MCP Server Quality Scores
Independent quality analysis of 69236 public MCP servers
Last updated 14 hours, 51 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 22251 |
Independent MCP client by swsistrip for Swiss Federal Railways (SBB/CFF/FFS) — …
|
C 66 3⁄3 | ||||||||
| 22252 |
Generates MCP servers from Postman API collections, automatically converting se…
|
C 66 4⁄4 | ||||||||
| 22253 |
Exposes Shopify store data from SLAM Gadget SQLite databases to AI tools throug…
|
C 66 3⁄3 | ||||||||
| 22254 |
Enables Claude to interact directly with Figma Desktop for creating UI componen…
|
C 66 3⁄3 | ||||||||
| 22255 |
Enables Claude Desktop to securely access Amazon WorkMail email and calendar fu…
|
C 66 3⁄3 | ||||||||
| 22256 |
Structured execution trace and span logging for AI agents
|
C 66 3⁄3 | ||||||||
| 22257 |
Agent-to-agent communication bridge for multi-agent systems
|
C 66 3⁄3 | ||||||||
| 22258 |
Debug your Container and Kubernetes workloads with an AI interface powered by e…
|
C 66 4⁄4 | ||||||||
| 22259 |
Enables AI agents to manage Linear issues, projects, teams, users, comments, an…
|
C 66 4⁄4 | ||||||||
| 22260 |
📇 🏠 Control Spotify playback and manage playlists.
|
C 66 4⁄3 | ||||||||
| 22261 |
|
C 66 3⁄3 | ||||||||
| 22262 |
shortcuts-mcp-server
Claim
shortcuts-mcp-server
|
C 66 3⁄3 | ||||||||
| 22263 |
Connects Claude to the Statonic video editor to enable vision-based reference v…
|
C 66 4⁄3 | ||||||||
| 22264 |
Enables reading, searching, and sending iMessages directly from MCP-compatible …
|
C 66 4⁄3 | ||||||||
| 22265 |
smart-context-mcp
Claim
Reduces AI agent token usage by 90% via context compression and task checkpoint…
|
C 66 3⁄3 | ||||||||
| 22266 |
A server that connects Unity with local large language models through Ollama, e…
|
C 66 4⁄3 | ||||||||
| 22267 |
Pre-execution governance for AI agents. Intercepts and validates every agent to…
|
C 66 4⁄3 | ||||||||
| 22268 |
F5 Distributed Cloud Terraform provider docs, 270+ OpenAPI specs, and subscript…
|
C 66 4⁄3 | ||||||||
| 22269 |
Provides access to the eBird API 2.0 for retrieving bird observation data, chec…
|
C 66 4⁄4 | ||||||||
| 22270 |
Mnemo
Claim
Provides AI assistants with extended memory by loading large codebases, documen…
|
C 66 4⁄4 | ||||||||
| 22271 |
Telegram API integration for accessing user data, managing dialogs (chats, chan…
|
C 66 4⁄3 | ||||||||
| 22272 |
A comprehensive Model Context Protocol server that provides AI assistants with …
|
C 66 4⁄4 | ||||||||
| 22273 |
Provides intelligent code context and analysis through semantic compression, AS…
|
C 66 4⁄4 | ||||||||
| 22274 |
Enables interaction with Azure DevOps through natural language in Cursor IDE. S…
|
C 66 4⁄3 | ||||||||
| 22275 |
A unified remote terminal management server that simplifies complex SSH connect…
|
C 66 4⁄4 | ||||||||
| 22276 |
An MCP server that connects Claude to Trello, enabling comprehensive management…
|
C 66 4⁄3 | ||||||||
| 22277 |
Enables LLMs like Claude to securely execute Kubernetes CLI tools (kubectl, hel…
|
C 66 4⁄4 | ||||||||
| 22278 |
OpenAPI to MCP Server Code Generator
|
C 66 4⁄3 | ||||||||
| 22279 |
Provides access to the Unusual Whales API for real-time financial data, options…
|
C 66 4⁄4 | ||||||||
| 22280 |
Provides access to 50+ Amadeus Travel APIs for AI assistants to search and book…
|
C 66 4⁄4 | ||||||||
| 22281 |
A FastMCP server for the scholarly citation landscape that enables LLMs to sear…
|
C 66 3⁄3 | ||||||||
| 22282 |
Provides intelligent retrieval capabilities for local files by scanning directo…
|
C 66 4⁄3 | ||||||||
| 22283 |
Enables natural language trading operations through Alpaca's API, supporting st…
|
C 65 4⁄4 | ||||||||
| 22284 |
An MCP server that integrates with MoneyForward Cloud Invoice API v3 to automat…
|
C 65 4⁄4 | ||||||||
| 22285 |
ophis
Claim
Transform any Cobra CLI into an MCP server
|
C 65 4⁄3 | ||||||||
| 22286 |
Enables AI applications to send and read WeChat messages on Windows PCs through…
|
C 65 3⁄3 | ||||||||
| 22287 |
A server that allows AI assistants to browse and read files from specified GitH…
|
C 65 4⁄4 | ||||||||
| 22288 |
ParaView-MCP
Claim
Integrates multimodal large language models with ParaView to enable the creatio…
|
C 65 4⁄3 | ||||||||
| 22289 |
Enables AI-powered email management for Microsoft Outlook through natural langu…
|
C 65 3⁄3 | ||||||||
| 22290 |
SousChef
Claim
Enables comprehensive Chef-to-Ansible migration for enterprise infrastructure w…
|
C 65 4⁄4 | ||||||||
| 22291 |
dev-assist
Claim
A monorepo for the Google Workspace Dev Assist project, providing an MCP server…
|
C 65 4⁄3 | ||||||||
| 22292 |
MCP server for ZMQ messaging
|
C 65 3⁄3 | ||||||||
| 22293 |
Provides AI assistants with access to Examplary's exam management platform, ena…
|
C 65 4⁄4 | ||||||||
| 22294 |
An MCP server for Things 3 on macOS that enables AI assistants to create, read,…
|
C 65 4⁄3 | ||||||||
| 22295 |
turbovault
Claim
Markdown and OFM SDK w/ MCP server that transforms your Obsidian vault into an …
|
C 65 4⁄3 | ||||||||
| 22296 |
An MCP server that analyzes images using OpenRouter's Gemini Flash model, suppo…
|
C 65 3⁄3 | ||||||||
| 22297 |
An MCP server that enables interaction with Bitbucket repositories through the …
|
C 65 4⁄4 | ||||||||
| 22298 |
gk-cli
Claim
The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab,…
|
C 65 3⁄3 | ||||||||
| 22299 |
Delphi-MCP-Server
Claim
Native Delphi Server implementation of the Model Context Protocol (MCP)
|
C 65 3⁄3 | ||||||||
| 22300 |
legal-mcp-server
Claim
Search court records, patents, and trademarks for legal research
|
C 65 3⁄3 | ||||||||