MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 2 hours, 16 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 28001 |
A remote MCP server deployed on Cloudflare Workers that returns gifs based on i…
|
C 65 3⁄4 | ||||||||
| 28002 |
Deploys a minimal MCP-compatible Python tool server on Amazon EKS that establis…
|
C 65 3⁄4 | ||||||||
| 28003 |
Provides AI job displacement data and automation risk assessments for over 59,0…
|
C 65 3⁄4 | ||||||||
| 28004 |
An MCP server for Clio Manage legal practice management software that enables C…
|
C 65 3⁄4 | ||||||||
| 28005 |
The project brain for AI coding agents — memory, decisions, sprints, knowledge …
|
C 65 3⁄4 | ||||||||
| 28006 |
An MCP server that provides offline access to ZIM file archives, including Wiki…
|
C 65 3⁄4 | ||||||||
| 28007 |
abap-mcpb
Claim
Enables SAP ABAP development by connecting Claude Desktop to SAP systems via th…
|
C 65 3⁄4 | ||||||||
| 28008 |
restaurant-ai-mcp MCP server by MEOK AI Labs
|
C 65 3⁄4 | ||||||||
| 28009 |
Enables interaction with SABnzbd (usenet) and qBittorrent (torrent) download cl…
|
C 65 3⁄4 | ||||||||
| 28010 |
Integrates CRM data with AI agents to manage leads, track pipeline statistics, …
|
C 65 3⁄4 | ||||||||
| 28011 |
An MCP server and CLI for controlling FarmBot hardware, enabling AI agents to m…
|
C 65 3⁄4 | ||||||||
| 28012 |
Enables AI assistants to manage KiotViet retail and F\&B operations including p…
|
C 65 3⁄4 | ||||||||
| 28013 |
An MCP server that enables LLM clients to manage tasks, timers, and notes in Rh…
|
C 65 3⁄4 | ||||||||
| 28014 |
A local academic tool that enables searching across nine academic sources, down…
|
C 65 3⁄4 | ||||||||
| 28015 |
MCP Pytest Server
Claim
An MCP-compliant server that enables the execution of pytest test suites and th…
|
C 65 3⁄4 | ||||||||
| 28016 |
Eterna MCP
Claim
No-KYC managed MCP for AI agents: sandboxed TypeScript trading SDK, isolated su…
|
C 65 3⁄4 | ||||||||
| 28017 |
vidlizer pulls frames out of any video, image, or PDF using ffmpeg, sends them …
|
C 65 3⁄4 | ||||||||
| 28018 |
Search 7,000+ local service businesses across America by category, location, or…
|
C 65 3⁄5 | ||||||||
| 28019 |
MCP Gateway that aggregates multiple upstream MCP servers into a single endpoin…
|
C 65 3⁄4 | ||||||||
| 28020 |
Paid MCP server that evaluates typography accessibility beyond what axe and Lig…
|
C 65 3⁄4 | ||||||||
| 28021 |
Enables AI assistants to manage Thinkific sites through the REST Admin API, pro…
|
C 65 3⁄4 | ||||||||
| 28022 |
Provides access to Kenya's civic datasets including parliament records, county …
|
C 65 3⁄4 | ||||||||
| 28023 |
Metabase
Claim
Metabase includes a built-in Model Context Protocol (MCP) server that lets AI c…
|
C 65 3⁄4 | ||||||||
| 28024 |
MCP server for interacting with GitLab API, supporting both self-hosted instanc…
|
C 65 3⁄4 | ||||||||
| 28025 |
Provides semantic search and access to Contraption Company blog posts and essay…
|
C 65 3⁄4 | ||||||||
| 28026 |
Provides access to Sweden's comprehensive municipal and regional statistics dat…
|
C 65 3⁄4 | ||||||||
| 28027 |
Enables AI agents to generate and render charts as PNG, SVG, or WebP images dir…
|
C 65 3⁄4 | ||||||||
| 28028 |
An MCP server that enables LLMs to pull-based search through Clawket's RAG repo…
|
C 65 3⁄4 | ||||||||
| 28029 |
Enables direct access to CSMAR financial databases through Claude Code. Support…
|
C 65 3⁄4 | ||||||||
| 28030 |
Integrates Slack channels and Slack Lists to automate bug report scanning and Q…
|
C 65 3⁄4 | ||||||||
| 28031 |
Enables AI agents to search restaurants, place delivery orders, and track real-…
|
C 65 3⁄4 | ||||||||
| 28032 |
VaultCrux Platform
Claim
VaultCrux Platform — 60 tools: retrieval, proof, intel, economy, watch, org
|
C 65 3⁄5 | ||||||||
| 28033 |
MCP server for analyzing Perl code with Perl::Critic, enabling code quality che…
|
C 65 3⁄4 | ||||||||
| 28034 |
A command-line interface application for interactive chat with AI models via th…
|
C 65 3⁄4 | ||||||||
| 28035 |
Enables read, write, edit, and file transfer operations on TorchV AIS enterpris…
|
C 65 3⁄4 | ||||||||
| 28036 |
An MCP server for managing Pi-hole v6 DNS filtering and ad-blocking. It provide…
|
C 65 3⁄4 | ||||||||
| 28037 |
MCP Server for OpenTTT — Proof of Time tools for AI agents
AI Agent A and Agen…
|
C 65 3⁄4 | ||||||||
| 28038 |
Enables AI agents to access live market data from the BRVM stock exchange, supp…
|
C 65 3⁄4 | ||||||||
| 28039 |
AI-powered freelance business manager for Claude Code. Proposals, invoices, tim…
|
C 65 3⁄4 | ||||||||
| 28040 |
Python FastMCP Server
Claim
A Python-based MCP server demonstrating basic math and text tools, supporting b…
|
C 65 3⁄4 | ||||||||
| 28041 |
Search Google Flights-style itineraries with simple MCP tools for route lookup,…
|
C 65 3⁄4 | ||||||||
| 28042 |
Roboflow MCP Server
Claim
Integrates the Roboflow platform with Claude Code to manage computer vision dat…
|
C 65 3⁄4 | ||||||||
| 28043 |
Provides AI agents with access to Moroccan Court of Cassation decisions through…
|
C 65 3⁄4 | ||||||||
| 28044 |
Astria-Index
Claim
AI memory that works like yours. Neural pathway architecture gives your AI pers…
|
C 65 3⁄4 | ||||||||
| 28045 |
Central-Memory-MCP
Claim
Model Context Protocol (MCP) memory server built with Azure Functions and TypeS…
|
C 65 3⁄4 | ||||||||
| 28046 |
Connects LLMs to Elasticsearch with a Semantic-to-Lexical layer that translates…
|
C 65 3⁄4 | ||||||||
| 28047 |
An MCP server that makes AI agents speak a brief summary of every response out …
|
C 65 3⁄4 | ||||||||
| 28048 |
ctrader-mcp-server
Claim
A standalone Model Context Protocol (MCP) server that enables AI assistants to …
|
C 65 3⁄4 | ||||||||
| 28049 |
AI-powered property intelligence for instant zoning analysis, buildability asse…
|
C 65 3⁄4 | ||||||||
| 28050 |
healthcare-fhir-mcp MCP server by MEOK AI Labs
|
C 65 3⁄4 | ||||||||