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licenseA
qualityA
maintenanceA local MCP server that packages LLM evaluation gates as reusable CI/CD primitives, enabling AI agents to run datasets against models, score responses, and enforce quality thresholds.
Last updated
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MIT
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"Using another LLM for research purposes" matching MCP servers:
- FlicenseBqualityDmaintenanceProvides a universal bridge to interact with any OpenAI-compatible LLM API (local or cloud), enabling model testing, benchmarking, quality evaluation, and chat operations with performance metrics.Last updated8
mock-llm-mcpofficial
Alicense-qualityDmaintenanceMCP server to mock OpenAI, Anthropic, and Google Gemini responses for testing AI integrations without real API keys or token spend.Last updatedMIT- Alicense-qualityCmaintenanceEvaluates RAG outputs on faithfulness, answer relevancy, and context precision using an LLM-as-a-Judge backend. Exposes tools for running evaluations, scoring individual samples, and checking thresholds, enabling CI gating and on-demand assessment via MCP.Last updatedMIT
- Alicense-qualityBmaintenanceEnables Claude Code to benchmark llm-d from plain English, providing 35 tools and 5 workflow prompts for probing clusters, planning, deploying, running benchmarks, and analyzing results via the Model Context Protocol.Last updatedApache 2.0
- AlicenseAqualityCmaintenanceExposes llm-behave's behavioral regression testing as MCP tools, allowing offline semantic similarity checks on LLM outputs without any API calls.Last updated3MIT
- Alicense-quality-maintenanceEnables benchmarking of Large Language Model APIs by measuring performance metrics such as generation throughput, prompt throughput, and Time To First Token (TTFT) with configurable concurrency levels and parameters.Last updated1
- 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).Last updated10523MIT
- 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.Last updated2
- Alicense-qualityDmaintenanceEnables LLMs to perform browser automation tasks including web scraping, taking screenshots, and executing JavaScript using Playwright. It facilitates real-time interaction with web pages and the generation of automated test code.Last updated8MIT
- Alicense-qualityCmaintenanceMongoDB-integrated MCP server for documenting and analyzing LLM safety challenges in the Grey Swan Arena competitions.Last updated275MIT
- Flicense-qualityFmaintenanceEnables AI-powered document analysis and querying for project documentation using vector embeddings stored in Redis. Supports document upload, context-aware Q\&A, automatic test case generation, and requirements traceability through OpenAI integration.Last updated275
- AlicenseCqualityDmaintenanceA simple server implementing the Model Context Protocol (MCP) that echoes messages back, designed for testing MCP clients.Last updated12MIT
- 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.Last updated14MIT
- Alicense-quality-maintenanceBridges AI models with WinDbg to analyze Windows crash dumps and perform remote debugging through natural language queries, enabling execution of debugger commands and automated crash analysis.Last updated
- Flicense-quality-maintenanceScans MESH by Viscount systems for default credential vulnerabilities, performs security assessments, and generates compliance reports for authorized penetration testing and security research purposes.Last updated1
- AlicenseAqualityAmaintenanceMCP server for Allure TestOps — lets an LLM agent (Claude Code, Cursor, Windsurf, etc.) inspect test quality without leaving the chat.Last updated113MIT
- 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.Last updated22254Apache 2.0
- AlicenseAqualityCmaintenanceAn MCP server that grades prompts against a validated rubric, tracks real outcomes, and provides guidance grounded in research on what predicts good results.Last updated4MIT
AcuityScan MCP Serverofficial
AlicenseAqualityCmaintenanceEnables AI clients to run comprehensive website scans for security, accessibility, performance, and SEO using the AcuityScan API.Last updated103MIT