MCP Server Quality Scores

Independent quality analysis of 47403 public MCP servers

47403
Discovered
29577
Scored
2112
Verified
16952
Complete

Last updated 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
25301
karar-hayder
Simple MCP Claim 1
A modular MCP server that provides comprehensive system automation capabilities…
F 25 43 66 31 N/A 21 84
25302
Skobyn
SEO Tools MCP Server Claim 1
Enables LLMs to interact with DataForSEO and other SEO APIs through natural lan…
F 25 44 96 68 67 84
25303
zereight
gitlab-mcp Claim 1
GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releas…
F 25 44 92 67 N/A 88 78
25304
ruchiayeon
A comprehensive MCP server providing 35 tools for managing Telegram messages, m…
F 25 44 42 37 53 76
25305
eagurin
A high-performance FastAPI server supporting Model Context Protocol (MCP) for s…
F 25 44 82 58 41 76
25306
k-jarzyna
mcp-miro Claim 1
Miro MCP server, exposing all functionalities available in official Miro SDK
F 25 44 62 71 53 80
25307
Sowiedu
edict Claim 1
AI-agent programming language. JSON AST in, WASM out. Typed, effect-tracked, Z3…
F 25 43 72 33 N/A 98 90
25308
manykarim
RobotMCP Claim 1
RobotMCP is a comprehensive Model Context Protocol (MCP) server that bridges th…
F 25 43 86 32 80 90
25309
yctimlin
Excalidraw MCP Server Claim 2 3
A Model Context Protocol server that enables LLMs to create, modify, and manipu…
F 25 44 85 63 59 74
25310
behrensd
mcpwall Claim 2
mcpwall is a deterministic security proxy for MCP tool calls — iptables for MCP…
F 25 43 60 13 N/A 60 84
25311
TheMacroeconomicDao
Bybit AI Trader Claim 1
AI trading assistant for Bybit cryptocurrency exchange that analyzes markets in…
F 25 44 90 70 31 71
25312
ryannmperez
PyMOL-MCP-Vis Claim 2
Enables Claude to control PyMOL for molecular visualization and structural biol…
F 25 43 90 58 N/A 48 80
25313
handaas
Provides comprehensive access to Chinese bidding and tendering data, enabling u…
F 25 44 60 37 18 76
25314
VantaInc
Vanta MCP Server Claim 1
Enables AI assistants to interact with Vanta's security compliance platform to …
F 25 44 72 71 59 82
25315
vakharwalad23
google-mcp Claim 1
Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with …
F 25 44 96 61 64 80
25316
rashed-mamoon
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with…
F 25 43 60 47 N/A 21 87
25317
CharlieMHJeong
Tableau MCP Claim 1
Enables integration with Tableau to query data, explore workbook content, and r…
F 25 44 48 70 63 77
25318
WizspDemo
Enables comprehensive schema and solution management for Microsoft Dataverse, i…
F 25 44 84 75 66 74
25319
willer
MCP Operator Claim 1
A web browser automation server that allows AI assistants to control Chrome wit…
F 25 43 78 33 N/A 23 84
25320
sirkirby
unifi-network-mcp Claim 1
MCP server implementation for the UniFi network application
F 25 43 96 68 N/A 89 88
25321
ujisati
anki-mcp Claim 1
Manage your Anki collection with AnkiConnect & MCP
F 25 43 48 55 N/A 41 87
25322
badchars
osint-mcp-server Claim 1
OSINT intelligence MCP server for AI agents — 37 tools, 12 sources. Shodan, Vir…
F 25 44 72 0 N/A 78 78
25323
tunnelhub
TunnelHub MCP Claim 1 2
Connects MCP clients to TunnelHub to monitor automations, inspect executions, a…
F 25 43 88 71 N/A 72 90
25324
willianmarcel
PR Reviewer Claim 1
An intelligent assistant for Pull Request analysis that integrates GitHub with …
F 25 44 42 41 23 78
25325
agenisea
CC Fig MCP Claim 1
Enables bidirectional control between Claude Code and Figma with real-time sync…
F 25 43 90 62 N/A 32 92
25326
GoPlausible
Vestige MCP Claim 1 2
An MCP server that provides comprehensive DeFi analytics and data access for th…
F 25 43 81 73 N/A 37 84
25327
jeff-nasseri
mikrotik-mcp Claim 1 2
MCP server for MikroTik routers: firewall, NAT, routing, DHCP, DNS, WireGuard a…
F 25 43 49 51 N/A 80 87
25328
GentlemanHu
Tabby-MCP Claim 1 2
An MCP server plugin for the Tabby Terminal that enables AI assistants to execu…
F 25 43 39 61 N/A 79 90
25329
abhaybabbar
RetellAI MCP Server Claim 2 3
A Model Context Protocol server implementation that enables AI assistants to in…
F 25 44 65 71 28 78
25330
AndersHsueh
A comprehensive MCP server that enables AI models to perform local file operati…
F 25 43 68 56 N/A 62 87
25331
JoshuaRileyDev
An MCP server to communicate with the App Store Connect API for iOS Developers
F 25 43 69 66 N/A 53 84
25332
HookbaseApp
Hookbase MCP Server Claim 1 2
Exposes the Hookbase webhook relay API as tools for AI assistants to manage sou…
F 25 44 88 68 49 77
25333
aiminnovations
MongoDB MCP Server Claim 1
Enables interaction with MongoDB databases and MongoDB Atlas for querying data …
F 25 44 64 71 60 80
25334
0xGval
Onchain MCP Server Claim 1
Provides tools for querying onchain data across 12+ blockchain networks, includ…
F 25 44 60 40 21 78
25335
Mousten
MCP BigQuery Server Claim 1
Enables secure access to BigQuery datasets with intelligent query result cachin…
F 25 44 48 42 27 77
25336
samuelcoc
mcp-ssh-toolkit Claim 1 2
A Model Context Protocol server for executing commands via SSH on remote server…
F 25 43 57 51 N/A 43 87
25337
mymanish9-code11
Enables AI assistants to interact with QuantConnect's algorithmic trading platf…
F 25 44 84 71 48 77
25338
Mhrnqaruni
Exposes Playwright-powered automation tools to AI assistants for navigating web…
F 25 43 84 31 N/A 53 84
25339
marlonluo2018
Outlook MCP Server Claim 1
Enables AI-powered email management for Microsoft Outlook, allowing users to se…
F 25 43 48 38 N/A 32 87
25340
trailofbits
Slither MCP Server Claim 1 2
Enables static analysis of Solidity smart contracts using Slither, including co…
F 25 43 63 58 N/A 79 94
25341
outscraper
Outscraper MCP Server Claim 1
Provides access to Outscraper's data extraction services for business intellige…
F 25 44 60 37 56 80
25342
proofmath-owner
AI FileSystem MCP Claim 1 2
Provides intelligent file system operations with advanced features including co…
F 25 44 96 50 65 75
25343
beverm2391
An MCP server that uses Groq's API to expose raw chain-of-thought tokens from Q…
F 25 44 75 22 27 76
25344
wyn0001
Enables autonomous AI-to-AI collaboration between Claude and Gemini to execute …
F 25 44 78 50 49 78
25345
nukeop
nuclear Claim 1
Streaming music player that finds free music for you
F 25 43 60 0 N/A 80 89
25346
preloop
preloop Claim 1 2
MCP proxy & AI automation platform with a human approval layer
F 25 43 60 46 N/A 76 90
25347
TeleKashOracle
mcp-server Claim 1 2
Prediction market probability oracle. 500+ markets from Kalshi, Polymarket & Me…
F 25 43 90 0 N/A 57 87
25348
wbind-core
TermPipe MCP Claim 2
Provides AI assistants with direct terminal access to execute commands, manage …
F 25 43 82 60 N/A 27 90
25349
watsona4
A secure Model Context Protocol server that enables Claude AI to list, search, …
F 25 44 88 41 46 76
25350
fastslack
e2e-runner Claim 1
JSON-driven E2E test runner with parallel Chrome pool execution and 16 MCP tool…
F 25 43 90 65 N/A 47 88
Showing 25301–25350 of 47403 servers
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