MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

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69027
Discovered
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33753
Scored
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2112
Verified
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16953
Complete
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Last updated 3 hours, 23 minutes ago

Grade Distribution

Score Distribution

Newly Added

SoKal F Meles F LoanIt F finpln F ConceptViz Scientific Diagrams F

Biggest Gainers

Bureau public reader +48 sukimalabo-tester +46 ActionDock +44

Biggest Drops

Jithox Commerce Preflight -56 Wisely x402 Agent-Payment Infrastructure -56 main -55
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# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
63901
daomengKJ
Enables LLM clients to handle leave applications by providing tools for initial…
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63902
ninemindai
weather-mcp Claim
Exposes weather data from the free Open-Meteo API via decorator-driven MCP tool…
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63903
Hcs66
Enables users to interact with the Writeathon platform for managing cards, spac…
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63904
meir-may
LLMemory Claim
Enables VS Code agent mode to search and retrieve context from your LLMemory va…
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63905
EmmaChillonB
Enables analysis of AWS costs and usage through the AWS Cost Explorer API, supp…
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63906
mark-o298
MCP server for Brevo email marketing platform enabling campaign management, ana…
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63907
lucille-protocol
MCP server for Lucille Protocol — let your AI agent play the game, win rewards,…
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63908
bill-gtl-group
Enables accessing and managing files from configured folders with filtering and…
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63909
AgentMP
Bridges Claude Desktop with a HITL escalation service, enabling creation, appro…
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63910
bluewms
Enables AI assistants to query and operate Dingjie ERP system via natural langu…
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63911
luciVuc
Shell MCP Claim
A production-ready MCP server that enables AI assistants to execute shell comma…
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63912
mightbesaad
Hash-chained audit log for AI agents — MCP-native, Cloudflare Durable Objects +…
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63913
tistaharahap
bhinneka Claim
MCP server providing flight search, web search, URL fetching with JS rendering,…
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63914
alexpekach
Local-first Gmail MCP server using PKCE + loopback OAuth flow that stores refre…
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63915
wyre-technology
MCP server for Kaseya SaaS Alerts, providing tools to query security events, ma…
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63916
flor3z-github
Provides Naver Map API functions (geocoding, reverse geocoding, directions, sta…
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63917
lokafinnsw
Argus MCP Claim
Enables AI-powered, zero-trust code review with multiple models, supporting sin…
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63918
biccio
A generic MCP (Model Context Protocol) server for any Hugo blog, deployed on Cl…
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63919
runapi-ai
Enables users to create image editing and text-to-image tasks, poll their statu…
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63920
FiquemSabendo
Enables MCP-capable clients to interact with OpenRefine's HTTP API for creating…
 — ○ ⏳ — N/A N/A — — —
63921
prog76
vscode-mcp Claim
Exposes VS Code terminals as MCP tools, allowing AI agents to create, execute c…
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63922
maito-app
Enables AI assistants to interact with Maito workspaces for task management, no…
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63923
dazeb
Enables searching and retrieving images from Wikipedia Commons with detailed me…
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63924
Szotasz
An MCP server that gives Claude access to fal.ai generative AI models for image…
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63925
Aunxfb
A hierarchical MCP server for managing skill definitions with a browsable tree …
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63926
gest0r1
mcp-itop Claim
MCP server for iTop ITSM that provides 19 tools for analytics, ticket managemen…
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63927
gui11aume
docdb-mcp Claim
Resolves patent publication numbers to canonical DOCDB identifiers, providing i…
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63928
josespinal
Remote MCP server for Odoo ERP — exposes Odoo operations over Streamable HTTP w…
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63929
sttts
caltopo-mcp Claim
HTTP MCP server for managing CalTopo maps from headless agents, enabling map li…
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63930
FMorgan-111
MCP server that exposes GitHub operations as tools for AI agents, enabling code…
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63931
Samir12218415
GhostMap v2 Claim
Exposes AI-augmented network reconnaissance and evasion capabilities as callabl…
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63932
dhawalshah
Enables AI assistants to interact with Google Sheets, allowing CRUD operations,…
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63933
plate-to
Plate MCP Claim
Lightweight project management for teams and AI agents.
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63934
souzanahamza
FinMCP-Core Claim
Financial MCP server providing 15 tools for stock quotes, financials, risk metr…
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63935
zmGiser
Enables natural language and geospatial queries on PostGIS databases, with 32 t…
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63936
bradsjm
nl2sql-mcp Claim
A production-ready MCP server that transforms natural language into safe, execu…
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63937
jungho-dev
Provides batch file operations, search, and essential git workflows via stdio M…
 — ○ ⏳ — N/A N/A — — —
63938
benina
autoit-mcp Claim
Windows GUI automation MCP server for Claude Code, enabling deterministic deskt…
 — ○ ⏳ — N/A N/A — — —
63939
schwarztim
Enables AI assistants to perform password security auditing using John the Ripp…
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63940
okrealai
kb-gateway Claim
HTTP MCP gateway for a learning corpus with Pinecone, Neo4j, and agentic router…
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63941
Masterplanner25
Exposes the Nodus orchestration runtime as MCP tools for memory management, goa…
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63942
smartaces
render_mcp Claim
A guide to deploy a remote MCP server on Render.com and connect it to Anthropic…
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63943
stagproject
SEC EDGAR MCP for agents: search 10-K/10-Q, free sample preview, full filing JS…
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63944
florian-priegnitz
A-Eyes Claim
MCP server enabling Claude Code to capture screenshots of Windows applications …
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63945
Bye-666
A pluggable, observable modular RAG service framework that exposes tool interfa…
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63946
nightnei
Enables creating, customizing, managing, and sharing local WordPress sites thro…
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63947
IAMSamuelRodda
Enables comprehensive Gmail management with 17 tools for searching, sending, an…
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63948
jamesfiltness
An MCP server for forward geocoding via the Nominatim API (OpenStreetMap) with …
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63949
mashish
Analyzes log files locally using Ollama and files structured GitHub Issues auto…
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63950
LuiccianDev
A Python server implementing Model Context Protocol for advanced Microsoft Word…
 — ○ ⏳ — N/A N/A — 95 —
Showing 63901–63950 of 69027 servers
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