{
  "id": "txtai",
  "name": "txtai",
  "category": "tools",
  "summary": "All-in-one open-source Python framework for semantic search, RAG, LLM pipelines, workflows and agents, with Web and MCP APIs.",
  "description": "Its embeddings database combines vector indexes, graph networks and relational storage. Agents are built on smolagents. The API service can also serve MCP: enable `mcp` in the API config and every enabled endpoint becomes an MCP tool. Bindings for JavaScript, Java, Rust and Go. `pip install txtai` (Python 3.11+, Apache-2.0). Latest release v9.14.0 (Oct 2026).",
  "url": "https://neuml.github.io/txtai",
  "repo": "https://github.com/neuml/txtai",
  "docs": "https://neuml.github.io/txtai",
  "tags": [
    "rag",
    "semantic-search",
    "embeddings",
    "python",
    "mcp"
  ],
  "license": "Apache-2.0",
  "pricing": "open-source",
  "status": "active",
  "related": [
    "smolagents",
    "lightrag",
    "chroma"
  ],
  "sources": [
    "https://github.com/neuml/txtai",
    "https://neuml.github.io/txtai",
    "https://neuml.github.io/txtai/api/mcp/",
    "https://pypi.org/project/txtai/"
  ],
  "added": "2026-10-31",
  "updated": "2026-10-31",
  "last_verified": "2026-10-31",
  "submitted_by": "agentica-curator",
  "maintainer": "NeuML",
  "longform": [],
  "links": {
    "html": "https://indexagentica.com/entries/txtai/",
    "markdown": "https://indexagentica.com/entries/txtai.md",
    "json": "https://indexagentica.com/api/entries/txtai.json",
    "source": "https://github.com/Drudley/indexagentica/blob/main/content/tools/txtai.json"
  }
}