MCP Server Quality Scores
Independent quality analysis of 47923 public MCP servers
Last updated 1 hour, 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 8951 |
Provides access to Marginalia Search for discovering non-commercial and indepen…
|
C 68 5⁄5 | ||||||||
| 8952 |
Automatically generates mind map images from text content using Coze API workfl…
|
C 68 5⁄5 | ||||||||
| 8953 |
Enables AI assistants to execute Python, JavaScript, Bash, and Go code in blazi…
|
C 68 5⁄5 | ||||||||
| 8954 |
Access MercadoLibre's API to search products, retrieve reviews, and check selle…
|
C 68 5⁄5 | ||||||||
| 8955 |
Coolify MCP Server
Claim
Enables interaction with Coolify applications and resources through the Coolify…
|
C 68 5⁄5 | ||||||||
| 8956 |
Provides real-time access to Transport for London data, enabling users to check…
|
C 68 5⁄5 | ||||||||
| 8957 |
Exposes Cisco Network Services Orchestrator (NSO) operations and data as MCP to…
|
C 68 5⁄5 | ||||||||
| 8958 |
MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and…
|
C 68 5⁄5 | ||||||||
| 8959 |
cognitive-ai-memory
Claim
Ebbinghaus-based persistent memory for Claude. Memories decay with time, streng…
|
C 68 5⁄4 | ||||||||
| 8960 |
A Model Context Protocol server that integrates AI assistants with Mem0.ai's pe…
|
C 68 5⁄5 | ||||||||
| 8961 |
Fetch MCP
Claim
A template for deploying remote Model Context Protocol servers on Cloudflare Wo…
|
C 68 5⁄4 | ||||||||
| 8962 |
MySQL MCP Server Pro
Claim
Provides comprehensive MySQL database operations including CRUD, performance op…
|
C 68 5⁄5 | ||||||||
| 8963 |
Enables execution of crypto-related tool planning through Kirha AI's API with c…
|
C 68 5⁄5 | ||||||||
| 8964 |
Enables interaction with the Moltbook social platform, a Reddit-like community …
|
C 68 5⁄4 | ||||||||
| 8965 |
A simple system that allows Claude to leave and manage notes for itself across …
|
C 68 5⁄5 | ||||||||
| 8966 |
Fireproof ledger database with multi-user sync
|
C 68 5⁄5 | ||||||||
| 8967 |
Enables text-to-image generation through the ModelScope platform using the Qwen…
|
C 68 5⁄5 | ||||||||
| 8968 |
A basic TypeScript starter template for building Model Context Protocol (MCP) s…
|
C 68 5⁄5 | ||||||||
| 8969 |
Provides real-time, privacy-preserving analysis of LLM interactions to detect p…
|
C 68 5⁄4 | ||||||||
| 8970 |
High-performance code understanding toolkit that enables batch reading of multi…
|
C 68 5⁄5 | ||||||||
| 8971 |
Enables Large Language Models to connect to various real-world applications thr…
|
C 68 5⁄5 | ||||||||
| 8972 |
Enables AI agents to programmatically manage GoHighLevel accounts through a Clo…
|
C 68 5⁄5 | ||||||||
| 8973 |
A Cloudflare Workers-based MCP server that enables secure remote connections us…
|
C 68 5⁄5 | ||||||||
| 8974 |
A containerized Model Context Protocol server that enables using natural langua…
|
C 68 5⁄4 | ||||||||
| 8975 |
Enables full desktop automation on macOS through natural language, including mo…
|
C 68 5⁄4 | ||||||||
| 8976 |
An MCP server that utilizes Trello as a knowledge base for storing, searching, …
|
C 68 5⁄5 | ||||||||
| 8977 |
MCP Web Scraper
Claim
A lightweight web scraping server that allows Claude Desktop users to extract v…
|
C 68 5⁄5 | ||||||||
| 8978 |
Enables AI assistants to interact with LI.FI's cross-chain infrastructure, prov…
|
C 68 5⁄5 | ||||||||
| 8979 |
A modular MCP server that extends GitHub Copilot's capabilities through intelli…
|
C 68 5⁄5 | ||||||||
| 8980 |
Enables web scraping, React app testing, and React Native web app inspection us…
|
C 68 5⁄5 | ||||||||
| 8981 |
A Model Context Protocol server that provides secure and intelligent interactio…
|
C 68 5⁄4 | ||||||||
| 8982 |
Provides comprehensive access to ElevenLabs AI audio features including text-to…
|
C 68 5⁄5 | ||||||||
| 8983 |
A Model Context Protocol server that provides image generation capabilities usi…
|
C 68 5⁄5 | ||||||||
| 8984 |
Provides professional Chinese astrology calculations including Four Pillars, Fi…
|
C 68 5⁄5 | ||||||||
| 8985 |
An MCP server for KubeCon + CloudNativeCon Europe 2026 that provides agentic sc…
|
C 68 5⁄4 | ||||||||
| 8986 |
An MCP server that provides an interface for the Interactive Brokers API via th…
|
C 68 5⁄5 | ||||||||
| 8987 |
A simple MCP server implementation that provides AI models with basic Solana RP…
|
C 68 5⁄5 | ||||||||
| 8988 |
unreal-mcp
Claim
Enables Claude Desktop to interact with Unreal Engine 5.3 via Remote Control AP…
|
C 68 5⁄4 | ||||||||
| 8989 |
A Model Context Protocol server implementation that integrates Wordware flows a…
|
C 68 5⁄4 | ||||||||
| 8990 |
Enables natural language exploration of Azure environments by generating and ex…
|
C 68 5⁄5 | ||||||||
| 8991 |
Enables interaction with Apache Kafka topics, allowing users to publish message…
|
C 68 5⁄5 | ||||||||
| 8992 |
Enables AI agents to interact with terminal-based TUI applications by capturing…
|
C 68 5⁄4 | ||||||||
| 8993 |
Enhance AI-generated code quality through intelligent, prompt-based analysis ac…
|
C 68 5⁄4 | ||||||||
| 8994 |
Enables Claude Code to call Gemini models through an OpenAI-compatible API, pro…
|
C 68 5⁄5 | ||||||||
| 8995 |
Intercepts Claude conversations via MITM proxy and stores them in Mem0, enablin…
|
C 68 5⁄5 | ||||||||
| 8996 |
Enables Claude to interact with MongoDB databases through natural language, sup…
|
C 68 5⁄5 | ||||||||
| 8997 |
Facilitates project management with the Linear API via the Model Context Protoc…
|
C 68 5⁄5 | ||||||||
| 8998 |
transition-mcp
Claim
AI-powered multisport coaching — workouts, training plans, and performance anal…
|
C 68 5⁄4 | ||||||||
| 8999 |
MCP server for interacting with Elasticsearch
|
C 68 5⁄4 | ||||||||
| 9000 |
Weather MCP Server
Claim
A Model Context Protocol compatible server that provides weather information fo…
|
C 68 5⁄5 | ||||||||