MCP Server Quality Scores
Independent quality analysis of 69153 public MCP servers
Last updated 1 hour, 15 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 53351 |
An MCP server that generates conversion-optimized e-commerce product descriptio…
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| 53352 |
MCP server offering web scraping, news headlines, weather, and daily quote tool…
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| 53353 |
Siril MCP Server
Claim
An MCP server that integrates with Siril astronomical image processing software…
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| 53354 |
cleanshot-mcp
Claim
Enables AI assistants to control CleanShot X for screenshots, recordings, OCR, …
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| 53355 |
tidal_mcp
Claim
Enables Claude to search, browse, and create playlists on Tidal, including AI-p…
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| 53356 |
Vennio Scheduling
Claim
Programmable time infrastructure — scheduling and availability tools for AI age…
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| 53357 |
codinfy-agent-monitor
Claim
Provides real-time monitoring of AI agents, context, usage limits, workflows, f…
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| 53358 |
karst
Claim
Code context for AI dev tools: pack-scoped, cited code retrieval over MCP.
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| 53359 |
openapi-mcp-server
Claim
Converts any OpenAPI/Swagger API specification into MCP tools that AI assistant…
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| 53360 |
Oecd
Claim
OECD MCP — Organisation for Economic Co-operation and Development data
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| 53361 |
CalmSEO
Claim
SEO MCP server for keyword research, SERP analysis, audits, and Search Console …
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| 53362 |
Enables deploying a remote MCP server with OAuth on Cloudflare Workers, allowin…
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| 53363 |
Serverless MCP Server
Claim
A minimal, production-ready MCP server running on AWS Lambda with Streamable HT…
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| 53364 |
GitHub MCP Server
Claim
Enables GitHub repository and issue management through the Model Context Protoc…
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| 53365 |
FastMCP Tools Server
Claim
FastMCP server providing health check, greeting, and UUID generation tools.
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| 53366 |
read-image-mcp
Claim
A stdio MCP server that enables agents without native vision to ask an OpenAI-c…
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| 53367 |
Avalanche MCP Tools
Claim
Enables natural language interaction with the Avalanche blockchain through AI a…
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| 53368 |
glm-vision-mcp-server
Claim
Enables Claude Code to analyze images using Zhipu AI's GLM-5V-Turbo vision mode…
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| 53369 |
ontoloom
Claim
MCP server for building and exploring OWL 2 ontologies using AI agents, with to…
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| 53370 |
An MCP server for checking architectural designs against Vastu principles, inte…
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| 53371 |
gopeak
Claim
GoPeak — The most comprehensive MCP server for Godot Engine. 95+ tools, LSP, DA…
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| 53372 |
OSF CLI Go
Claim
Read-only MCP tools for authenticated Open Science Framework projects and files.
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| 53373 |
aa-mcp
Claim
Enables AI agents to query LLM and multimodal model benchmarks, pricing, speed,…
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| 53374 |
Provides a standardized interface for interacting with Cal-com-v2's tools and s…
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| 53375 |
twitter-mcp
Claim
A lightweight Twitter MCP server for Claude Code with 17 tools for reading and …
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| 53376 |
flink-mcp
Claim
Enables interaction with Apache Flink clusters via the SQL Gateway, allowing qu…
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| 53377 |
GNews API MCP Server
Claim
Provides access to the GNews API for searching news articles and getting top he…
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| 53378 |
Gemini MCP Tool
Claim
MCP server that integrates Google Gemini CLI with AI assistants, enabling large…
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| 53379 |
PTP MCP Server
Claim
Monitors and analyzes Precision Time Protocol (PTP) systems in OpenShift cluste…
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| 53380 |
Kickbacks MCP Server
Claim
MCP server for Kickbacks.ai that pays developers ad revenue from AI coding agen…
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| 53381 |
clawbackai-mcp
Claim
LLM cost optimization. Audit your calls, prove savings, route to the cheapest q…
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| 53382 |
Character Counter
Claim
Count occurrences of any character in your text to quickly gauge frequency. Tog…
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| 53383 |
quotable-api-mcp
Claim
A Model Context Protocol (MCP) server template built with mcp-framework, provid…
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| 53384 |
Living Screener MCP
Claim
Review-only MCP server for stock, options, and crypto screening, trade planning…
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| 53385 |
Robinhood Chain EVM MCP
Claim
A zero-dependency MCP server that bridges AI agents to Robinhood Chain and Arbi…
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| 53386 |
Mark Reynolds
Claim
Post-quantum document anchoring for AI agents. Anchor any SHA-256 hash to
Algor…
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| 53387 |
myfitnesspal
Claim
Retrieves MyFitnessPal nutrition data including daily summaries, meal breakdown…
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| 53388 |
education-data
Claim
Bilingual (EN+ZH) education data: 299 universities, 234 intl schools, degree-RO…
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| 53389 |
douyin-mcp-server
Claim
Enables AI assistants to automatically upload videos to Douyin (TikTok China) c…
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| 53390 |
Enables LLMs to extract bibliographic metadata from URLs and identifiers like D…
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| 53391 |
Israel Grocery MCP
Claim
Enables cross-store price comparison and recipe-driven cart automation for Isra…
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| 53392 |
practicepanther-mcp
Claim
MCP server for PracticePanther legal practice management software. Enables read…
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| 53393 |
Samarth GTM MCP Server
Claim
Production-grade MCP server for the Google Tag Manager API v2 with read-only GA…
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| 53394 |
Provides educational tools for developers to learn programming concepts, review…
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| 53395 |
onlyswaps
Claim
DEX meta-aggregator for AI agents. Best prices from 15+ aggregators across 13 c…
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| 53396 |
MC Source MCP Server
Claim
Enables exploration and decompilation of Minecraft source code, allowing users …
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| 53397 |
milky_file_search
Claim
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| 53398 |
Enables AI agents to search, audit, and install open-source AI skills and MCP s…
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| 53399 |
SKP mcp
Claim
SkinKnowledgeBase provides source-backed skincare question answering and produc…
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| 53400 |
claude-colab
Claim
Enables Claude Code to execute shell commands, Python code, and file transfers …
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