MCP Server Quality Scores
Independent quality analysis of 57580 public MCP servers
Last updated 1 hour, 40 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15301 |
Enables AI assistants to securely access and search Fastmail emails via the JMA…
|
F 30 5⁄5 | ||||||||
| 15302 |
Integrates the Reachy Mini robot or its simulation with Claude Code to provide …
|
F 30 5⁄4 | ||||||||
| 15303 |
MCP server for LightningProx — pay-per-request AI access via Bitcoin Lightning.…
|
F 30 5⁄5 | ||||||||
| 15304 |
Enables visual understanding and image description capabilities for iFlow CLI a…
|
F 30 5⁄5 | ||||||||
| 15305 |
Agent-to-agent messaging relay. Discover agents, send messages, and receive rep…
|
F 30 5⁄4 | ||||||||
| 15306 |
MCP server using the Aseprite API to create pixel art
|
F 30 5⁄4 | ||||||||
| 15307 |
Connects Kimi Code with Claude Code, enabling Claude to delegate bulk codebase …
|
F 30 5⁄4 | ||||||||
| 15308 |
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
|
F 30 5⁄4 | ||||||||
| 15309 |
An MCP server implementation that leverages Google's Gemini API to provide anal…
|
F 30 5⁄5 | ||||||||
| 15310 |
A comprehensive collection of LangGraph implementations, tutorials, and advance…
|
F 30 5⁄4 | ||||||||
| 15311 |
Enables real-time voice-to-text order processing and chicken business managemen…
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F 30 5⁄5 | ||||||||
| 15312 |
# Stop Building Features Based on Assumptions
**Spec Iterator** conducts stru…
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F 30 5⁄4 | ||||||||
| 15313 |
Provides dad jokes in multiple styles and topics through prompts and tools, inc…
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F 30 5⁄5 | ||||||||
| 15314 |
Enables AI assistants to interact with multiple AI models through the OpenCode …
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F 30 5⁄5 | ||||||||
| 15315 |
A lightweight Model Context Protocol (MCP) server that enables AI assistants li…
|
F 30 5⁄4 | ||||||||
| 15316 |
A Model Context Protocol server that provides expert guidance for Dojo and Cair…
|
F 30 5⁄5 | ||||||||
| 15317 |
Provides a Qt-based graphical interface for AI tools like Cursor to facilitate …
|
F 30 5⁄4 | ||||||||
| 15318 |
A centralized workspace orchestration server that enables natural language task…
|
F 30 5⁄5 | ||||||||
| 15319 |
An advanced sequential thinking process using a Multi-Agent System (MAS) built …
|
F 30 5⁄5 | ||||||||
| 15320 |
Provides advanced image analysis capabilities including object recognition, OCR…
|
F 30 5⁄5 | ||||||||
| 15321 |
A FastMCP-based server that supports SSE real-time event streaming and tool cal…
|
F 30 5⁄4 | ||||||||
| 15322 |
Accesses the doppelgangers.ai Social Media Context API to provide contextualize…
|
F 30 5⁄5 | ||||||||
| 15323 |
Enables Claude agents to checkpoint their context state and reset back to saved…
|
F 30 5⁄4 | ||||||||
| 15324 |
Enables fast text classification using Model2Vec static embeddings with 10 defa…
|
F 30 5⁄5 | ||||||||
| 15325 |
8 strategic GTM tools: PMF, Launch, Interviews, Retention, Partners, Crisis, Co…
|
F 30 5⁄4 | ||||||||
| 15326 |
A starter template for building MCP (Model Context Protocol) servers that can i…
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F 30 5⁄5 | ||||||||
| 15327 |
Builds and manages a cardiology-focused knowledge graph in Neo4j by extracting …
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F 30 5⁄5 | ||||||||
| 15328 |
Enables AI-powered image generation from text prompts using fal.ai models direc…
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F 30 5⁄4 | ||||||||
| 15329 |
MCP of MCPs. Automatic discovery and configure MCP servers on your local machin…
|
F 30 5⁄5 | ||||||||
| 15330 |
Enables AI agents to write and execute Python code in an isolated sandbox that …
|
F 30 5⁄4 | ||||||||
| 15331 |
Make RSS 📰 great again with AI 🧠✨!! [作者新开的Gpt模型中转站 - 0.2 倍率, 0.2元当1刀花，比官方便宜35倍 …
|
F 30 5⁄4 | ||||||||
| 15332 |
Provides tools to interact with the HireBase Job API, enabling users to search …
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F 30 5⁄5 | ||||||||
| 15333 |
Gives VS Code agent mode planning superpowers with dynamic todo lists
|
F 30 5⁄4 | ||||||||
| 15334 |
An MCP server that securely interfaces with your iMessage database via the Mode…
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F 30 5⁄4 | ||||||||
| 15335 |
Enables AI systems to interact with JIRA through natural language, allowing use…
|
F 30 5⁄5 | ||||||||
| 15336 |
An interactive chat interface that combines Ollama's LLM capabilities with Post…
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F 30 5⁄4 | ||||||||
| 15337 |
A Model Context Protocol implementation that enables LLMs to execute complex, m…
|
F 30 5⁄5 | ||||||||
| 15338 |
Integration between Model Context Protocol (MCP) and Facebook's iOS Development…
|
F 30 5⁄5 | ||||||||
| 15339 |
A remote MCP server providing a tool for searching and querying ATprotocol docu…
|
F 30 5⁄5 | ||||||||
| 15340 |
Production-ready NestJS boilerplate with JWT auth, PostgreSQL/Prisma, AWS S3/SE…
|
F 30 5⁄4 | ||||||||
| 15341 |
An agent-based tool that provides web search and advanced research capabilities…
|
F 30 5⁄5 | ||||||||
| 15342 |
Build and deploy pragmatic retrieval-augmented generation (RAG) agents efficien…
|
F 30 5⁄4 | ||||||||
| 15343 |
Enable Claude Code, Cursor, or your favorite LLM to interact with Xcode, buildi…
|
F 30 5⁄4 | ||||||||
| 15344 |
A comprehensive Model Context Protocol (MCP) server for EVE Online traffic, nav…
|
F 30 5⁄4 | ||||||||
| 15345 |
Enables local language models to request real-time peer review feedback from Go…
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F 30 5⁄5 | ||||||||
| 15346 |
Enforces GINIALTECH project conventions and protects critical files while provi…
|
F 30 5⁄4 | ||||||||
| 15347 |
Reduce Claude Desktop consumption by 10x - Integrate Google's Gemini or Z.ai's …
|
F 30 6⁄4 | ||||||||
| 15348 |
Enables automated README file management for development projects through MCP t…
|
F 30 5⁄5 | ||||||||
| 15349 |
SafeLink lets AI agents hire other AI agents — and get hired — with cryptograph…
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F 30 5⁄4 | ||||||||
| 15350 |
A focused project memory system that provides knowledge graph capabilities and …
|
F 30 5⁄4 | ||||||||