MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1951
Zabaca
Pane Claim
Enables AI agents to create visual, interactive interfaces with diagrams, struc…
B 78 54 90 70 N/A 26 95 96
1952
Talljack
Enables comprehensive content management through Markdown processing, HTML rend…
B 78 54 94 60 N/A 34 90 99
1953
Stig-Johnny
cutie-mcp Claim
Enables interaction with the Cuti-E admin API to manage conversations, reply to…
B 78 55 94 67 37 81 97
1954
robobobby
mcp-nordic Claim 1
Provides access to a suite of Nordic data tools covering Danish business record…
B 78 55 90 75 30 83 96
1955
xiaobenyang-com
calculator Claim 1
A fully functional calculator server based on Model Context Protocol (MCP), pro…
B 78 64 78 80 84 45 95 78
1956
Panth1823
Provides real-time and historical Formula 1 racing data through the Model Conte…
B 78 55 84 70 52 82 95
1957
markusvankempen
IBM Maximo Claim 1
Connect AI assistants to IBM Maximo for API discovery, OSLC querying, and Carbo…
B 78 55 94 83 N/A 70 78 56
1958
itsOmSarraf
Provides real-time access to Pyth Network's decentralized oracle price feeds ac…
B 78 55 100 62 40 81 93
1959
aringadre76
Enables comprehensive academic research by searching and analyzing papers from …
B 78 55 88 68 59 81 86
1960
svnscha
Bridges AI models with WinDbg for crash dump analysis and remote debugging.
B 78 54 71 61 N/A 97 80 92
1961
krulewis
tokencast Claim
Pre-execution cost estimation for LLM agent workflows with calibration learning
B 78 44 67 N/A N/A 51 95 96
1962
Ompragash
A TypeScript server implementing the Model Context Protocol that provides secur…
B 78 54 90 63 N/A 40 95 90
1963
Master-Frank
XMind AI MCP Claim 1
Enables conversion of multiple file formats (Markdown, HTML, Word, Excel, etc.)…
B 78 55 90 82 57 81 73
1964
crunchtools
MCP Gitlab Claim
Secure MCP server for GitLab projects, merge requests, issues, and pipelines
B 78 55 66 82 N/A 51 95 94
1965
CodeLogicIncEngineering
codelogic-mcp-server Claim 2
An MCP Server to utilize Codelogic's rich software dependency data in your AI p…
B 78 54 81 63 N/A 82 81 87
1966
CryptoAPIs-io
mcp-hd-wallet Claim 1
MCP server for HD wallet management, balance, and sync on EVM, UTXO, XRP via Cr…
B 78 66 85 76 93 42 72 90
1967
satendra-mani-tiwari
Provides access to 800,000+ Federal Reserve Economic Data (FRED) time series, e…
B 78 55 100 70 37 81 90
1968
rohanraja
Web Search MCP Server Claim 1
Enables free web searching using Google search results without the need for API…
B 78 54 90 71 N/A 21 90 100
1969
lev-corrupted
Travel MCP Server Claim
A comprehensive travel aggregation server that enables AI assistants to search …
B 78 55 100 52 53 81 97
1970
sammcj
mcp-package-docs Claim 1
An MCP server that provides LLMs with efficient access to package documentation…
B 78 54 79 58 N/A 68 95 90
1971
Red5d
Enables access to Jupiter Broadcasting podcast episodes through RSS feed parsin…
B 78 55 76 82 43 81 98
1972
thhart
Log MCP Server Claim 1
Enables AI assistants to automatically inspect and analyze application runtime …
B 78 55 84 91 N/A 69 95 45
1973
ThirdGuard
Provides Ethereum blockchain data tools via Etherscan's API, enabling users to …
B 78 55 94 62 43 82 100
1974
davibauer
TikTok MCP Claim
Integrates TikTok video analysis into Claude AI via TikNeuron, enabling users t…
B 78 55 90 67 56 81 92
1975
wrbtc
Bitcoin wallet intelligence: labels, trust scores, transactions, fees. L402 + x…
B 78 66 67 86 96 33 81 95
1976
Evilran
Provides web search capabilities through Baidu with content fetching and parsin…
B 78 55 70 82 63 80 92
1977
Octodet
Read/write Elasticsearch mcp server with many tools
B 78 55 78 73 66 76 95
1978
preflight-dev
preflight Claim
24-tool MCP server for Claude Code that catches vague prompts before they waste…
B 78 54 76 56 N/A 83 89 92
1979
menesekinci
Archives posts from X into a local SQLite database and provides tools for seman…
B 78 54 90 63 N/A 30 95 99
1980
cablate
Enables comprehensive calendar management with capabilities to create, list, up…
B 78 55 92 63 51 80 98
1981
drewburchfield
Search Help Scout conversations, customers, organizations, threads, and inboxes…
B 78 55 100 42 N/A 75 81 93
1982
EvilFreelancer
openapi-to-mcp Claim 1
Turns any OpenAPI/Swagger API into an MCP server. One MCP tool per endpoint, St…
B 78 55 90 68 N/A 59 81 86
1983
mlorentedev
pdf-modifier-mcp Claim
Enables AI assistants to natively read, edit, and redact PDF documents in place…
B 78 54 66 63 N/A 81 95 90
1984
PavelGuzenfeld
gemini Claim
MCP server that exposes Google Gemini as tools for Claude Code
B 78 54 72 72 N/A 69 83 94
1985
drfccv
mcp-server-12306 Claim 1
An MCP server that provides 12306 ticket query
B 78 55 69 91 N/A 57 95 74
1986
DSado88
A simple MCP server that provides accurate date and time information to Claude …
B 78 55 72 100 22 81 100
1987
symgraph
IDAssistMCP Claim
Enables LLM clients like Claude to interact with IDA Pro for binary analysis, d…
B 78 54 80 57 N/A 62 94 93
1988
knowall-ai
Enables AI agents to store, retrieve, and connect information in a Neo4j graph …
B 78 55 94 58 56 82 91
1989
soth-ai
mcp-reticle Claim
Reticle intercepts, visualizes, and profiles JSON-RPC traffic between your LLM …
B 78 54 90 33 N/A 74 95 98
1990
Eis4TY
Provides Chinese holiday information, lunar calendar conversion, traditional fe…
B 78 55 84 82 57 81 80
1991
timergy-app
Timergy Claim
Create scheduling polls, vote, and finalize times from AI agents.
B 78 54 75 80 N/A 34 95 96
1992
dh1011
Automatically generates complete favicon sets from PNG images or URLs, creating…
B 78 55 72 82 N/A 43 95 91
1993
faithk7
rednote-mcp Claim
B 78 54 76 72 N/A 47 95 91
1994
ichbinder
Enables AI assistants to discover, monitor, and control ZigBee smart home devic…
B 78 55 90 67 42 81 99
1995
yashpreetbathla
Connects Claude to a live Chrome browser's accessibility tree to generate stabl…
B 78 54 88 63 N/A 61 92 78
1996
pchalupa
SVGR MCP Server Claim 1
Converts SVG content into React components with configurable options including …
B 78 55 78 100 N/A 57 95 48
1997
subspace-lab
matlab-mcp-server Claim
Matlab MCP Server in python
B 78 54 86 58 N/A 54 95 92
1998
hfredrick69
Enables AI-powered iterative research using Google Gemini 2.5 Flash with Google…
B 78 55 84 73 55 81 90
1999
moltobene-studio
Manages agent certification by tracking trust scores, capabilities, and test re…
B 78 55 90 62 47 82 100
2000
bhandzo
MCPOSprint Claim 1
An MCP server that enables users to print markdown tasklists, Notion tasks with…
B 78 55 69 82 N/A 50 90 93
Showing 1951–2000 of 67181 servers
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