MCP Server Quality Scores
Independent quality analysis of 69365 public MCP servers
Last updated 49 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 28701 |
A Model Context Protocol (MCP) server that interfaces with the Apache YuniKorn …
|
C 67 3⁄4 | ||||||||
| 28702 |
A GitHub template designed to package Model Context Protocol (MCP) servers as i…
|
C 67 3⁄4 | ||||||||
| 28703 |
Enables AI assistants to search the web, fetch news, and retrieve page content …
|
C 67 3⁄4 | ||||||||
| 28704 |
A command-line interface application for interactive chat with AI models via th…
|
C 67 3⁄4 | ||||||||
| 28705 |
Provides access to over 140 articles from the AntiEntropy Resource Portal cover…
|
C 67 3⁄4 | ||||||||
| 28706 |
Deep Blue Trading
Claim
5min BTC trading signals for polymarket and other prediction markets
|
C 67 3⁄4 | ||||||||
| 28707 |
Shared MCP Gateway
Claim
Aggregates multiple shared MCP servers into a single HTTP gateway, providing a …
|
C 67 3⁄4 | ||||||||
| 28708 |
Devcon MCP Workshop 2026
Claim
MCP server integrating Autodesk Platform Services, exposing tools for LLM clien…
|
C 67 3⁄4 | ||||||||
| 28709 |
Compare AI inference pricing across 9 providers in real time. Routing recommend…
|
C 67 3⁄4 | ||||||||
| 28710 |
Enables natural language book searches using the Google Books API to retrieve d…
|
C 67 3⁄4 | ||||||||
| 28711 |
MailSink is an MCP server for temporary, TTL-based email inboxes.
|
C 67 3⁄4 | ||||||||
| 28712 |
Instagram influencer search API for AI agents — search by niche, country, demog…
|
C 67 3⁄4 | ||||||||
| 28713 |
Open-source MCP server for managing Hetzner Cloud infrastructure with two manag…
|
C 67 3⁄4 | ||||||||
| 28714 |
Enables automatic generation of UML class diagrams and entity-relationship diag…
|
C 67 3⁄4 | ||||||||
| 28715 |
Kronvex
Claim
Persistent memory API for AI agents — store, recall, and inject semantically-se…
|
C 67 3⁄4 | ||||||||
| 28716 |
Infinite Campus (Campus Parent) for Claude — grades, attendance, assignments, m…
|
C 67 3⁄4 | ||||||||
| 28717 |
AI-powered deep research agent with multi-source search (DuckDuckGo, Google New…
|
C 67 3⁄4 | ||||||||
| 28718 |
Connects AI assistants to over 30 business tools like Gmail, Slack, and Airtabl…
|
C 67 3⁄4 | ||||||||
| 28719 |
MCP server for TestRail that enables AI assistants to interact with TestRail's …
|
C 67 3⁄4 | ||||||||
| 28720 |
alexandria-mcp
Claim
Semantic search over 4.6 million text chunks from 20,000+ classical philosophy …
|
C 67 3⁄4 | ||||||||
| 28721 |
Enables AI agents to manage GitHub repositories, branches, issues, pull request…
|
C 67 3⁄4 | ||||||||
| 28722 |
SqlServer.Rules
Claim
Analyze T-SQL scripts for design, naming, and performance issues and prevent ba…
|
C 67 3⁄4 | ||||||||
| 28723 |
A pluggable and observable Retrieval-Augmented Generation framework that expose…
|
C 67 3⁄4 | ||||||||
| 28724 |
Integrates Google's Gemini AI models into Claude Code and other MCP clients to …
|
C 67 3⁄4 | ||||||||
| 28725 |
Exposes queryable GPU inference benchmark data (quantization, throughput, VRAM,…
|
C 67 3⁄4 | ||||||||
| 28726 |
mcp-meetsync
Claim
Integrates the MeetSync calendar negotiation API to enable AI agents to autonom…
|
C 67 3⁄4 | ||||||||
| 28727 |
A GitHub template for packaging any Model Context Protocol (MCP) server as an i…
|
C 67 3⁄4 | ||||||||
| 28728 |
MinIO MCP Server
Claim
It Integration for MinIO / S3-compatible object storage, providing AI assistant…
|
C 67 3⁄4 | ||||||||
| 28729 |
Taskschmiede
Claim
Taskschmiede is an agent-first work management system where humans and AI agent…
|
C 67 3⁄4 | ||||||||
| 28730 |
soulprint
Claim
Decentralized KYC identity protocol for AI agents. Proves there's a verified hu…
|
C 67 3⁄4 | ||||||||
| 28731 |
MCP server for scanning machine learning model artifacts for unsafe serializati…
|
C 67 3⁄4 | ||||||||
| 28732 |
An MCP server providing 1,112 tools for the GitHub REST API across all 44 API c…
|
C 67 3⁄4 | ||||||||
| 28733 |
Gives AI agents direct access to your Arcate product discovery workspace to rea…
|
C 67 3⁄4 | ||||||||
| 28734 |
Weather MCP Server
Claim
Global weather intelligence for AI assistants providing 10 weather tools — fore…
|
C 67 3⁄4 | ||||||||
| 28735 |
Provides AI assistants with accurate Flyte V2 knowledge, patterns, and plugin i…
|
C 67 3⁄4 | ||||||||
| 28736 |
MCP server for SendaMeal.com enabling AI assistants to search gift meal product…
|
C 67 3⁄4 | ||||||||
| 28737 |
A production-ready MCP server scaffold that features built-in authentication, D…
|
C 67 3⁄4 | ||||||||
| 28738 |
Enables AI assistants to access and update personalized context data, creating …
|
C 67 3⁄4 | ||||||||
| 28739 |
Enables AI agents to administer MetaMCP instances by managing servers, namespac…
|
C 67 3⁄4 | ||||||||
| 28740 |
140+ data APIs for agents: finance, banking validation, geo, weather, text. One…
|
C 67 3⁄5 | ||||||||
| 28741 |
A multi-task MCP server for AI code optimization and testing that integrates wi…
|
C 67 3⁄4 | ||||||||
| 28742 |
List, share, upload, and manage Slideless HTML presentations from any MCP host.
|
C 67 3⁄4 | ||||||||
| 28743 |
Fetches, summarizes, and translates news headlines and articles using the News …
|
C 67 3⁄4 | ||||||||
| 28744 |
An MCP server designed for interacting with the Model Context Protocol Registry…
|
C 67 3⁄4 | ||||||||
| 28745 |
An MCP server that provides AI image generation and editing capabilities using …
|
C 67 3⁄4 | ||||||||
| 28746 |
A local skill assistant based on the Model Context Protocol that integrates wit…
|
C 67 3⁄4 | ||||||||
| 28747 |
A production-ready MCP server that provides AI assistants with comprehensive Gi…
|
C 67 3⁄4 | ||||||||
| 28748 |
Enables CODESYS development assistance via MCP, including curated guidance, Str…
|
C 67 3⁄4 | ||||||||
| 28749 |
Enables AI assistants to perform vulnerability scanning on Docker/OCI images, c…
|
C 67 3⁄4 | ||||||||
| 28750 |
AI-powered spec generation and review using multi-repo code graph intelligence …
|
C 67 3⁄4 | ||||||||