MCP Server Quality Scores
Independent quality analysis of 69182 public MCP servers
Last updated 4 hours, 24 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 51951 |
Snapshot Site
Claim
Capture screenshots, detect visual regressions between page versions, and analy…
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| 51952 |
web-scout
Claim
A reconnaissance MCP server that discovers web data sources by monitoring netwo…
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| 51953 |
Weather MCP Server
Claim
Enables real-time weather queries via Claude Desktop using OpenWeatherMap API, …
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| 51954 |
A focused local-paper RAG MCP server that imports PDFs, indexes them into SQLit…
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| 51955 |
ROI Agent MCP Server
Claim
Enables users to ask questions in Portuguese about marketing metrics (ROI, CAC,…
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| 51956 |
kryos-mcp
Claim
Governed code execution for AI agents that type-checks, runs, and capability-ve…
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| 51957 |
mnema
Claim
Local-first, formally verified memory for AI agents: consult/learn/related/list…
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| 51958 |
mastra-tutorial
Claim
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| 51959 |
Todoist MCP Helper
Claim
Connect AI agents to your Todoist tasks via the Model Context Protocol (MCP).
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| 51960 |
datacenter-mcp-server
Claim
Provides professional-grade data center engineering calculations including cool…
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| 51961 |
MCP Manuels
Claim
Enables Claude Desktop to read and search through PDF technical manuals, answer…
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| 51962 |
guidetopharmacology
Claim
Enables access to the IUPHAR/BPS Guide to PHARMACOLOGY database for querying dr…
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| 51963 |
mcpserver_test
Claim
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| 51964 |
missed-deadline-mcp
Claim
A Korean-language loss-prevention MCP server that extracts deadlines from user-…
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| 51965 |
foldkit
Claim
Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and…
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| 51966 |
ollama-vision-mcp
Claim
Enables text-only AI models to analyze images via local Ollama multimodal model…
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| 51967 |
fastmcp-notes
Claim
A note-taking knowledge base MCP server that enables CRUD operations on notes w…
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| 51968 |
roistat-mcp
Claim
Enables Claude Desktop to interact with Roistat analytics, orders, statistics, …
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| 51969 |
Connect AI assistants to Stellary projects, boards, documents, and governed age…
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| 51970 |
PDF Reader MCP Server
Claim
An MCP server providing comprehensive PDF processing capabilities with 18 tools…
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| 51971 |
Google Jules MCP Server
Claim
Enables interaction with Google Jules API to automate software development task…
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| 51972 |
InsurTech MCP Server
Claim
Enables insurance policy analysis, risk assessment, and policy comparison with …
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| 51973 |
zomato
Claim
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| 51974 |
Keel
Claim
Keel is a network diagnostics MCP server that provides 14 tools for tasks like …
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| 51975 |
web-search-agent
Claim
An MCP server that enables Claude Code to perform web searches via Bing, read w…
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| 51976 |
qnexus-mcp
Claim
MCP server for Quantinuum Nexus, wrapping the qnexus SDK. Not affiliated with Q…
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| 51977 |
R2 Bucket MCP
Claim
Enables file operations (upload, download, list, delete) on Cloudflare R2 (S3-c…
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| 51978 |
telegram-mcp-server
Claim
Enables Claude to interact with Telegram, including listing chats, reading mess…
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| 51979 |
mcp-powerschool
Claim
A FastMCP server for PowerSchool that enables students to check grades, assignm…
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| 51980 |
Gleif
Claim
GLEIF MCP — Global Legal Entity Identifier Foundation (free, no auth)
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| 51981 |
jobs-winterchill-mcp
Claim
An MCP server for searching UK tech jobs from the winterchill catalog, enabling…
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| 51982 |
cml2-mcp
Claim
Thin MCP server for Cisco CML2 that exposes the live OpenAPI specification and …
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| 51983 |
mem0-local-mcp
Claim
A fully local, self-hosted memory server for MCP clients (Claude Code, Cursor, …
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| 51984 |
rnaseq-mcp
Claim
Enables analysis of bulk RNA-seq data using natural language queries, executing…
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| 51985 |
Shopify MCP Server
Claim
Connects your Shopify store data to Claude Desktop, enabling access to products…
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| 51986 |
arXiv MCP Server
Claim
Enables searching and retrieving arXiv papers via the Model Context Protocol, p…
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| 51987 |
Option Desk
Claim
Option analytics over the SYNTH sample or a permitted chain: Greeks, positionin…
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| 51988 |
dg-mcp-server
Claim
A powerful and flexible Datagroom MCP server implementation to read the data an…
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| 51989 |
opencut-controller
Claim
Professional MCP server for video editing automation with OpenCut.
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| 51990 |
akm-bridge
Claim
MCP server for AKM v0.8.1, exposing 14 read-only tools via JSON-RPC over stdio …
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| 51991 |
openchronicle-mcp
Claim
Persistent memory database for LLM agents with hybrid semantic/keyword search, …
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| 51992 |
Reverse-engineers design videos and images into structured frontend implementat…
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| 51993 |
ChainRay
Claim
The most complete blockchain data and intelligence service for AI agents. 78 to…
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| 51994 |
thunderbird-mcp
Claim
A read-only MCP server that lets Claude read and search emails from Thunderbird…
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| 51995 |
Modular MCP Server
Claim
Enables LLMs to securely interact with MongoDB, GitHub, and a sandboxed file sy…
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| 51996 |
mcp-annuities-server
Claim
Enables retrieval of annuity client data, payout calculations, and portfolio an…
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| 51997 |
touchdesigner-mcp
Claim
An MCP server for TouchDesigner that lets you control TouchDesigner with Claude
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| 51998 |
codegworkspace-mcp
Claim
A paid remote MCP for CodeG, built to return verdicts, receipts, usage logs, an…
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| 51999 |
nextcloud-mcp-server
Claim
Enables AI agents to perform file operations and sharing management on NextClou…
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| 52000 |
league-of-legends
Claim
Provides real-time access to League of Legends esports data including live matc…
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