MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 3 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11851
alex-rimerman
Enables users to query MLB Statcast, FanGraphs, and Baseball Reference data usi…
C 62 55 72 31 28 82 91
11852
riza-io
riza-mcp Claim 2
An MCP server that wraps the Riza Code Interpreter API and presents endpoints a…
C 62 55 53 62 13 81 93
11853
kaiyuanzhuadmin
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 62 55 48 68 21 81 83
11854
hkonda015
MCP Data Server Claim
Indexes local files (PDF, TXT, CSV, Markdown) with embeddings for semantic sear…
C 62 54 54 37 N/A 18 95 98
11855
RyanLisse
Enables efficient vector database operations for embedding storage and similari…
C 62 55 66 60 22 81 68
11856
sichang824
Figma MCP Server Claim
A server implementation that enables interaction with Figma API through Model C…
C 62 55 90 28 27 81 74
11857
Richard-Zhangxj
Enables interaction with SAP systems through RESTful APIs via MCP protocol. Sup…
C 62 55 78 43 16 81 81
11858
allenbijo
A lightweight server that provides real-time system information including CPU, …
C 62 54 56 22 N/A 43 90 100
11859
maxim-saplin
Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`
C 62 54 60 22 N/A 42 95 91
11860
degenpilot404
Provide tokenized attention scores and credibility metrics for X/Twitter accoun…
C 62 55 60 61 N/A 20 81 80
11861
SaintDoresh
An MCP tool that provides cryptocurrency market data using the CoinGecko API.
C 62 55 60 31 36 84 99
11862
HasnainAli47
TOON MCP Server Claim 1
Converts JSON data and system prompts to and from TOON (Token-Oriented Object N…
C 62 55 62 36 40 84 85
11863
leehyunseok-tech
mcp-server Claim
C 62 54 66 68 N/A 27 95 41
11864
SarthakS97
Sheeter Claim
Create new Google Sheets and read data from existing ones. Automate reporting, …
C 62 66 90 71 0 23 81 98
11865
shipstatic
ShipStatic Claim
Deploy static sites instantly from AI agents — no account required
C 62 64 72 71 0 55 83 94
11866
sirlordt
Execute commands in visible VSCode terminal tabs with output capture and sessio…
C 62 54 72 0 N/A 55 87 98
11867
alicenjr
Enables interactive reincarnation storytelling where users choose their path af…
C 62 54 72 20 N/A 26 95 92
11868
terellcodes
Enables web search capabilities through the Tavily API, allowing users to searc…
C 62 55 54 50 25 76 99
11869
QAInsights
jmeter-mcp-server Claim
JMeter MCP Server for performance testing
C 62 54 66 33 N/A 25 89 93
11870
HowardQin
fastmcp-opengauss Claim
Enables interaction with openGauss databases through multiple transport methods…
C 62 55 80 28 23 71 99
11871
jabberjabberjabber
LLM Jukebox Claim
Enables LLMs to search YouTube for music, download videos as MP3 files, and pla…
C 62 54 62 31 N/A 24 89 97
11872
danix800
Hello Claim
Send a friendly greeting to anyone. Personalize quick intros and acknowledgment…
C 62 54 42 50 N/A 17 95 100
11873
Cam10001110101
Remote MCP Server Claim
A Cloudflare Workers-based implementation of the Model Context Protocol server …
C 62 55 54 57 30 80 82
11874
PoliTwit1984
GitHub MCP Server Claim 2
A Model Context Protocol server that enables AI models to interact with GitHub'…
C 62 55 75 45 17 81 79
11875
BQ31X
Enables web search capabilities through the Tavily API, allowing users to searc…
C 62 55 60 42 24 81 96
11876
Artin0123
Analyze images and videos with Gemini to get fast, reliable visual insights. Ha…
C 62 66 78 75 0 46 81 91
11877
xinkuang
Access real-time and historical market data for China A-shares and Hong Kong st…
C 62 66 70 60 0 75 81 93
11878
YassineTk
Enable AI models to seamlessly access and query your local markdown technical d…
C 62 55 62 82 N/A 24 95 29
11879
egawata
Generates creative illustration prompts featuring characters from the Love Live…
C 62 55 46 60 32 80 88
11880
cdugo
Fetches package documentation from multiple language ecosystems (JavaScript, Py…
C 62 55 70 82 44 81 21
11881
sujianqingfeng
Apifox MCP Claim 1
An MCP server that integrates Apifox API documentation with AI assistants, allo…
C 62 55 33 100 43 81 49
11882
prajwalnayak7
MCP Server Redis Claim
A server that provides Claude with Redis database access and operations through…
C 62 55 60 27 44 80 99
11883
luchiniatwork
Provides intelligent web search capabilities using OpenAI's Web Search API with…
C 62 55 72 36 30 81 84
11884
Highpolar-Softwares
A Django app that implements Firebase Model Context Protocol server, enabling A…
C 62 55 66 36 18 81 99
11885
r0x0d
linux-mcp-server Claim 2
MCP server for read-only Linux system administration, diagnostics, and troubles…
C 62 64 65 66 0 74 81 95
11886
cemremengu
Weather MCP Server Claim
Provides weather information tools based on the National Weather Service APIs t…
C 62 55 68 30 27 82 100
11887
jjmerri
Provides access to E\*TRADE's Market API for retrieving real-time stock quotes,…
C 62 55 62 40 21 81 100
11888
Sinan-Abbas07
A Model Context Protocol server that delivers jokes on demand, allowing users t…
C 62 55 33 55 46 82 100
11889
hyunjae-labs
lore Claim
Semantic search across Claude Code conversations. Hybrid vector + keyword searc…
C 62 54 76 0 N/A 53 89 95
11890
jar285
Enables Large Language Models to analyze GitHub repositories in real-time, prov…
C 62 55 60 43 18 82 99
11891
amornpan
MySQL MCP Server Claim 1
Enables secure interaction with MySQL databases, allowing AI assistants to list…
C 62 55 78 32 15 81 93
11892
icck
Toy MCP Server Claim
A simple MCP server that provides two tools: one for counting specific letter o…
C 62 55 48 53 28 81 97
11893
jcdumlao14
Enables web page scraping via Jina reader API and searching FastMCP documentati…
C 62 55 50 50 27 81 100
11894
DaBaiGoose
Enables AI assistants to send WeChat messages and take screenshots through ADB …
C 62 54 66 25 N/A 40 95 83
11895
Dhruvimahale08
Enables AI-powered employee data management in Excel files, automatically class…
C 62 54 54 36 N/A 22 95 99
11896
dangvinh
mcp-ocr-server Claim 1
MCP server for OCR using native Tesseract (C++), built with Node.js, delivering…
C 62 54 39 27 N/A 69 92 94 C
11897
kukapay
An MCP server that provides real-time whale alerts on Hyperliquid, flagging pos…
C 62 55 45 42 45 80 100
11898
OfficeMCP
OfficeMCP Claim
A server that allows AI models to automate Microsoft Office applications (Word,…
C 62 55 76 28 27 81 90
11899
burakdirin
clickhouse-mcp-server Claim 1
An MCP server implementation that enables Claude AI to interact with Clickhouse…
C 62 55 51 35 55 80 96
11900
BACH-AI-Tools
Provides a comprehensive suite of utility tools for string manipulation, mathem…
C 62 55 50 55 45 80 77
Showing 11851–11900 of 30006 servers
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