FactQL

FactQL — это оболочка для модели. Задайте вопрос о своих данных: FactQL выполнит запрос, проверит результат до того, как вы увидите ответ, и откажется отвечать, а не станет гадать, если не сможет проверить результат. Каждый ответ сопровождается выполненным запросом, полученными строками и сведениями об их происхождении. Работает с Postgres, MySQL, DuckDB, загруженными файлами CSV и XLSX, а также PDF-файлами с ответами, содержащими ссылки на источники.

GitHub

Документация

factql-mcp

FactQL is the harness around the model.

Ask a question about your data. FactQL runs the query, checks the result before you see an answer, and declines instead of guessing when it can't verify.

Every answer ships with the query that ran, the rows it returned and the lineage behind it. One API call. Works with Postgres, MySQL, DuckDB, uploaded CSV and XLSX files, and PDFs with cited answers.

Built for developers putting AI near real data: AI apps, agents and internal tools that can't afford a confident wrong number.

This package is FactQL's MCP server: it brings those answers into Claude Desktop, Claude Code, Cursor, or any MCP client. Learn more at factql.ai.

Hosted server (no install)

FactQL also runs this server for you at:

https://api.factql.ai/mcp

Add it as a remote (Streamable HTTP) MCP server in Claude (Settings → Connectors → Add custom connector; works on web, desktop and mobile), Claude Code (claude mcp add --transport http factql https://api.factql.ai/mcp), Cursor, VS Code, or any app that supports remote MCP. The app opens a FactQL sign-in page; click Allow and its questions run as you. Disconnect under Settings → Connected apps on factql.ai. Apps that can't sign in can send an API key as Authorization: Bearer fl_live_... instead.

Setup for each app: docs.factql.ai/guides/mcp.

The rest of this README is for running the server yourself.

Get a key

Install

uvx factql-mcp

or pip install factql-mcp.

Configure

Variable	Required	Default
`FACTQL_API_KEY`	yes	— your FactQL API key (an ask-only key is enough)
`FACTQL_BASE_URL`	no	`https://api.factql.ai`
`FACTQL_WORKSPACE_ID`	no	default workspace, for tenants that use workspaces
`FACTQL_END_USER_ID`	no	`mcp:<os user>`

Claude Desktop / Cursor (`mcpServers`)

{
  "mcpServers": {
    "factql": {
      "command": "uvx",
      "args": ["factql-mcp"],
      "env": { "FACTQL_API_KEY": "fl_live_..." }
    }
  }
}

Claude Code

claude mcp add factql -e FACTQL_API_KEY=fl_live_... -- uvx factql-mcp

Tools

whoami() — the tenant, plan, and workspaces this key can query.
ask(question, workspace_id?, locale?) — the answer, the SQL that ran, and up to 50 rows. A needs_clarification result means the question was too vague; ask the user and call again with the detail. A declined result means FactQL couldn't verify an answer and gave none rather than guess; the reason says why. locale is en-GB or en-US.

Each ask is stateless: the MCP client carries the conversation, so a follow-up should restate what it refers to.

Safety

FactQL only runs SELECT queries, under a statement timeout, and only against the tables your admin has enabled. The key's permissions decide what it can see; this server adds nothing on top.

Development

uv run --with pytest pytest -q

License

MIT