 20, 2026 |
| v9.6.0 | Feb 25, 2026 |
| v9.5.0 | Feb 12, 2026 |
Ranks ahead of 144,287 of 144,396 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/glama%2Fneuml%2Ftxtai)<a href="https://mcptoplist.com/server/glama%2Fneuml%2Ftxtai"><img src="https://mcptoplist.com/badge/glama%2Fneuml%2Ftxtai.svg" alt="MCP Toplist: Top 1% of 144,396" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains TxtAI MCP Server?
- TxtAI MCP Server is maintained by neuml, which publishes 1 MCP server (10 total versions) tracked on MCP Toplist.
- Is TxtAI MCP Server listed on the Official MCP Registry?
- TxtAI MCP Server is not on the Official MCP Registry. It is listed on Glama.
- How many versions does TxtAI MCP Server have?
- No registry surfaces explicit version metadata for TxtAI MCP Server; MCP Toplist tracks 10 release tags from its GitHub repository, most recently published on Oct 6, 2026.
- Where can I find the source code for TxtAI MCP Server?
- The source code for TxtAI MCP Server is hosted at github.com/neuml/txtai.
Do you run this server?
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