MCP Server Quality Scores
Independent quality analysis of 59993 public MCP servers
Last updated 1 hour, 54 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 22101 |
supabase
Claim
|
C 66 4⁄3 | ||||||||
| 22102 |
Rememberizer MCP Server
Claim
Enables semantic search and retrieval of personal and team knowledge from conne…
|
C 66 4⁄4 | ||||||||
| 22103 |
Run sudo commands with a Fernet-encrypted password bound to machine-id + user.
|
C 66 3⁄3 | ||||||||
| 22104 |
Enables interaction with Azure DevOps through natural language in Cursor IDE. S…
|
C 66 4⁄3 | ||||||||
| 22105 |
Enables AI assistants to control and interact with BetterTouchTool on macOS, al…
|
C 66 4⁄3 | ||||||||
| 22106 |
MCP server for Intervals.icu — access training, wellness, and performance data …
|
C 66 3⁄3 | ||||||||
| 22107 |
mcp-bsl-platform-context
Claim
MCP сервер для AI-ассистентов (справка по синтаксису и объектной модели 1С:Пред…
|
C 66 3⁄3 | ||||||||
| 22108 |
Enables comprehensive management of Google Tag Manager accounts, containers, wo…
|
C 66 4⁄4 | ||||||||
| 22109 |
Enables Claude Desktop to securely access Amazon WorkMail email and calendar fu…
|
C 66 3⁄3 | ||||||||
| 22110 |
Enables AI assistants to programmatically control Autodesk Maya via natural lan…
|
C 66 4⁄3 | ||||||||
| 22111 |
MCP Cheat Engine Server — provides safe, structured read-only access to memory …
|
C 66 4⁄3 | ||||||||
| 22112 |
A server that wraps Cisco Catalyst Center APIs into tools accessible via the Mo…
|
C 66 4⁄4 | ||||||||
| 22113 |
Excel Finance MCP
Claim
Enables comprehensive Excel operations and financial calculations including inv…
|
C 66 4⁄3 | ||||||||
| 22114 |
AccuWeather MCP
Claim
MCP server providing weather tools with data sourced from AccuWeather.
|
C 66 3⁄3 | ||||||||
| 22115 |
An MCP server that enables Claude Code and other MCP clients to take screenshot…
|
C 66 3⁄3 | ||||||||
| 22116 |
Enables AI assistants to control GDB debugger via MCP protocol for local and re…
|
C 66 3⁄3 | ||||||||
| 22117 |
A standalone agent runner that executes tasks using MCP (Model Context Protocol…
|
C 66 4⁄3 | ||||||||
| 22118 |
mcp-gateway
Claim
MCP OAuth Proxy incl. dynamic client registration (DCR), MCP prompt analytics a…
|
C 66 4⁄3 | ||||||||
| 22119 |
A secure* runtime for autonomous AI agents. Policy from plain-English constitut…
|
C 66 4⁄3 | ||||||||
| 22120 |
mcp_agent_mail_rust
Claim
Rust MCP server for multi-agent coordination: 34 tools, Git-backed archive, SQL…
|
C 66 4⁄3 | ||||||||
| 22121 |
Enables reading, searching, and sending iMessages directly from MCP-compatible …
|
C 66 4⁄3 | ||||||||
| 22122 |
Connects Claude to the Statonic video editor to enable vision-based reference v…
|
C 66 4⁄3 | ||||||||
| 22123 |
A comprehensive Model Context Protocol server that provides AI assistants with …
|
C 66 4⁄4 | ||||||||
| 22124 |
Enables CRUD operations, content management, and media handling for any Strapi …
|
C 66 4⁄4 | ||||||||
| 22125 |
|
C 66 3⁄3 | ||||||||
| 22126 |
Generates MCP servers from Postman API collections, automatically converting se…
|
C 66 4⁄4 | ||||||||
| 22127 |
A Model Context Protocol server that provides comprehensive control over QuickB…
|
C 66 4⁄4 | ||||||||
| 22128 |
hashfile-mcp
Claim
Provides reliable file editing through hash-anchored operations.
|
C 66 4⁄3 | ||||||||
| 22129 |
flapi
Claim
API Framework heavily relying on the power of DuckDB and DuckDB extensions. Rea…
|
C 66 4⁄3 | ||||||||
| 22130 |
MCP server for Slurm workload management and HPC job scheduling
|
C 66 4⁄3 | ||||||||
| 22131 |
Independent MCP client by swsistrip for Swiss Federal Railways (SBB/CFF/FFS) — …
|
C 66 3⁄3 | ||||||||
| 22132 |
Unified MCP server combining hybrid search (vector + BM25 + code graph), struct…
|
C 66 4⁄3 | ||||||||
| 22133 |
Enables interaction with Smartsheet API to search, retrieve, create, update, an…
|
C 66 4⁄4 | ||||||||
| 22134 |
Eclipse IDE as an MCP Server for AI Agents
|
C 66 3⁄3 | ||||||||
| 22135 |
Detects and prevents infinite agent loops via circuit breakers, pattern detecti…
|
C 66 3⁄3 | ||||||||
| 22136 |
Provides AI agents with institutional-grade quantitative finance tools includin…
|
C 66 4⁄4 | ||||||||
| 22137 |
WeatherAI MCP server — 11 live weather tools for Claude Desktop, Cursor, Windsu…
|
C 66 3⁄3 | ||||||||
| 22138 |
Provides access to the Unusual Whales API for real-time financial data, options…
|
C 66 4⁄4 | ||||||||
| 22139 |
mcp-auth-proxy
Claim
MCP Auth Proxy is a secure OAuth 2.1 authentication proxy for Model Context Pro…
|
C 66 4⁄3 | ||||||||
| 22140 |
Provides a unified tool for TLS certificate analysis with automatic OpenSSL int…
|
C 66 4⁄4 | ||||||||
| 22141 |
shortcuts-mcp-server
Claim
shortcuts-mcp-server
|
C 66 3⁄3 | ||||||||
| 22142 |
python-ai-kit
Claim
Python boilerplate for creating AI agents, MCP servers, API microservices and m…
|
C 66 4⁄3 | ||||||||
| 22143 |
Enables AI agents to interact with Kubernetes clusters through progressive disc…
|
C 66 4⁄3 | ||||||||
| 22144 |
Enables file system operations such as listing directories, reading, writing, c…
|
C 66 3⁄3 | ||||||||
| 22145 |
An MCP server that integrates with Stormware POHODA accounting software via the…
|
C 66 4⁄4 | ||||||||
| 22146 |
A server that connects Unity with local large language models through Ollama, e…
|
C 66 4⁄3 | ||||||||
| 22147 |
Hard scope boundaries to prevent AI agent drift
|
C 66 3⁄3 | ||||||||
| 22148 |
A production-ready MCP server built with FastAPI, providing an enhanced tool re…
|
C 66 4⁄4 | ||||||||
| 22149 |
Take Wayland screenshots via grim/slurp. Full screen, region, or interactive cr…
|
C 66 3⁄3 | ||||||||
| 22150 |
jebmcp
Claim
|
C 66 3⁄3 | ||||||||