MCP Server Quality Scores
Independent quality analysis of 69153 public MCP servers
Last updated 4 hours, 22 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15951 |
Enables AI coding assistants to search and retrieve information from a locally …
|
F 30 5⁄4 | ||||||||
| 15952 |
A powerful research assistant that conducts intelligent, iterative research thr…
|
F 30 5⁄5 | ||||||||
| 15953 |
An MCP server that provides a tool to extract text content from local PDF files…
|
F 30 5⁄4 | ||||||||
| 15954 |
Enables natural language exploration and querying of Google BigQuery datasets t…
|
F 30 6⁄6 | ||||||||
| 15955 |
A centralized workspace orchestration server that enables natural language task…
|
F 30 5⁄5 | ||||||||
| 15956 |
A minimal fastmcp demonstration server that provides a simple addition tool thr…
|
F 30 5⁄5 | ||||||||
| 15957 |
A Flask-based server that implements Model Context Protocol to enhance LLMs wit…
|
F 30 5⁄5 | ||||||||
| 15958 |
An experimental MCP server that provides weather information tools, including t…
|
F 30 5⁄5 | ||||||||
| 15959 |
Enables generation of Xiaohongshu (Little Red Book) social media content includ…
|
F 30 5⁄5 | ||||||||
| 15960 |
Integrates Google NotebookLM into Claude to allow users to manage notebooks, ad…
|
F 30 5⁄4 | ||||||||
| 15961 |
Enables intelligent management of Google Cloud Platform infrastructure using Te…
|
F 30 5⁄5 | ||||||||
| 15962 |
MCP server for Florentine.ai - Natural language to MongoDB aggregations
|
F 30 5⁄5 | ||||||||
| 15963 |
An MCP server that interfaces with Google NotebookLM to enable autonomous acade…
|
F 30 5⁄5 | ||||||||
| 15964 |
An MCP server for generic Database Management System (DBMS) Connectivity via SQ…
|
F 30 5⁄4 | ||||||||
| 15965 |
MCP server for transcribing Google Chat voice messages using Groq Whisper API
|
F 30 5⁄4 | ||||||||
| 15966 |
Enables AI assistants running in WSL to capture Windows screenshots of full des…
|
F 30 5⁄5 | ||||||||
| 15967 |
A simple Model Context Protocol server that evaluates mathematical expressions …
|
F 30 5⁄5 | ||||||||
| 15968 |
Enables capturing screenshots of all connected monitors with automatic JPEG com…
|
F 25 5⁄4 | ||||||||
| 15969 |
49 Bitcoin tools for AI agents: fees, mempool, blocks, mining, price. Zero conf…
|
F 25 6⁄6 | ||||||||
| 15970 |
Provides comprehensive enterprise qualification and certificate data, including…
|
F 25 5⁄5 | ||||||||
| 15971 |
Full-stack security for AI agents — static analysis + MCP runtime interception.…
|
F 25 5⁄5 | ||||||||
| 15972 |
Enables Claude to authenticate with TuringMind cloud, upload code review result…
|
F 25 5⁄5 | ||||||||
| 15973 |
[Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private De…
|
F 25 5⁄5 | ||||||||
| 15974 |
Automatically generates and updates CVs/resumes by aggregating data from git co…
|
F 25 5⁄4 | ||||||||
| 15975 |
This is an MCP server to manage PayPal
|
F 25 5⁄5 | ||||||||
| 15976 |
|
F 25 5⁄5 | ||||||||
| 15977 |
Enables AI assistants to search for pet products, manage shopping carts, and bo…
|
F 25 5⁄5 | ||||||||
| 15978 |
LLM-driven context and memory management with wide-recall + precise-reranking R…
|
F 25 5⁄5 | ||||||||
| 15979 |
Provides Claude Code direct access to a Sirr secret vault for reading, pushing,…
|
F 25 5⁄5 | ||||||||
| 15980 |
A server that provides AI-powered image generation, modification, and processin…
|
F 25 5⁄5 | ||||||||
| 15981 |
AI-powered SVG icon generation MCP server. Generate production-ready SVG icons …
|
F 25 5⁄5 | ||||||||
| 15982 |
A containerized server that enables AI clients to perform automated network pac…
|
F 25 5⁄5 | ||||||||
| 15983 |
Moltbook MCP server: post, comment, upvote, DMs, communities. API key auth.
|
F 25 5⁄5 | ||||||||
| 15984 |
Enables network discovery, port scanning, and infrastructure monitoring with de…
|
F 25 5⁄4 | ||||||||
| 15985 |
A Node.js server that enables AI Clients to interact with the Directus CMS API …
|
F 25 5⁄5 | ||||||||
| 15986 |
A TypeScript-based MCP server that enables AI agents to send messages to Micros…
|
F 25 5⁄5 | ||||||||
| 15987 |
Enables viewing and browsing Notion page content through a web interface with m…
|
F 25 5⁄5 | ||||||||
| 15988 |
Enables AI assistants to create and manage Mochi Cards flashcards, including ca…
|
F 25 6⁄6 | ||||||||
| 15989 |
Enables AI agents to control Alexa-connected smart home devices, including voic…
|
F 25 5⁄5 | ||||||||
| 15990 |
Provides programmatic access to ingest and query Windows event logs (especially…
|
F 25 5⁄4 | ||||||||
| 15991 |
Enables Cursor and Windsurf to safely manage Supabase databases, execute SQL qu…
|
F 25 5⁄5 | ||||||||
| 15992 |
A server implementation that streams real-time Binance market data (spot and fu…
|
F 25 5⁄5 | ||||||||
| 15993 |
AI-powered content and image generation server with Google Imagen 3/4 for image…
|
F 25 5⁄5 | ||||||||
| 15994 |
A lightweight MCP server for image processing and cloud uploads that automates …
|
F 25 5⁄5 | ||||||||
| 15995 |
Enables secure API key management for development projects by storing keys in O…
|
F 25 5⁄4 | ||||||||
| 15996 |
MCP server for InsForge BaaS — database, storage, edge functions, and deploymen…
|
F 25 6⁄6 | ||||||||
| 15997 |
Persistent memory and cross-session learning for AI coding assistants (hosted r…
|
F 25 6⁄6 | ||||||||
| 15998 |
A Model Context Protocol server that enables AI assistants to perform advanced …
|
F 25 5⁄5 | ||||||||
| 15999 |
Google Toolbox
|
F 25 5⁄4 | ||||||||
| 16000 |
Enables AI-assisted 3D modeling workflows by connecting Blender with LLMs and C…
|
F 25 5⁄4 | ||||||||