A
licenseA
qualityB
maintenanceAudits MCP tool descriptions for quality and reliability, scoring them 0-100, detecting smells, and providing rewritten versions for better agent accuracy.
4
MIT
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"Latest tool requiring Google login" matching MCP servers:
- Alicense-qualityCmaintenanceAnalyzes multi-step AI agent tool chains to compute success probability, identify bottlenecks, and suggest better execution orders, enabling more reliable agents via local pure-math computation.MIT
- Flicense-qualityCmaintenanceA lightweight multi-provider MCP testing fixture with two providers (eva_air and uk_railway), each exposing 5 tools using in-memory fake data, designed for verifying MCP client tool discovery, tool calls, and multi-provider routing.
- Flicense-qualityCmaintenanceThis MCP server verifies that an agent’s claimed tool output matches the actual response returned by a tool to prevent invented or distorted results. It flags mismatches, omissions, and invented fields to ensure downstream logic only processes verified tool data.
- Flicense-qualityBmaintenanceA throwaway HTTP MCP server that empirically tests whether Cursor invokes tools by exact name or munges them, to inform case normalization decisions.
- Flicense-qualityDmaintenanceAn MCP Server that provides access to Google's Cloud Tool Results API, enabling applications to programmatically interact with test results from Firebase Test Lab and mobile app testing through natural language.
- Flicense-qualityDmaintenanceAn interactive tool that enables users to benchmark vLLM endpoints through MCP, allowing performance testing of LLM models with customizable parameters.4
- AlicenseAqualityAmaintenanceAudits local package folders to generate publish-readiness reports and previews of NPM tarball contents. It helps developers identify and resolve configuration issues like missing types or broken exports before releasing code.374MIT
- Flicense-qualityCmaintenanceAn MCP server that reads app source code, generates contextually valid dummy data, and drives a browser through pages with narrated steps, error correction, and output reports.
humanforaiofficial
AlicenseAqualityAmaintenanceEnables AI agents to hire real human operators for tasks requiring physical presence, human perception, or judgment, such as verification, testing, data collection, and physical-world tasks.4481MIT- AlicenseAqualityAmaintenanceRenders HTML in a headless browser and detects layout defects numerically, such as text overlaps, placeholder leftovers, and element overflow, without requiring baseline images.1MIT
- AlicenseAqualityDmaintenanceStatic security linter for MCP servers. Scans tool definitions for vulnerabilities (path traversal, SQL injection, SSRF), scores description quality, and auto-rewrites descriptions for safer agent tool selection.210MIT
- AlicenseAqualityAmaintenanceGrades MCP servers on agent usability (A–F) — description quality, schema design, tool naming and token cost, the properties that decide whether a model picks the right tool. Benchmarked across 36 popular servers; a third scored D or F.371519MIT
- AlicenseAqualityAmaintenanceMCP server exposing a "run" tool that benchmarks agent-memory backends and returns a reproducible JSON report.1Apache 2.0
- AlicenseAqualityBmaintenanceProvides instant GDScript syntax validation and diagnostics by bridging Godot's native Language Server Protocol to MCP clients. Enables real-time syntax checking in AI assistants without requiring custom plugins or context switching to the Godot editor.43239MIT
- AlicenseAqualityBmaintenanceA stdio MCP server that audits other MCP servers by linting their tool schemas and calling tools with malformed inputs to produce a 0–100 conformance score and Markdown report.6MIT
- AlicenseAqualityCmaintenanceAn MCP server that gives AI assistants the ability to inspect, normalize, diff, and validate agent tool-call traces.347MIT
- AlicenseAqualityCmaintenanceMCP server that validates LLM-generated tool-call arguments, lints tool definitions, and produces retry messages for AI assistants.3491MIT
- AlicenseAqualityAmaintenanceMCP server for measuring web performance with Google PageSpeed Insights, providing median scores with uncertainty and real-user data. It offers tools for scores, diagnostics, and comparisons to identify regressions.27Apache 2.0
- AlicenseAqualityAmaintenanceCLI-first API testing tool with MCP server. Tests are .tarn.yaml; failures come back as structured JSON for AI agents to branch on. Tools: tarn_run, tarn_validate, tarn_fix_plan, tarn_inspect, tarn_rerun_failed.145MIT