"Ray" matching MCP servers:

• fdmnes-mcp

  Joint-Photon-Sciences-Institute

  A

  license

  -

  quality

  D

  maintenance

  Enables running FDMNES X-ray spectroscopy simulations via natural language, supporting input file creation, job execution, output analysis, and keyword lookup through MCP-aware clients.

  Updated 3 months ago (2026-05-20 13:25 UTC)

  BSD 3-Clause

• 100ms Raydium Sniper MCP

  monostate

  A

  license

  -

  quality

  -

  maintenance

  Enables high-performance token sniping on Raydium DEX with multi-region support and Claude AI integration, allowing users to monitor and execute token purchases through natural language commands.

  Updated a year ago (2025-03-16 04:35 UTC)

  6

• RAG MCP server

  proofofsid

  F

  license

  -

  quality

  D

  maintenance

  Implements a RAG workflow that integrates with any custom knowledge base and can be triggered directly from the Cursor IDE.

  Updated a year ago (2025-04-05 22:37 UTC)

• toolahead

  michael-ra

  A

  license

  A

  quality

  A

  maintenance

  Speeds up coding agents by predicting and pre-executing upcoming tool calls, then safely returning validated cached results to eliminate wait time.

  Updated 5 days ago (2026-08-09 19:57 UTC)

  6

  1

  MIT

• Haiku RAG

  ggozad

  A

  license

  -

  quality

  A

  maintenance

  Agentic RAG server for document management, hybrid search, question answering with citations, and analytical code execution, powered by LanceDB and Pydantic AI.

  Updated 17 hours ago (2026-08-14 12:26 UTC)

  574

  MIT