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
72,396 servers. Updated
Search Relevance ↓
Recent Usage ↓
Date Added ↓
Date Updated ↓
Weekly Downloads ↓
GitHub Stars ↓
Recent GitHub Stars ↓
Matching MCP tools:
Matching MCP Connectors:
com.commandplusk
co.supabase.rtcelwjnrbmfmrywacky
com.onrender.mcp-x402-paywall
io.github.pipeworx-io
"Information about the Justfile Command-Line Tool" matching MCP servers:
- Alicense-qualityCmaintenanceProtects AI agents from bad tool outputs, schema mismatches, and tool poisoning by validating, sanitizing, and scoring reliability of tool responses.MIT
- Alicense-qualityBmaintenanceEnables AI agents to verify Ceph CLI commands, config parameters, and review test scripts using a pre-generated knowledge base.MIT
- 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
- Alicense-qualityDmaintenanceMCP server for automatic Storybook story generation, component analysis, and validation. Auto-detects React frameworks and syncs component documentation.631MIT
- Alicense-qualityBmaintenanceScreenshot any URL from the command line with metadata sidecars, accessibility audits, visual regression, performance analysis, and MCP integration for AI-assisted development.63MIT
- Flicense-qualityDmaintenanceExposes a set of CLI tools (test generation, documentation generation, linting, test running, code search) to AI assistants via MCP, allowing them to perform these tasks through natural language.3
- 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.
- 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
- AlicenseAqualityAmaintenanceEyes for AI coding agents: deterministic MCP server that tells the LLM which CSS rule wins, in which file, on which line — and why. Cascade verdicts, blast radius, interaction timelines, pixel-perfect audits.22234Apache 2.0
- 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.3481MIT
- AlicenseAqualityAmaintenanceDrives a browser - or a native Expo/React Native app - and your dev server, putting both on one correlated timeline so a console error and the backend stack trace from the same moment line up. For Claude Code and AI agents.461171MIT