MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 3 hours, 34 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20801 |
Metadata-first fiction editing and reasoning tools for long-form writing projec…
|
B 73 3⁄3 | ||||||||
| 20802 |
magpipe
Claim
Manage AI voice agents, calls, SMS, contacts, and phone numbers via Magpipe.
|
B 73 4⁄3 | ||||||||
| 20803 |
ananke
Claim
The Visual Control Plane for MCP Servers & AI Skills.
|
B 73 3⁄3 | ||||||||
| 20804 |
symfony-mcp-server
Claim
A Symfony package designed for building secure servers based on the Model Conte…
|
B 73 3⁄3 | ||||||||
| 20805 |
MacWhisper transcription for Claude Desktop. Fully local, no cloud, audio stays…
|
B 73 3⁄3 | ||||||||
| 20806 |
MCP server to access Costco warehouse receipts and online orders via their inte…
|
B 73 3⁄3 | ||||||||
| 20807 |
Discover SAP BTP services, browse service catalog, check running instances, que…
|
B 73 3⁄3 | ||||||||
| 20808 |
Enables AI assistants to interact with Obsidian vaults through direct filesyste…
|
B 73 4⁄3 | ||||||||
| 20809 |
civic-ai-tools
Claim
Open-source platform connecting AI assistants to government open data — MCP ser…
|
B 73 3⁄3 | ||||||||
| 20810 |
Provides AI assistants with comprehensive access to n8n workflow automation pla…
|
B 73 4⁄4 | ||||||||
| 20811 |
Extended reasoning with structured processes, persistence, and workflow guidance
|
B 73 4⁄3 | ||||||||
| 20812 |
ab100
Claim
Exam AB-100: Agentic AI Business Solutions Architect
|
B 73 3⁄3 | ||||||||
| 20813 |
Enables comprehensive management of Proxmox Virtual Environment through 35 tool…
|
B 73 4⁄4 | ||||||||
| 20814 |
glowfic-rag
Claim
Provides semantic search capabilities over glowfic.com content using a pre-buil…
|
B 73 3⁄3 | ||||||||
| 20815 |
MCP server providing cognitive memory tools (remember, recall, think, etc.) for…
|
B 73 3⁄3 | ||||||||
| 20816 |
Enables LLMs to compute cryptographic hashes and perform key derivation functio…
|
B 73 3⁄3 | ||||||||
| 20817 |
SeekChat
Claim
SeekChat supports MCP tool execution, enabling AI to directly control your comp…
|
B 73 4⁄3 | ||||||||
| 20818 |
Rails AI Context
Claim
38 MCP tools give AI agents live Rails schema, routes, models, and conventions.
|
B 73 3⁄3 | ||||||||
| 20819 |
Enables AI assistants to manage Migadu email hosting services through natural l…
|
B 73 4⁄4 | ||||||||
| 20820 |
Provides 51 granular tools for Spotify control and data retrieval, optimized fo…
|
B 73 4⁄4 | ||||||||
| 20821 |
Preserves the emotional texture of human-AI conversations across sessions throu…
|
B 73 3⁄3 | ||||||||
| 20822 |
AI browser tools with Chrome CDP. Navigate, screenshot, interact. Multi-provide…
|
B 73 3⁄3 | ||||||||
| 20823 |
Exposes codebase analysis data, including module structures, dependencies, and …
|
B 73 3⁄3 | ||||||||
| 20824 |
Enables reading, writing, and managing Google Sheets documents with support for…
|
B 73 4⁄4 | ||||||||
| 20825 |
Personalize AI coding assistants by analyzing local conversation history. Runs …
|
B 73 3⁄3 | ||||||||
| 20826 |
byob
Claim
Bring Your Own Browser — let your AI agent use the Chrome you already have open
|
B 73 3⁄3 | ||||||||
| 20827 |
Scan codebases for AI usage, classify risk, generate EU AI Act compliance repor…
|
B 73 3⁄3 | ||||||||
| 20828 |
|
B 73 4⁄3 | ||||||||
| 20829 |
Persistent project context for Claude. IANA-registered .faf format.
|
B 73 4⁄3 | ||||||||
| 20830 |
A stealth browser MCP server with 69 tools for undetectable web automation. It …
|
B 73 3⁄3 | ||||||||
| 20831 |
An MCP server that retrieves Japanese stock market data via J-Quants API v2.
|
B 73 3⁄3 | ||||||||
| 20832 |
bamboohr-mcp
Claim
Enables natural language interaction with BambooHR to manage employee records, …
|
B 73 4⁄4 | ||||||||
| 20833 |
webiny-js
Claim
Open-source, self-hosted CMS platform on AWS serverless (Lambda, DynamoDB, S3).…
|
B 73 3⁄3 | ||||||||
| 20834 |
Acts as a security checkpoint for AI coding agents by intercepting package inst…
|
B 73 3⁄3 | ||||||||
| 20835 |
inbed
Claim
AI agent dating — personality matching, compatibility scoring, and real convers…
|
B 73 3⁄3 | ||||||||
| 20836 |
Gives a Microsoft Copilot Studio agent Claude-Code-style tools to read, edit, s…
|
B 73 3⁄3 | ||||||||
| 20837 |
Cloudflare MCP Server — 84 tools for DNS, Tunnels, WAF, Zero Trust, R2, KV & Wo…
|
B 73 4⁄3 | ||||||||
| 20838 |
A comprehensive MCP server providing access to Open-Meteo weather APIs for Larg…
|
B 73 4⁄4 | ||||||||
| 20839 |
Enables management of Hostinger services, allowing users to deploy WordPress si…
|
B 73 4⁄4 | ||||||||
| 20840 |
Reflexive Memory for AI Agents - MCP Server. Remembers, forgets, questions, and…
|
B 73 3⁄3 | ||||||||
| 20841 |
Engram
Claim
Headless geometric memory engine for AI agents — no Vector DB, no cloud, no API…
|
B 73 3⁄3 | ||||||||
| 20842 |
A production-ready MCP server that integrates OpenAI with FastAPI and Redis to …
|
B 73 4⁄3 | ||||||||
| 20843 |
MCP server exposing MySQL database functionalities as tools
|
B 73 3⁄3 | ||||||||
| 20844 |
whmcs-mcp-server
Claim
MCP server to help manage a WHMCS installation.
|
B 73 4⁄4 | ||||||||
| 20845 |
MCP server for Godot game engine integration — control the Godot editor with AI
|
B 73 4⁄3 | ||||||||
| 20846 |
An MCP server that provides tools for parliamentary research by allowing users …
|
B 73 4⁄4 | ||||||||
| 20847 |
Northern Trust MCP Layer
Claim
A 'Server of Servers' architecture that aggregates domain-specific financial da…
|
B 73 3⁄3 | ||||||||
| 20848 |
Let AI agents see and interact with terminal/CLI apps via PNG screenshots
|
B 73 3⁄3 | ||||||||
| 20849 |
An MCP server that provides a smart proxy to other mcp servers
|
B 73 3⁄3 | ||||||||
| 20850 |
Debugging MCP Server
Claim
Enables LLMs to automatically diagnose coding errors through codebase search, t…
|
B 73 3⁄3 | ||||||||