ragent

updated this year

CLI tool for building production RAG systems from Markdown, CSV, and PDF documents using hybrid search (BM25 + vector) with OpenSearch. Features MCP server, Slack bot, Web UI, multi-source ingestion (local/S3/GitHub), and multi-provider embeddings (Bedrock/Gemini).

Code-only MCP server: no hosted endpoint, so you install and run it yourself. It is not probed, graded or counted in our reachability statistics.

Get it

Repository: github.com/ca-srg/ragent
License: NOASSERTION
Last update: 2026-07-15
GitHub stars: ★ 13
Homepage: ca-srg.dev

aws bedrock cli csv gemini golang hybrid-search markdown mcp-server oidc opensearch opentelemetry

Listed in

github · source

Run this server as a hosted endpoint? Submit the endpoint and it moves to the remote directory, where it is probed and graded.