MCP Server Quality Scores
Independent quality analysis of 59573 public MCP servers
Last updated 1 hour, 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20801 |
Enables AI coding agents to locate UI elements on screen with exact pixel coord…
|
B 73 3⁄3 | ||||||||
| 20802 |
MCP server for authenticated REST API calls — auto-login, token caching, 2FA/OT…
|
B 73 3⁄3 | ||||||||
| 20803 |
webiny-js
Claim
Open-source, self-hosted CMS platform on AWS serverless (Lambda, DynamoDB, S3).…
|
B 73 3⁄3 | ||||||||
| 20804 |
Shared memory hub for LLMs to persist and share project context, enabling seaml…
|
B 73 3⁄3 | ||||||||
| 20805 |
An MCP server for indexing and searching Commodore 64 documentation using full-…
|
B 73 4⁄4 | ||||||||
| 20806 |
Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents
|
B 73 4⁄3 | ||||||||
| 20807 |
Condition watcher for AI assistants — wait for ports, files, URLs, processes, a…
|
B 73 4⁄3 | ||||||||
| 20808 |
Locale detect, translations, plurals for AI agents
|
B 73 3⁄3 | ||||||||
| 20809 |
An MCP server that provides LLMs with stealth browser automation capabilities v…
|
B 73 3⁄3 | ||||||||
| 20810 |
Quadruple consensus MCP server for code validation using Codex, Gemini, and Qwen
|
B 73 4⁄3 | ||||||||
| 20811 |
Model Context Protocol Server for European Parliament Open Data
Providing AI as…
|
B 73 4⁄3 | ||||||||
| 20812 |
Clinical research MCP server for trial coordinators and life sciences teams. Re…
|
B 73 3⁄3 | ||||||||
| 20813 |
Controls the Stata GUI through Windows Stata Automation COM, enabling do-file m…
|
B 73 3⁄3 | ||||||||
| 20814 |
This server implementation allows AI assistants to interact with Asana's API, e…
|
B 73 4⁄4 | ||||||||
| 20815 |
Enables complete RPG Maker MZ game development through MCP tools, including aut…
|
B 73 4⁄3 | ||||||||
| 20816 |
Rails AI Context
Claim
38 MCP tools give AI agents live Rails schema, routes, models, and conventions.
|
B 73 3⁄3 | ||||||||
| 20817 |
Turns Claude Code into a recursive analysis engine that builds explorable decis…
|
B 73 3⁄3 | ||||||||
| 20818 |
Apollo.io MCP server. Search people, enrich contacts, find emails, research com…
|
B 73 3⁄3 | ||||||||
| 20819 |
asc-mcp
Claim
App Store Connect API server with 208 tools for managing apps, builds, TestFlig…
|
B 73 3⁄3 | ||||||||
| 20820 |
Enables AI assistants to perform comprehensive web research through tiered sear…
|
B 73 3⁄3 | ||||||||
| 20821 |
Engram
Claim
Headless geometric memory engine for AI agents — no Vector DB, no cloud, no API…
|
B 73 3⁄3 | ||||||||
| 20822 |
Personalize AI coding assistants by analyzing local conversation history. Runs …
|
B 73 3⁄3 | ||||||||
| 20823 |
A production-ready MCP server that integrates OpenAI with FastAPI and Redis to …
|
B 73 4⁄3 | ||||||||
| 20824 |
MCP server for deterministic document infrastructure, enabling canonical normal…
|
B 73 4⁄3 | ||||||||
| 20825 |
Apache Doris MCP Server
|
B 73 4⁄3 | ||||||||
| 20826 |
Enables AI agents like Claude and Cursor to directly query Google's NotebookLM …
|
B 73 4⁄3 | ||||||||
| 20827 |
SeekChat
Claim
SeekChat supports MCP tool execution, enabling AI to directly control your comp…
|
B 73 4⁄3 | ||||||||
| 20828 |
An MCP server that enables AI agents to create, read, edit, and manage Jupyter …
|
B 73 4⁄3 | ||||||||
| 20829 |
An MCP server that enables AI assistants to control Adobe After Effects through…
|
B 73 4⁄3 | ||||||||
| 20830 |
Connect to VSCode ide and use semantic tools like `find_usages`
|
B 73 4⁄3 | ||||||||
| 20831 |
Cryptographic accountability for AI agents. Ed25519-signed receipts for every M…
|
B 73 3⁄3 | ||||||||
| 20832 |
Enables comprehensive management of CloudStack infrastructure through natural l…
|
B 73 4⁄4 | ||||||||
| 20833 |
An MCP server that converts Windows WPR .etl performance traces into structured…
|
B 73 3⁄3 | ||||||||
| 20834 |
Provides AI assistants with comprehensive access to n8n workflow automation pla…
|
B 73 4⁄4 | ||||||||
| 20835 |
Provides comprehensive color conversion, manipulation, analysis, and WCAG acces…
|
B 73 4⁄4 | ||||||||
| 20836 |
magpipe
Claim
Manage AI voice agents, calls, SMS, contacts, and phone numbers via Magpipe.
|
B 73 4⁄3 | ||||||||
| 20837 |
powhttp-mcp
Claim
MCP server enabling agents to debug HTTP requests better (using powhttp)
|
B 73 4⁄3 | ||||||||
| 20838 |
Allow AI systems to read and edit Google Docs.
|
B 73 4⁄3 | ||||||||
| 20839 |
Summarizes GitHub discussions, issues, and pull requests by storing data locall…
|
B 73 4⁄3 | ||||||||
| 20840 |
Enables AI interaction with embodied humans, autonomous vehicles, and drones th…
|
B 73 3⁄3 | ||||||||
| 20841 |
PowerShell.MCP
Claim
The universal MCP server for Claude Code and other MCP-compatible clients. One …
|
B 73 3⁄3 | ||||||||
| 20842 |
Search 1M+ enriched job listings from 20,000+ companies. Filter by skills, sala…
|
B 73 3⁄3 | ||||||||
| 20843 |
Enables management of Hostinger services, allowing users to deploy WordPress si…
|
B 73 4⁄4 | ||||||||
| 20844 |
Enables LLMs to interact with Cisco Intersight APIs for managing data center in…
|
B 73 4⁄4 | ||||||||
| 20845 |
mcpls
Claim
Universal MCP to LSP bridge - expose Language Server Protocol capabilities as M…
|
B 73 4⁄3 | ||||||||
| 20846 |
ClaudeKit Blender MCP
Claim
Enables comprehensive control of Blender 3D from Claude Desktop, offering 26 to…
|
B 73 4⁄3 | ||||||||
| 20847 |
Enables reading, writing, and managing Google Sheets documents with support for…
|
B 73 4⁄4 | ||||||||
| 20848 |
MCP server for any Python command line application
|
B 73 4⁄3 | ||||||||
| 20849 |
Manage Airtable bases: schema, field CRUD, views, formula validation, extensions
|
B 73 3⁄3 | ||||||||
| 20850 |
RAPID MCP Server
Claim
A local server that provides powerful code analysis and search capabilities for…
|
B 73 4⁄3 | ||||||||