MCP Server Quality Scores
Independent quality analysis of 61551 public MCP servers
Last updated 1 hour, 34 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 31201 |
pyscope-mcp
Claim
MCP server that exposes Python function- and module-level call graphs for agent…
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| 31202 |
Kaggle Dataset Analyst
Claim
Enables exploratory data analysis and machine learning on CSV datasets with too…
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| 31203 |
engram
Claim
Provides persistent, local-first AI memory across sessions via MCP tools for st…
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| 31204 |
Retrieves YouTube Channel statistics, metadata, and uploaded videos using the Y…
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| 31205 |
ProTools MCP Server
Claim
An extensible MCP toolbox for code merging, AI code review with OpenAI and Gemi…
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| 31206 |
arcadia-mcp
Claim
MCP server for the Arcadia Arc utility data API, enabling retrieval of bill dat…
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| 31207 |
Google Workspace MCP
Claim
Enables AI assistants to securely manage Google Workspace services (Gmail, Cale…
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| 31208 |
anthropic-mcp
Claim
Provides access to Claude models, message creation, token counting, and batch p…
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| 31209 |
PacketMaster
Claim
MCP server for network-troubleshooting PCAP analysis via tshark, enabling users…
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| 31210 |
choumai
Claim
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| 31211 |
mcp-routing-gateway
Claim
An MCP routing proxy that prevents LLMs from executing unintended tools. It sec…
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| 31212 |
gridfinity-mcp
Claim
Turns natural-language requests into printable Gridfinity STL/STEP files for bi…
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| 31213 |
real-estate-listing-mcp
Claim
real-estate-listing-mcp MCP server by MEOK AI Labs
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| 31214 |
nutstore-mcp
Claim
MCP server for Nutstore cloud storage, enabling AI assistants to manage files v…
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| 31215 |
Enables real-time stock and options market data retrieval from Interactive Brok…
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| 31216 |
leo-running-coach
Claim
Coach Leo is an AI running coach that syncs your real training data from Strava…
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| 31217 |
Birdeye MCP Server
Claim
Provides blockchain data context from Birdeye APIs for AI models via Model Cont…
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| 31218 |
MCP server for generating and editing images using Amazon Nova Canvas, Stable D…
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| 31219 |
docubridge
Claim
Provides AI assistants with direct access to local Markdown documentation libra…
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| 31220 |
SGraph MCP Server
Claim
Gives AI agents instant access to software architecture, dependencies, and impa…
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| 31221 |
NFT collection analytics API for AI agents. Floor price, 24h volume, total supp…
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| 31222 |
AI Work Market (AWM)
Claim
Settlement rails for AI labor — USDC escrow on Base Mainnet, 1% protocol fee, d…
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| 31223 |
team-memory-mcp
Claim
Shared team memory for AI coding agents with Bayesian confidence scoring and te…
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| 31224 |
mcp-system-monitor
Claim
Enables Claude to monitor CPU, memory, disk, processes, network connections, Do…
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| 31225 |
FinScreen
Claim
Loan officer assistant that uses Claude AI and Plaid banking API to assess loan…
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| 31226 |
mcp-gdacs
Claim
Enables querying global disaster alerts from GDACS including earthquakes, tropi…
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| 31227 |
otskit-mcp
Claim
Stamp, upgrade, and verify Bitcoin timestamps via AI agents. No API keys requir…
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| 31228 | — | |||||||||
| 31229 |
MCP Web Search
Claim
Provides 19 tools for web search, content fetching, and extraction, including D…
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| 31230 |
github-mcp
Claim
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| 31231 |
Teachable MCP Server
Claim
Enables AI assistants to seamlessly interact with the Teachable API, managing c…
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| 31232 |
MCP Sonar Analysis
Claim
A local MCP server that provides Sonar-grade static analysis (bugs, vulnerabili…
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| 31233 |
Kickd MCP Server
Claim
Enables Claude Code to manage automations, tasks, skills, workflows, credential…
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| 31234 |
Enables AI agents to access DDG's payable services including checkout/payment c…
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| 31235 |
A minimal MCP server template for deploying to Tencent Cloud EdgeOne Pages usin…
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| 31236 |
codeweave
Claim
A self-hosted MCP server that indexes your codebase and provides AI assistants …
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| 31237 |
cjm_test
Claim
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| 31238 |
jpcite
Claim
日本の公的制度(補助金/法令/税務/法人/判例)を提供する MCP サーバー。261 ツール、¥3/billable unit、匿名 3/日 free。Evi…
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| 31239 |
FunASR
Claim
Industrial-grade speech recognition toolkit: 170x realtime, 50+ languages, spea…
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| 31240 |
mcp-docpilot-server
Claim
An MCP server that exposes document retrieval as tools (semantic search and sou…
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| 31241 |
TrackJS MCP Server
Claim
A Model Context Protocol server for TrackJS error monitoring that allows you to…
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| 31242 |
cooper
Claim
Cooper: catálogo, cobertura, razas y turnos del marketplace argentino de cuidad…
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| 31243 |
Provides access to Minecraft mod development documentation (Neoforge) via MCP t…
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| 31244 |
abap-adt-mcp
Claim
Enables AI assistants like Claude Code to directly connect to SAP ABAP systems …
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| 31245 |
cross-review
Claim
MCP server orchestrating API-first cross-review between Claude, ChatGPT Codex, …
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| 31246 |
patternfetch
Claim
Crypto ticker+timeframe → token-compact market-state brief. MCP server, one-cli…
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| 31247 |
chatmcp_memory
Claim
Enables large language models to remember past conversations by querying chat h…
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| 31248 |
mcp-thesportsdb
Claim
Enables AI agents to query sports data including teams, players, events, and st…
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| 31249 |
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| 31250 |
Enables searching and bidirectional mapping of 1,451 security controls across 2…
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