MCP Server Quality Scores
Independent quality analysis of 46347 public MCP servers
Last updated 2 hours, 7 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46251 |
metaflow-mcp-server
Claim
Enables coding agents to interact with Metaflow workflows, including querying f…
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| 46252 |
Qdrant MCP Server
Claim
Enables interaction with Qdrant vector database for storing, searching, and man…
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| 46253 |
OPA MCP
Claim
Author, validate, debug, and explain OPA Rego policies through any MCP-compatib…
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| 46254 |
DCC-MCP-IPC
Claim
Multi-protocol IPC adapter layer for integrating DCC software (Maya, Houdini, B…
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| 46255 |
Provides access to the Allen Institute for Brain Science API, enabling queries …
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| 46256 |
Ghost Writer MCP
Claim
Scans Git repositories, identifies interesting engineering work, and generates …
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| 46257 |
MCP Server PR Pilot
Claim
A Model Context Protocol server that generates pull request descriptions, commi…
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| 46258 |
Minds MCP Server
Claim
Enables LLMs to interact with Minds through the Minds SDK, supporting resource …
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| 46259 |
tork-governance
Claim
AI agent governance for MCP: PII detection, policy enforcement, compliance, and…
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| 46260 |
MCP Grocy API
Claim
Enables interaction with Grocy's API through MCP, allowing management of grocer…
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| 46261 |
multi-agent-debate-mcp
Claim
Facilitates structured multi-agent debates with arguments, rebuttals, and judgm…
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| 46262 |
ArXiv Sync MCP Server
Claim
Enables AI assistants to search, download, and access arXiv papers with local s…
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| 46263 |
mcp-server-251215
Claim
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| 46264 |
Connxio MCP Server
Claim
Provides tools for managing Connxio integrations, code components, environment …
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| 46265 |
Todoist MCP Server
Claim
Enables task, project, section, label, and comment management via Todoist's API…
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| 46266 |
rdap-mcp
Claim
Enables domain lookups using the RDAP protocol, returning structured registrati…
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| 46267 |
Project Manager MCP
Claim
Enables AI agents to manage projects, epics, and tasks with atomic locking, rea…
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| 46268 |
UPS MCP Server
Claim
Enables AI agents to create shipments, track packages, get rates, validate addr…
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| 46269 |
mcp-music-forge
Claim
MCP server for downloading and processing audio from SoundCloud and other sourc…
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| 46270 |
MaxCompute MCP Server
Claim
MCP server for MaxCompute, enabling table listing, schema inspection, partition…
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| 46271 |
junto-memory
Claim
A shared memory and coordination server for multiple AI coding agents, built on…
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| 46272 |
Provides tools for scaffolding, validating, and maintaining Metalsmith plugins …
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| 46273 |
mapleflow
Claim
Unified AI API — 30+ models from OpenAI, Anthropic, Google, Groq, and xAI throu…
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| 46274 |
KanbanFlow MCP Server
Claim
Enables managing KanbanFlow boards, tasks, and workflows directly from Cursor/C…
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| 46275 |
gdbmcp
Claim
Exposes GDB operations over the Model Context Protocol, allowing management of …
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| 46276 |
redmine-mcp-server
Claim
Enables AI assistants to interact with Redmine for task management, time loggin…
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| 46277 |
ringback
Claim
Lets the LLM reach you on your phone: live, interruptible voice calls and tiere…
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| 46278 |
NOAA SWPC space weather: storm scales, Kp index, aurora forecasts, solar wind, …
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| 46279 |
Give Claude direct access to your AWS account, SSH into your servers, run shell…
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| 46280 |
Kova Mind MCP Server
Claim
Enables AI memory persistence and secure credential management via vault tools …
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| 46281 |
Datashift MCP Server
Claim
Enables AI agents to submit tasks for human or AI review and receive decisions …
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| 46282 |
paper-mcp
Claim
Enables retrieval of academic paper metadata, PDFs, full text, citations, and r…
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| 46283 |
An MCP server implementation that allows using Google's Gemini AI models (speci…
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| 46284 |
An MCP server for securely executing Python code, supporting STDIO, Streamable …
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| 46285 |
mermaid-mcp-server
Claim
Provides MCP tools to validate Mermaid diagram syntax, render diagrams to SVG, …
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| 46286 |
GitBranchMCP
Claim
A local-first MCP server for AI programming branch notes and mainline decision …
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| 46287 |
HoudiniMCP
Claim
Connects Claude AI to Houdini through the Model Context Protocol, enabling dire…
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| 46288 |
TheAlmanac
Claim
Enables programmers to search, download, and access up-to-date API and software…
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| 46289 |
Rive MCP Server
Claim
Orchestrates Rive animations by enabling discovery, integration, and compositio…
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| 46290 |
MCP Database Server
Claim
A secure multi-database MCP server supporting MySQL, PostgreSQL, and SQLite wit…
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| 46291 |
Moorcheh MCP Server
Claim
Enables interaction with Moorcheh AI services including namespace management, d…
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| 46292 |
vyos-mcp
Claim
MCP server for managing VyOS routers via the VyOS HTTP API, allowing AI assista…
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| 46293 |
Active MCP
Claim
A Ruby on Rails engine for the Model Context Protocol (MCP) that enables connec…
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| 46294 |
yfinance-mcp-server
Claim
Enables retrieval of historical stock data from Yahoo Finance through a simple …
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| 46295 |
Office-PowerPoint-MCP
Claim
Enables AI assistants to programmatically create, manipulate, and analyze Micro…
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| 46296 |
MCP Architect
Claim
Provides comprehensive architectural expertise through specialized agents, reso…
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| 46297 |
Relay
Claim
Adds a human-in-the-loop checkpoint to MCP-capable AI coding agents, enabling t…
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| 46298 |
Yougile MCP Server
Claim
Enables AI agents and developer tools to interact programmatically with Yougile…
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| 46299 |
Provides LLMs with direct access to official vendor PDF documentation for elect…
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| 46300 |
Daimonos
Claim
Agent-optimized MCP server with structured JSON tools. 20-45% token savings.
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