Lochless MCP Server已验证已精选

Every match, not the top 10

Lochless is a hosted text index for LLM apps and agents. Send raw text through the API, then ask in plain English. It reads the documents in scope, up to a read limit you set, and returns every relevant one as a quote with your document id, or a short answer that cites them. RAG returns the closest few. No vector database or chunking code.

Tools

Four read-only tools:

• search_documents returns quotes from your documents, with their sources.
• browse_documents lists documents by date.
• read_document opens one whole document.
• ask_documents writes a short answer that cites them.

Browsing and reading a document are free. Search and answer responses report tokens scanned and whether coverage is complete. A free dry run shows the price before a query runs.

Connect

Sign in with OAuth, or send your Lochless API key as a bearer token: Authorization: Bearer <key>. Endpoint: https://api.lochless.io/mcp (streamable HTTP).

Sign in at console.lochless.io and start right away. No manual approval needed.

Free demo

Try https://api.lochless.io/demo/mcp without an account or key. It runs the same four tools on 20 public US founding documents. No cost.

Pricing

$0.10 per 1M tokens scanned, $0.05 per answer, $0.005 per page indexed. A page is 3,000 characters, with at least one page per document. Every workspace starts with a one-time $5 of free credit.

Example prompts

• "Find every customer who asked for a refund this quarter, with quotes."
• "What did we promise about the SSO rollout? Cite the sources."
• "Summarize last week's most important incidents from our tickets."

Docs: lochless.io/docs.html