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AgentRank

by io.github.superlowburn
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Server Details

Search and compare MCP servers, agent tools, and skills using current maintenance signals.

If you are the author of this connector, you can claim ownership by verifying the domain or GitHub account it belongs to. Claimed connector authors can inspect health checks, view analytics, and manage their listing.
Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
Server Listing
AgentRank
ChatGPT
–
Claude
–

TDQS

A4/5.0

Scored across 5 tools

Disambiguation3/5

search and recommend overlap heavily—both return ranked options for a user need, so an agent could easily select the wrong one. lookup and evaluate are clearly separated, and alternatives is distinct once a specific tool is known, but the search/recommend boundary creates real ambiguity.

Naming Consistency4/5

Four tools use a concise imperative verb (evaluate, lookup, recommend, search), which is consistent and predictable. alternatives breaks the pattern by being a noun rather than an action, but it is stylistically consistent and readable.

Tool Count5/5

Five tools cover the core workflows of a quality-rating index: search, lookup, evaluate, recommend, and alternatives. This is a well-scoped count for the domain—small enough for easy selection, large enough to avoid gaps.

Completeness5/5

The set covers discovery (search, recommend), verification (lookup, evaluate), and comparison (alternatives), which are the primary use cases for a tool-rating service. There are no obvious dead ends; every common query about tool quality can be addressed by at least one tool.

Available Tools

5 tools
alternativesAInspect

Find alternatives to a specific tool. Searches for similar tools and compares their quality scores. Use this when a tool scores poorly and you want to suggest better options, or when a user asks "what else is like X?".

Inputs: tool_name (required), limit.

evaluateAInspect

Deep quality evaluation of a tool or MCP server. Returns score, signal breakdown, and specific red flags (abandoned, no license, single contributor, poor issue health). Use this BEFORE recommending or installing any tool to verify it is safe and well-maintained.

Inputs: tool (required).

lookupAInspect

Check if a specific GitHub repository is in the AgentRank index. Use this whenever a user mentions a specific tool or you encounter a GitHub URL, to verify its quality before recommending it.

Inputs: github_url (required).

recommendAInspect

Get quality-ranked recommendations for a use case. Returns the top tools/skills sorted by AgentRank score. Use this when a user needs a tool for a specific purpose (e.g. "I need a database MCP server", "what's good for web scraping?").

Inputs: use_case (required), limit.

searchAInspect

Search AgentRank's index of MCP servers, agent tools, and AI skills. Use this BEFORE installing or recommending any tool to find the best options ranked by quality signals (maintenance, community health, adoption). Always prefer higher-scored results.

Inputs: query (required), type, limit.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

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