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
77,196 servers. Updated
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Matching MCP tools:
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ai.finestructure
app.era
io.github.bh-rat
io.github.aditya201551
"Tool for saving context and understanding repository structure" matching MCP servers:
- AlicenseNot gradedqualityCmaintenanceProtects AI agents from bad tool outputs, schema mismatches, and tool poisoning by validating, sanitizing, and scoring reliability of tool responses.MIT
- AlicenseNot gradedqualityCmaintenanceAnalyzes 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
- FlicenseNot gradedqualityCmaintenanceA 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.
- FlicenseNot gradedqualityCmaintenanceThis 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.
- FlicenseNot gradedqualityBmaintenanceEnables AI agents to inspect Git repositories for changes across committed, staged, unstaged, and untracked scopes, and run allowlisted validation commands with structured results.
- AlicenseNot gradedqualityBmaintenanceMITM proxy MCP server that intercepts and verifies AI agent tool calls, detecting fabrication, tracking costs, verifying outcomes, and inferring user satisfaction.MIT
- FlicenseNot gradedqualityBmaintenanceA throwaway HTTP MCP server that empirically tests whether Cursor invokes tools by exact name or munges them, to inform case normalization decisions.
- FlicenseNot gradedqualityDmaintenanceAn 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.
- AlicenseAqualityAmaintenanceZero-sidecar MCP server embedded directly in the Godot 4 editor as a GDScript EditorPlugin — no Node or Python sidecar. Reflection-driven tools over any engine class, validate-before-write GDScript, scene/script/resource authoring, and a runtime play-test loop (play, screenshot, input, assert).545MIT
- AlicenseNot gradedqualityDmaintenanceA server implementation of the Model Context Protocol (MCP) for managing development workflow with features like project management, task tracking, and QA review support.3AGPL 3.0
Trustabl for Cursorofficial
FlicenseNot gradedqualityBmaintenanceMCP server that brings Trustabl static reliability scanning into Cursor, letting agents inventory agents/tools, flag risky patterns, score production readiness, and write SARIF reports.8- FlicenseNot gradedqualityCmaintenanceAn MCP server that exposes a document store for evaluating agent tool-use accuracy and measuring resistance to indirect prompt injection, with built-in conformance to the 2026-07-28 MCP protocol.
- FlicenseNot gradedqualityDmaintenanceAn 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.359MIT
- AlicenseAqualityCmaintenanceA reference MCP server that enforces identity-aware tool access using role-based permissions (Reader, Analyst, Auditor) and supports multiple identity routes like Entra RBAC, Copilot Studio, and Okta XAA. It provides read-only access to test evidence with explicit denial paths for unauthorized tools.7MIT
- FlicenseAqualityBmaintenanceWindows桌面截图与窗口自动化工具，支持后台操作、不抢焦点，可截取窗口/屏幕、模拟鼠标键盘、点击菜单等。101
- FlicenseBqualityDmaintenanceEnables checking npm packages for known security vulnerabilities using the OSV API before installation. Supports both single package checks and bulk vulnerability scanning for multiple packages at once.2
- AlicenseCqualityDmaintenanceA simple server implementing the Model Context Protocol (MCP) that echoes messages back, designed for testing MCP clients.12MIT
- AlicenseCqualityDmaintenanceProvides a framework for running multiple MCP servers using FastAPI, stdio, and streamable-http transports, with an echo tool for testing and integration with MCP Inspector.14MIT