MCP Server Quality Scores

Independent quality analysis of 69093 public MCP servers

69093
Discovered
→
33805
Scored
→
2112
Verified
→
16953
Complete

Last updated 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9901
pmbstyle
A Model Context Protocol (MCP) server that provides AI agents with comprehensiv…
C 66 6⁄4 ◉ ⏳ 90 62 0 44 95 100
9902
Three-Little-Birds
XFOIL MCP Server ⚡ Claim
Enables aerodynamic analysis through XFOIL polar computations. Provides typed m…
C 66 5⁄5 ◉ ⏳ 48 70 N/A 49 95 67
9903
i-richardwang
Vision MCP ⚡ Claim
Enables image analysis and understanding using Vision Language Models through O…
C 66 5⁄5 ◉ ⏳ 66 46 — 45 81 91
9904
sjtu-sai-agents
Enables execution of code in a sandbox environment with integrated web search c…
C 66 5⁄5 ◉ ⏳ 72 52 — 19 81 93
9905
sontallive
This template provides a streamlined foundation for building Model Context Prot…
C 66 5⁄4 ◉ ⏳ 72 31 N/A 42 90 92
9906
Kaiohz
MCP Perplexica ⚡ Claim
Enables LLMs to perform web searches through Perplexica with multiple focus mod…
C 66 5⁄5 ◉ ⏳ 62 61 — 29 81 88
9907
Srish-ty
A server that manages conversation context for LLM interactions, storing recent…
C 66 5⁄5 ◉ ⏳ 86 36 — 23 81 94
9908
13rac1
A Model Context Protocol server that enables AI assistants to access and contro…
C 66 5⁄4 ◉ ⏳ 57 55 N/A 22 94 93
9909
Intradyne
ChatGPT-like AI that runs 100% locally on your hardware. No subscriptions, no c…
C 66 5⁄4 ◉ ⏳ 66 33 N/A 40 90 100
9910
iuill
MCP Grareco Claim 1
A MCP server that creates graphic recordings by converting websites or text inp…
C 66 5⁄4 ◉ ⏳ 53 58 N/A 39 95 84
9911
jonathan-politzki
Official Substack MCP Server
C 66 5⁄5 ◉ ⏳ 72 46 — 22 80 100
9912
skurekjakub
MCP server providing Git-related functionalities, primarily a tool to generate …
C 66 5⁄5 ◉ ⏳ 74 82 N/A 29 95 35
9913
bhjo0930
OpenAI MCP Server ⚡ Claim 1
Enables advanced OpenAI GPT model integration with Claude through 5 specialized…
C 66 5⁄5 ◉ ⏳ 66 66 — 21 74 93
9914
qubaomingg
一个 Alpha Vantage API 查询 股票信息的 MCP server.
C 66 5⁄5 ◉ ⏳ 70 61 — 26 80 83
9915
isaacwasserman
mcp-vegalite-server ⚡ Claim 1
Generate visualizations from fetched data using the VegaLite format and rendere…
C 66 5⁄4 ◉ ⏳ 78 45 N/A 26 77 96
9916
shanggqm
Provides weather forecast data for locations in China using the HeFeng Weather …
C 66 5⁄5 ◉ ⏳ 80 70 — 18 80 64
9917
phaserjs
Connects LLMs to Phaser Editor v5 to facilitate the management of game scenes, …
C 66 5⁄4 ◉ ⏳ 56 50 N/A 34 90 97
9918
launchthatbrand
mcp-graphql ⚡ Claim 2
A Model Context Protocol server that enables LLMs to interact with GraphQL APIs…
C 66 5⁄5 ◉ ⏳ 53 58 — 49 81 89
9919
arjunkmrm
A minimal ChatGPT app demonstrating interactive greeting widgets with confetti …
C 66 5⁄5 ◉ ⏳ 66 55 — 26 81 93
9920
numa08
Provides real-time NOAA space weather data (solar flares, Kp index, solar wind)…
C 66 5⁄5 ◉ ⏳ 80 30 — 42 81 93
9921
currents-dev
currents-mcp ⚡ Claim
C 66 5⁄5 ◉ ⏳ 72 68 — 61 82 44
9922
dealfluence
adeu ⚡ Claim
Automated DOCX Redlining Engine
C 66 5⁄4 ◉ ⏳ 60 23 N/A 70 95 90
9923
freshlife001
A Model Context Protocol server that allows AI agents to play Texas Holdem poke…
C 66 5⁄5 ◉ ⏳ 63 70 — 23 81 84
9924
jbchouinard
A Model Context Protocol (MCP) server that allows interaction with PDF and EPUB…
C 66 5⁄4 ◉ ⏳ 66 33 N/A 35 92 100
9925
wjlim
Enables users to manage and navigate nf-core bioinformatics pipeline repositori…
C 66 5⁄4 ◉ ⏳ 54 57 N/A 22 90 99
9926
firozanam
Provides intelligent error detection and debugging capabilities across multiple…
C 66 5⁄4 ◉ ⏳ 72 28 N/A 51 90 91
9927
lxe
Chrome MCP Server ⚡ Claim 1
A Model Context Protocol server that enables AI assistants to control Chrome br…
C 66 5⁄4 ◉ ⏳ 57 58 N/A 26 87 95
9928
jtucker
A Model Context Protocol server that allows Claude to query the Untappd beer da…
C 66 5⁄4 ◉ ⏳ 71 33 N/A 47 95 83
9929
isakskogstad
Kolada MCP Server ⚡ Claim
Provides access to 5,000+ Key Performance Indicators across 264 operating areas…
C 66 6⁄6 ◉ ⏳ 88 72 0 64 81 94
9930
firasd
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 66 5⁄5 ◉ ⏳ 54 65 — 30 81 93
9931
v9rt3x
CS2 RCON MCP Server ⚡ Claim 1
A Model Context Protocol server that allows management of Counter-Strike 2 game…
C 66 5⁄5 ◉ ⏳ 61 41 — 48 81 100
9932
neeraj15022001
Curl MCP Server ⚡ Claim 2
A Model Context Protocol server that provides secure curl command execution cap…
C 66 5⁄5 ◉ ⏳ 63 65 — 22 77 96
9933
Spectre006
An API server that enables interaction with IBM Maximo resources like Assets an…
C 66 5⁄5 ◉ ⏳ 72 38 — 34 81 98
9934
AlwaysSany
DeepL MCP Server ⚡ Claim
Provides translation capabilities using the DeepL API, supporting text translat…
C 66 5⁄5 ◉ ⏳ 72 36 — 47 81 91
9935
maoxiaoke
A Node.js server that provides advanced video and image processing capabilities…
C 66 5⁄5 ◉ ⏳ 60 100 N/A 22 95 38
9936
gentiku
Enables comprehensive Spotify integration through natural language commands, su…
C 66 5⁄5 ◉ ⏳ 78 41 — 24 81 98
9937
nishide-dev
ML Research MCP ⚡ Claim
Provides machine learning researchers with tools for creating publication-quali…
C 66 5⁄5 ◉ ⏳ 72 41 — 48 83 83
9938
BangyiZhang
An MCP server that allows LLMs to create structured Xmind mind maps with hierar…
C 66 5⁄5 ◉ ⏳ 61 82 N/A 64 87 29
9939
pradeep-moolemane
AEM MCP Server ⚡ Claim 1
A Model Context Protocol server that provides tools to interact with Adobe Expe…
C 66 5⁄5 ◉ ⏳ 63 57 — 23 81 100
9940
Parichay-Pothepalli
Provides access to comprehensive financial data including income statements, ba…
C 66 5⁄5 ◉ ⏳ 60 61 — 26 81 95
9941
hustcc
hustcc-mcp-mermaid ⚡ Claim
Generate dynamic Mermaid diagrams and charts with AI assistance. Customize styl…
C 66 6⁄6 ◉ ⏳ 82 72 0 72 81 92
9942
smartzan63
lucid-mcp-server ⚡ Claim
MCP server for Lucid App integration that enables AI-powered analysis and manag…
C 66 5⁄4 ◉ ⏳ 60 60 — 69 95 44
9943
BrowserMCP
Browser MCP ⚡ Claim
Automate your browser with AI using a Chrome extension and MCP server, enabling…
C 66 5⁄4 ◉ ⏳ 68 26 N/A 45 95 96
9944
workerportfolio
Enables persistent storage and retrieval of decisions, settings, and operationa…
C 66 5⁄5 ◉ ⏳ 80 58 — 22 80 75
9945
luxiaolei
Tiger MCP ⚡ Claim
Enables trading and market analysis through Tiger Brokers API integration. Prov…
C 66 5⁄5 ◉ ⏳ 72 38 — 46 81 93
9946
ayyappachinpandi
MCP Calculator Server ⚡ Claim 1
A minimal Model Context Protocol server that provides basic arithmetic tools an…
C 66 5⁄5 ◉ ⏳ 62 55 — 27 82 100
9947
pepo1275
MCP4GVA ⚡ Claim
Enables access to GVA GIS (Generalitat Valenciana) geographic data through ArcG…
C 66 5⁄5 ◉ ⏳ 78 87 — 21 81 43
9948
u14app
Use any LLMs (Large Language Models) for Deep Research. Support SSE API and MCP…
C 66 6⁄4 ◉ ⏳ 82 65 0 80 95 84
9949
varun369
superlocalmemory ⚡ Claim
Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via…
C 66 6⁄4 ◉ ⏳ 72 65 0 88 95 85
9950
umin-ai
itemit-mcp ⚡ Claim 1
An MCP server that enables asset tracking by providing a bridge between the ite…
C 66 5⁄5 ◉ ⏳ 57 68 — 34 76 92
Showing 9901–9950 of 69093 servers
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