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AgentoolRank MCP server

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AgentoolRank MCP server

MCP Badge

Search and compare open-source AI agent tools from your AI assistant, ranked by live GitHub activity.

AgentoolRank tracks hundreds of open-source AI agent tools (frameworks, coding agents, memory, RAG, evals, MCP servers) and ranks them by GitHub activity: stars, star pace, commits, releases and package downloads, refreshed daily. This repository documents how to connect to its hosted MCP server and JSON API. The server runs on agentoolrank.com; there is nothing to install or self-host.

  • MCP endpoint: https://agentoolrank.com/api/mcp (Streamable HTTP, no auth required)

  • Official MCP Registry: com.agentoolrank/agent-tools

  • Optional API key: one click, no signup, at agentoolrank.com/api-key. Send it as Authorization: Bearer <key> to identify your agent.

Tools

Tool

What it does

search_tools(query, limit?)

Find tools for a job, ranked by relevance then GitHub activity.

get_tool(slug)

Stars, 30-day star growth, capabilities, limitations and who it is best for.

get_alternatives(slug)

Open-source alternatives to a tool, with their GitHub stats.

submit_tool(url, name, tagline, email, …)

List a tool. The response shows every pricing option up front, including the free one.

get_submission_status(submission_id, status_token)

Review status of a submission.

recommend_directories(product_type)

Launch directories our own products went through, with free-tier conditions and the steps only a person can do. The top 5 for each product type are free.

next_directory(key, product_type?)

Submit Kit key (9): hands your agent the next directory that fits the product, one at a time (up to 50, at most 3 unreported).

report_result(key, domain, status, listing_url?)

Submit Kit key: report what happened at a directory. Reports are leads; listing rates count only listings our own daily check verifies.

my_progress(key)

Submit Kit key: every directory handed out so far and its reported status (also at agentoolrank.com/submit-kit/progress).

Related MCP server: oss-trends-mcp

Prompts

Ready-made prompts your MCP client can offer (prompts/list, prompts/get):

Prompt

Arguments

What it does

compare_tools

tool_a, tool_b

Compares two tools side by side: GitHub stars, 30-day star growth, last release, downloads, best for, limitations

find_alternatives

tool

Lists open-source alternatives to a tool, ranked by live GitHub activity

launch_plan

product_type (ai_tool, mcp_server, dev_tool, saas, other), optional product_url

Plans where to list a new product: which launch directories fit it and which to skip

Resources

URI

Content

agentoolrank://about

How the ranking works and what this server offers (Markdown)

agentoolrank://top-tools

The current top 20 open-source AI agent tools by GitHub activity, live (Markdown table)

Connect

Claude Code

claude mcp add --transport http agentoolrank https://agentoolrank.com/api/mcp

Cursor

Add to ~/.cursor/mcp.json (or .cursor/mcp.json in a project). See examples/cursor-mcp.json:

{
  "mcpServers": {
    "agentoolrank": { "url": "https://agentoolrank.com/api/mcp" }
  }
}

Claude Desktop

Add it under Settings → Connectors as a custom connector with the URL above. Or use the mcp-remote bridge in claude_desktop_config.json. See examples/claude_desktop_config.json.

Codex CLI

Add to ~/.codex/config.toml. See examples/codex-config.toml.

JSON API

The same data is also available without MCP. See examples/curl.sh.

GET  https://agentoolrank.com/api/v1/tools?q=rag&limit=10
GET  https://agentoolrank.com/api/v1/tools/{slug}
POST https://agentoolrank.com/api/v1/submissions

About

AgentoolRank is run by TENSO LLC. Questions or corrections: hello@agentoolrank.com. Privacy · Terms.

The contents of this repository (documentation and configuration examples) are MIT licensed. The AgentoolRank website, data and service are not part of this repository.

This server cannot be deployed

Shareable, User-Owned Context BackendPeople, applications, and agents read, write, and coordinate together in one context lake. Reach it over MCP, a CLI, a Python SDK, or REST.fulcradynamics.comAd

Maintenance

ActivityMaintained
ResponsivenessNo issues

Resources

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