SERVER

rag-mcp

Rank #33,309

io.github.jaimenbell/rag-mcp

Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings.

1 version

1 GitHub stars

by jaimenbell (9 servers)View repository ↗

Listed & last published

Jul 24, 2026

PURPOSE

What you can do with rag-mcp

rag-mcp is a Model Context Protocol (MCP) server published by jaimenbell. It ranks #33,309 of 144,396 active servers on MCP Toplist, and its repository has 1 GitHub stars. rag-mcp is listed across 2 registries — Official MCP and Glama, with 1 tracked version. It was first listed on Jul 24, 2026 and most recently updated on Jul 24, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What rag-mcp can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using rag-mcp

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

Declared by the Official MCP Registry, last synced Oct 16, 2026. Not independently verified by MCP Toplist.

No runtime, credential or payment requirements are recorded for this server beyond the declaration above.

INSTALLATION AND FIRST TASK

Connect rag-mcp and confirm it works

Python package (PyPI)

claude mcp add rag-mcp -- uvx jaimenbell-rag-mcp

Python package (PyPI)

[mcp_servers.rag-mcp]
command = "uvx"
args = ["jaimenbell-rag-mcp"]

Add to ~/.codex/config.toml.

Python package (PyPI)

{
  "mcpServers": {
    "rag-mcp": {
      "command": "uvx",
      "args": [
        "jaimenbell-rag-mcp"
      ]
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config).

Python package (PyPI)

{
  "mcpServers": {
    "rag-mcp": {
      "command": "uvx",
      "args": [
        "jaimenbell-rag-mcp"
      ]
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project).

Python package (PyPI)

{
  "servers": {
    "rag-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "jaimenbell-rag-mcp"
      ]
    }
  }
}

Save as .vscode/mcp.json in your workspace.

Python package (PyPI)

{
  "mcpServers": {
    "rag-mcp": {
      "command": "uvx",
      "args": [
        "jaimenbell-rag-mcp"
      ]
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json.

Python package (PyPI)

{
  "mcpServers": {
    "rag-mcp": {
      "command": "uvx",
      "args": [
        "jaimenbell-rag-mcp"
      ]
    }
  }
}

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by jaimenbell

View all jaimenbell servers →

No task-specific alternatives are catalogued for rag-mcpyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Jul 24, 2026
Latest version published: Jul 24, 2026
Version history: 1 version tracked (below)
Requirements evidence: Declared by the Official MCP Registry, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Oct 16, 2026

Registry sightings

Official MCP ↗listed since Jul 24, 2026 · still listed
Glama ↗listed since Jul 29, 2026 · still listed

Do you maintain rag-mcp? to correct or enrich this profile.

VERSIONS

Available versions (1)

Version	Published
0.1.0	Jul 24, 2026

STANDING

#33,309of 144,396 active serversTop 25%

Ranks ahead of 111,087 of 144,396 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.jaimenbell%2Frag-mcp.svg)](https://mcptoplist.com/server/io.github.jaimenbell%2Frag-mcp)

HTML

<a href="https://mcptoplist.com/server/io.github.jaimenbell%2Frag-mcp"><img src="https://mcptoplist.com/badge/io.github.jaimenbell%2Frag-mcp.svg" alt="MCP Toplist: Top 25% of 144,396" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Who maintains rag-mcp?: rag-mcp is maintained by jaimenbell, which publishes 9 MCP servers (14 total versions) tracked on MCP Toplist.
Is rag-mcp listed on the Official MCP Registry?: Yes — rag-mcp is listed on the Official MCP Registry, alongside Glama.
How many versions does rag-mcp have?: MCP Toplist tracks 1 version of rag-mcp, most recently published on Jul 24, 2026.
Where can I find the source code for rag-mcp?: The source code for rag-mcp is hosted at github.com/jaimenbell/rag-mcp.

Used in projects

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