MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12851
Intelligence08
Video Editor MCP Claim
Enables users to upload, search, edit, and generate videos through Video Jungle…
C 60 66 92 62 0 24 81 91
12852
drdudda-org
A simple MCP server that provides current time in Korean timezone (KST) with mu…
C 60 55 60 100 25 81 15
12853
Nothflare
gaslighting-mcp Claim
A fake web search server that generates LLM-powered search results and full art…
C 60 55 54 22 45 81 100
12854
chipocrudos
Tasks MCP Server Claim
Enables task management through natural language commands in English or Spanish…
C 60 55 66 25 24 81 97
12855
a05031113
Enables querying Yahoo Finance data including stock prices, historical data, fi…
C 60 55 60 36 16 81 100
12856
avi686
Provides penetration testing tools including nmap, nikto, sqlmap, wpscan, and e…
C 60 54 72 31 N/A 22 87 78
12857
srgsanky
A demo server that allows AI models to manage a personal reading list stored in…
C 60 54 48 27 N/A 35 91 99
12858
Totalsolutionsync
Kynver Claim
Unverified AI agents are a growing security risk. Kynver's MCP server brings ag…
C 60 66 78 70 0 28 81 95
12859
ldilba
MCPServer Claim
A setup guide for running a Model Completion Protocol (MCP) server in Windows S…
C 60 54 48 53 N/A 21 82 93
12860
bkoseda
Chess MCP Server Claim
Enables chess gameplay and interaction through MCP protocol. Allows users to pl…
C 60 55 56 82 24 81 44
12861
recoupableorg
Big Brain MCP Claim 1
An MCP server that retrieves statistics from top protocols in the Mantle Networ…
C 60 55 61 55 23 81 70
12862
lopisan
Enables LLMs to interact with ROS1 Noetic robotic systems by providing tools fo…
C 60 55 66 31 28 80 90
12863
pedarias
Transforms static gemini-cli documentation into a queryable RAG service, enabli…
C 60 55 64 22 34 83 97
12864
PK-SANGAMESWAR
Enables tracking and managing personal expenses through a local SQLite database…
C 60 54 60 30 N/A 24 91 91
12865
zad0xlik
Provides access to RateSpot.io mortgage rate APIs, enabling AI assistants to fe…
C 60 55 60 82 42 81 22
12866
JackKuo666
medRxiv-MCP-Server Claim
🔍 Enable AI assistants to search and access medRxiv papers through a simple MCP…
C 60 55 70 30 16 83 93
12867
aharvard
Enables interactive restaurant discovery and ordering through a synthetic comme…
C 60 66 72 73 0 42 81 91
12868
VaishnaviK23
Trading MCP Server Claim
Enables fetching real-time stock prices from Yahoo Finance through Claude AI's …
C 60 55 60 22 36 82 100
12869
aubreyhayes47
sci-calc-mcp Claim
sci_calc_mcp is a lightweight, high-performance Model Context Protocol (MCP) se…
C 60 54 38 30 N/A 44 95 100
12870
CometixAI
A local indexing and retrieval service that enables semantic code search by wra…
C 60 66 86 66 0 32 81 90
12871
johnneerdael
Enables management of Netskope Network Private Access (NPA) infrastructure thro…
C 60 55 60 60 33 81 60
12872
smithery-ai
A simple Typescript MCP server built using the official MCP Typescript SDK and …
C 60 66 96 42 0 42 81 96
12873
deploya-labs
AI-driven browser automation server that implements the Model Context Protocol …
C 60 55 54 82 N/A 41 95 19
12874
tfiatlux
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 60 54 54 63 N/A 29 95 48
12875
BioContext
PubChem-MCP Claim 1
An MCP server that provides tools for querying the PubChem database for detaile…
C 60 55 63 28 25 81 100
12876
eisuke000111
Provides real-time access to AWS security best practices, incident response pla…
C 60 55 72 56 18 82 60
12877
plaban1981
A server that integrates Retrieval-Augmented Generation (RAG) with the Model Co…
C 60 54 50 31 N/A 36 95 89
12878
szcharlesji
Real-time access to cryptocurrency data from the CoinMarketCap API.
C 60 66 82 65 0 37 83 90
12879
landscapedotcl
MCP Veracode Claim 1
An MCP server that enables users to interact with Veracode security services th…
C 60 55 33 67 35 76 91
12880
DekaCube
A minimal, dockerized template for creating HTTP-based Model Context Protocol s…
C 60 55 60 35 16 81 100
12881
kpfitzgerald
youtube-mcp Claim
A FastMCP server providing 25 tools for interacting with the YouTube Data API v…
C 60 55 60 35 31 81 88
12882
farzadnadiri
MCP-CAN Claim
Enables LLMs to interact with vehicle CAN bus and OBD-II data through a simulat…
C 60 55 54 41 44 81 81
12883
ag2-mcp-servers
An MCP server that provides access to the Interzoid GetWeatherCity API, allowin…
C 60 54 45 52 N/A 21 90 88
12884
Otman404
Enables LLMs to retrieve real-time stock and cryptocurrency prices and news usi…
C 60 55 66 25 23 82 96
12885
run-llama
A local MCP server that integrates with Claude Desktop, enabling RAG capabiliti…
C 60 55 48 37 54 81 84
12886
atarkowska
fastmcp-sqltools Claim 1
A MCP server provides SQL database access with support for PostgreSQL, MySQL, a…
C 60 54 45 31 N/A 50 90 89
12887
dhkts1
Provides tools for structuring complex problems through narrative-based sequent…
C 60 64 78 57 0 39 92 90
12888
thuong204
A remote Model Context Protocol server that runs on Cloudflare Workers without …
C 60 55 48 56 21 81 89
12889
HeloyoM
mcp-server-test Claim
C 60 55 36 100 N/A 17 95 37
12890
y7ut
mcp-tavily-search Claim
Use Tavily Search to search for news pages or images.
C 60 55 64 23 46 81 87
12891
czirakim
F5 MCP Server Claim 1
A Model Context Protocol server that enables management of F5 devices through n…
C 60 55 53 35 45 81 85
12892
jerpint
paperpal Claim
MCP Extension that gives LLMs access to arXiv and Hugging Face papers, enabling…
C 60 54 50 25 N/A 39 94 91
12893
NNNNzs
A FastMCP-based tool for monitoring server statistics that retrieves CPU, memor…
C 60 55 60 100 22 81 19
12894
colesmcintosh
NumPy Calculator Claim
A Model Context Protocol (MCP) server that provides mathematical calculations a…
C 60 55 60 30 22 84 100
12895
script-dragonmkop8t
Provides AI agents with real-time cryptocurrency news and media updates sourced…
C 60 55 42 40 44 80 100
12896
yunkee-lee
MCP TMAP Server Claim
A server that connects to SK TMAP API, providing access to public transit routi…
C 60 55 48 41 41 81 90
12897
henrysouchien
EdgarParser MCP Claim
MCP stdio server for source-backed SEC EDGAR financial data from the hosted Edg…
C 60 55 72 42 N/A 33 80 63
12898
Subconscious-ai
mcp-subconscios Claim
Run conjoint experiments and causal research through AI powered behavioral simu…
C 60 64 90 41 0 36 95 93
12899
Racy324
Weather MCP Server Claim
Enables real-time weather queries for 12 major Chinese cities and global locati…
C 60 55 54 31 42 81 94
12900
serbansorin
Enables AI assistants to build and manage Filament admin panels by providing co…
C 60 55 60 82 30 81 35
Showing 12851–12900 of 56925 servers
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