MCP Server Quality Scores
Independent quality analysis of 62098 public MCP servers
Last updated 1 hour, 55 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 32301 |
Agent Evidence MCP
Claim
A local evidence recorder that captures screenshots, recordings, notes, and sum…
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| 32302 |
mcp-system-monitor
Claim
Enables Claude to monitor CPU, memory, disk, processes, network connections, Do…
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| 32303 |
FinScreen
Claim
Loan officer assistant that uses Claude AI and Plaid banking API to assess loan…
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| 32304 |
NFT collection analytics API for AI agents. Floor price, 24h volume, total supp…
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| 32305 |
team-memory-mcp
Claim
Shared team memory for AI coding agents with Bayesian confidence scoring and te…
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| 32306 |
AI Work Market (AWM)
Claim
Settlement rails for AI labor — USDC escrow on Base Mainnet, 1% protocol fee, d…
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| 32307 |
Self-hosted GitHub MCP server. PAT auth, stdio transport, transport-agnostic so…
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| 32308 | — | |||||||||
| 32309 |
mcp-gdacs
Claim
Enables querying global disaster alerts from GDACS including earthquakes, tropi…
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| 32310 |
nutstore-mcp
Claim
MCP server for Nutstore cloud storage, enabling AI assistants to manage files v…
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| 32311 |
SGraph MCP Server
Claim
Gives AI agents instant access to software architecture, dependencies, and impa…
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| 32312 |
Enables real-time stock and options market data retrieval from Interactive Brok…
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| 32313 |
docubridge
Claim
Provides AI assistants with direct access to local Markdown documentation libra…
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| 32314 |
leo-running-coach
Claim
Coach Leo is an AI running coach that syncs your real training data from Strava…
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| 32315 |
Birdeye MCP Server
Claim
Provides blockchain data context from Birdeye APIs for AI models via Model Cont…
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| 32316 |
quiz-generator-ai-mcp
Claim
quiz-generator-ai-mcp MCP server by MEOK AI Labs
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| 32317 |
Websearch MCP Server
Claim
Enables web searching via DuckDuckGo and page fetching with automatic HTML-to-M…
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| 32318 |
gridfinity-mcp
Claim
Turns natural-language requests into printable Gridfinity STL/STEP files for bi…
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| 32319 |
mcp-routing-gateway
Claim
An MCP routing proxy that prevents LLMs from executing unintended tools. It sec…
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| 32320 |
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
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| 32321 |
PacketMaster
Claim
MCP server for network-troubleshooting PCAP analysis via tshark, enabling users…
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| 32322 |
choumai
Claim
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| 32323 |
engram
Claim
Provides persistent, local-first AI memory across sessions via MCP tools for st…
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| 32324 |
pyscope-mcp
Claim
MCP server that exposes Python function- and module-level call graphs for agent…
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| 32325 |
Warpcast MCP Server
Claim
Enables interaction with Warpcast (Farcaster) through Claude, allowing users to…
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| 32326 |
anthropic-mcp
Claim
Provides access to Claude models, message creation, token counting, and batch p…
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| 32327 |
ProTools MCP Server
Claim
An extensible MCP toolbox for code merging, AI code review with OpenAI and Gemi…
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| 32328 |
Google Workspace MCP
Claim
Enables AI assistants to securely manage Google Workspace services (Gmail, Cale…
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| 32329 |
arcadia-mcp
Claim
MCP server for the Arcadia Arc utility data API, enabling retrieval of bill dat…
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| 32330 |
ai-mind-map
Claim
An MCP server that reduces AI coding agent token usage by 80-99% through a quer…
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| 32331 |
Cassini Mission Plan MCP
Claim
A read-only MCP server over the Cassini-Huygens mission dataset exposing tools …
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| 32332 |
Retrieves YouTube Channel statistics, metadata, and uploaded videos using the Y…
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| 32333 |
Local Figma MCP Server
Claim
Bridges MCP clients to Figma, enabling live canvas manipulation via a plugin We…
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| 32334 |
Kaggle Dataset Analyst
Claim
Enables exploratory data analysis and machine learning on CSV datasets with too…
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| 32335 |
fortimanager-mcp
Claim
This MCP server provides tools to interact with FortiManager via JSON-RPC, but …
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| 32336 |
AI Consultant MCP Server
Claim
Enables AI agents to consult with multiple AI models (GPT, Gemini, Grok, etc.) …
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| 32337 |
Smart Clip MCP
Claim
AI-powered video clipping server that analyzes subtitles and audio to detect hi…
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| 32338 |
Sage MCP Public
Claim
Query Sage Veterinary Imaging's public data including website content, provider…
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| 32339 |
cabin-flights
Claim
Search and book real flights with USDC on Base. 500+ airlines, crypto-native pa…
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| 32340 |
Provides access to real-time satellite tracking data using the N2YO API, enabli…
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— | ||||||||
| 32341 |
Give Claude direct access to your AWS account, SSH into your servers, run shell…
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— | ||||||||
| 32342 |
Conduit
Claim
One local gateway for all your MCP servers — shared by every AI coding
tool (Cl…
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— | ||||||||
| 32343 |
notion-enhanced
Claim
Enhanced Notion MCP server supporting all 24 property types, auto-pagination, b…
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— | ||||||||
| 32344 |
cargoshipper-mcp
Claim
A comprehensive MCP server that provides Claude with direct access to Docker, D…
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| 32345 |
MCP Server for vmanomaly - VictoriaMetrics anomaly detection
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— | ||||||||
| 32346 |
seaworthy-mcp
Claim
Disability insurance brokerage: submit a quote request on a user’s behalf, plus…
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— | ||||||||
| 32347 |
getskills
Claim
Search and install 3,000+ AI skills from getskillsai.org into Claude Code, Curs…
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| 32348 |
QR & barcode toolkit: generate, decode, vector SVG, logo QR, WiFi and vCard QR …
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| 32349 |
yfinance-mcp
Claim
MCP server wrapping yfinance to provide stock market data, financials, and anal…
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| 32350 |
sui-mcp-server
Claim
A local-first MCP server that enables AI agents to query the Sui blockchain usi…
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