MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 1 hour, 56 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 21001 |
MCP Code Validator
Claim
A TypeScript MCP server that validates codebases against configurable rules. It…
|
B 72 3⁄3 | ||||||||
| 21002 |
Enables AI assistants to perform cryptocurrency trading analysis and execution …
|
B 72 4⁄4 | ||||||||
| 21003 |
Enables AI assistants to interact with Databricks workspaces programmatically, …
|
B 72 4⁄4 | ||||||||
| 21004 |
brain-in-the-fish
Claim
Score any document. Prove every claim.
|
B 72 3⁄3 | ||||||||
| 21005 |
Zero-dependency Python SDK for WeChat Bot (iLink protocol) — text, image, video…
|
B 72 3⁄3 | ||||||||
| 21006 |
A comprehensive MCP server providing unified access to the Hedera DeFi ecosyste…
|
B 72 4⁄4 | ||||||||
| 21007 |
MCP server that teaches any AI agent the AIDE methodology via progressive discl…
|
B 72 3⁄3 | ||||||||
| 21008 |
Provides comprehensive access to Jira Cloud and Data Center instances for manag…
|
B 72 4⁄4 | ||||||||
| 21009 |
cupertino
Claim
Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution pr…
|
B 72 3⁄3 | ||||||||
| 21010 |
An MCP (Model Context Protocol) server that provides access to Bing Webmaster T…
|
B 72 4⁄4 | ||||||||
| 21011 |
Enables AI assistants to query domain expiration data from domain-monitor.io, w…
|
B 72 3⁄3 | ||||||||
| 21012 |
SQL Server MCP server with AST-based query validation, read-only safety, schema…
|
B 72 3⁄3 | ||||||||
| 21013 |
NOT for educational purposes: An MCP server for professional penetration tester…
|
B 72 4⁄3 | ||||||||
| 21014 |
para
Claim
The Para MCP server exposes Para's backend services over the Model Context Prot…
|
B 72 3⁄3 | ||||||||
| 21015 |
A comprehensive web scraping server that transforms web content into clean, age…
|
B 72 4⁄4 | ||||||||
| 21016 |
28 plugins and MCP servers for Claude Code — TDD, multi-agent orchestration, it…
|
B 72 3⁄3 | ||||||||
| 21017 |
annota
Claim
AI-powered paper annotation MCP server. Reads papers, highlights key findings w…
|
B 72 3⁄3 | ||||||||
| 21018 |
mymir
Claim
Project management for the agentic engineering era.
|
B 72 3⁄3 | ||||||||
| 21019 |
Provides tools to connect, query, and manage Microsoft SQL Server databases thr…
|
B 72 3⁄3 | ||||||||
| 21020 |
Deskdrop
Claim
Android keyboard with local AI (Ollama, Whisper, MCP) or cloud (Gemini, Groq, O…
|
B 72 3⁄3 | ||||||||
| 21021 |
Enables users to search and monitor European regulatory publications including …
|
B 72 3⁄3 | ||||||||
| 21022 |
Enables comprehensive interaction with self-hosted Jira instances using Persona…
|
B 72 4⁄4 | ||||||||
| 21023 |
Unity-AI-ParticleSystem
Claim
AI-powered tools for Unity Particle System. Create and modify Particle System d…
|
B 72 3⁄3 | ||||||||
| 21024 |
E*TRADE MCP Server
Claim
Enables comprehensive E\*TRADE integration with OAuth authentication, account m…
|
B 72 4⁄4 | ||||||||
| 21025 |
memviz
Claim
Visual explorer for [MCP Memory Service](https://github.com/doobidoo/mcp-memory…
|
B 72 4⁄3 | ||||||||
| 21026 |
|
B 72 3⁄3 | ||||||||
| 21027 |
|
B 72 4⁄3 | ||||||||
| 21028 |
Kotlin MCP Server for Android app development using OpenAI, Gemini, or OpenRout…
|
B 72 4⁄4 | ||||||||
| 21029 |
Manage Komodo through AI assistants
|
B 72 4⁄3 | ||||||||
| 21030 |
javalens-mcp
Claim
56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, …
|
B 72 3⁄3 | ||||||||
| 21031 |
mesh
Claim
One secure endpoint for every MCP server. Deploy anywhere.
|
B 72 4⁄3 | ||||||||
| 21032 |
Open source contribution manager with PR tracking across repos, issue discovery…
|
B 72 3⁄3 | ||||||||
| 21033 |
AI transcription from URLs or files. 119 languages, diarization, SRT/VTT/text e…
|
B 72 3⁄3 | ||||||||
| 21034 |
Solar estimates, provider comparison, energy prices and blog for Italy
|
B 72 3⁄3 | ||||||||
| 21035 |
Create gasless market, limit, TWAP, stop-loss, take-profit, and delayed-start s…
|
B 72 3⁄3 | ||||||||
| 21036 |
Enables merchant integration with payware payment APIs for creating transaction…
|
B 72 4⁄4 | ||||||||
| 21037 |
Codevira MCP provides persistent memory and project context for AI coding agent…
|
B 72 4⁄3 | ||||||||
| 21038 |
dotnet-template-mcp
Claim
Search, inspect, preview, and create .NET projects from dotnet new templates vi…
|
B 72 3⁄3 | ||||||||
| 21039 |
Detect fabrication and hallucination in any LLM output. 30+ models supported.
|
B 72 3⁄3 | ||||||||
| 21040 |
Enables AI assistants to interact with Planning Center Online accounts across m…
|
B 72 4⁄4 | ||||||||
| 21041 |
Fork of Browser MCP with improved reliability, logging, and exit code handling;…
|
B 72 3⁄3 | ||||||||
| 21042 |
MCP server for the GitLab REST API providing tools to manage projects, merge re…
|
B 72 4⁄3 | ||||||||
| 21043 |
Simple MCP server that exposes a tool to fetch student result/CGPA data from MA…
|
B 72 3⁄3 | ||||||||
| 21044 |
Enables interaction with Azure Table Storage directly through Cline. This tool …
|
B 72 4⁄4 | ||||||||
| 21045 |
scrumboy
Claim
Self-hosted kanban & project management with shareable boards, voice commands, …
|
B 72 3⁄3 | ||||||||
| 21046 |
Provides a standardized interface for interacting with Quickbase's JSON RESTful…
|
B 72 4⁄4 | ||||||||
| 21047 |
WEBGhosting-MCP
Claim
Intelligent stealth browser MCP server for AI agents with 30 tools, 22 anti fin…
|
B 72 3⁄3 | ||||||||
| 21048 |
Enables AI assistants to interact with Coolify for complete infrastructure mana…
|
B 72 4⁄4 | ||||||||
| 21049 |
39 tax tools for US taxpayers: federal/state tax, credits, deductions, retireme…
|
B 72 4⁄3 | ||||||||
| 21050 |
Connects AI coding assistants to Snyk API & Web for onboarding scan targets, co…
|
B 72 3⁄3 | ||||||||