MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31817
Scored
2112
Verified
16953
Complete

Last updated 7 hours, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10251
benhaotang
A server that provides access to Mathematica documentation through FastMCP, ena…
C 65 54 66 35 N/A 36 95 88
10252
lokeswaran-aj
AWS MCP Server Claim
Enables management and provisioning of AWS resources like EC2, S3, and RDS usin…
C 65 55 78 60 44 81 51
10253
chrishart0
searchconsole-mcp Claim
Provides read-only access to Google Search Console data, allowing AI assistants…
C 65 55 64 32 48 83 97
10254
QBT-Labs
openmm-mcp Claim 1
AI-native crypto market making toolkit with 13 tools for DeFi analytics, CEX/DE…
C 65 55 76 0 77 81 100
10255
RenzoReccio
A demonstration implementation of Model Context Protocol (MCP) using NestJS fra…
C 65 55 80 52 21 81 80
10256
ggerve
Provides tools for accessing coding style guidelines and best practices for var…
C 65 54 66 25 N/A 37 94 100
10257
mohdhaji87
Exposes Nmap network scanning capabilities through a Model Context Protocol (MC…
C 65 55 66 82 N/A 29 95 40
10258
talosdeus
wiki-js-mcp Claim
wiki-js-mcp
C 65 55 72 43 37 78 89
10259
TheValverde
An MCP server that enables AI agents to interact with the SpaceTraders API, man…
C 65 54 57 41 N/A 39 95 90
10260
Pranesh-2005
A set of tools allowing AI assistants to interact directly with GitHub, enablin…
C 65 55 60 58 16 81 99
10261
Python51888
PySqlitMCP Claim
Enables comprehensive SQLite database management through natural language inclu…
C 65 54 62 22 N/A 60 95 89
10262
Jannled
Doorstop MCP Claim
Enables interaction with the Doorstop requirements management framework, allowi…
C 65 54 60 37 N/A 45 90 95
10263
RossH121
Discord MCP Server Claim 2
An MCP server that allows Claude to interact with Discord by providing tools fo…
C 65 55 63 58 16 80 99
10264
CyprianFusi
MCP Chess Server Claim
Provides Chess.com player data integration, enabling AI assistants to fetch rea…
C 65 55 60 37 44 83 100
10265
dawnslab
jebmcp Claim
C 65 54 66 40 N/A 24 95 95
10266
TakanariShimbo
quickchart-mcp-server Claim 1
This Model Context Protocol (MCP) server provides powerful visualization tools …
C 65 55 70 58 24 80 85
10267
functicons
A backend service that provides accurate arithmetic calculation capabilities to…
C 65 55 66 43 34 81 96
10268
JPFrancoia
Jopmcp Claim 1
A MCP server for Joplin note-taking application that enables interaction with J…
C 65 54 39 63 N/A 23 95 100
10269
readwiseio
Readwise MCP Claim
A local Model Context Protocol server that connects LLM clients (like Claude) t…
C 65 55 54 82 N/A 68 95 25
10270
mashhurs
A Model Context Protocol server that provides comprehensive tools for monitorin…
C 65 55 63 56 16 81 100
10271
r3-yamauchi
Enables safe management of MCP server configuration files for AWS Q Developer a…
C 65 54 54 72 N/A 41 92 58
10272
burnssa
Afterpaths Claim
Session memory for AI coding agents. Search past sessions, extract rules, and t…
C 65 54 66 52 N/A 31 77 92
10273
aidityasadhakim
A serverless Model Context Protocol (MCP) implementation for Cloudflare Workers…
C 65 54 48 68 N/A 21 95 84
10274
guanshilong
Extracts title, author, and content (in Markdown format) from WeChat official a…
C 65 55 72 53 19 81 90
10275
tedlikeskix
Provides IP geolocation services using IP-API.com without requiring an API key,…
C 65 55 60 56 15 83 100
10276
Quan3Xin
A Model Context Protocol service that enables agent authentication and integrat…
C 65 54 54 46 N/A 42 95 87
10277
captainChaozi
Search Intent MCP Claim
An MCP-based service that analyzes user search keywords to determine their inte…
C 65 55 48 72 25 80 96
10278
Noveum
API-Market MCP Server Claim 4
A Model Context Protocol server that exposes over 200+ APIs from API.market as …
C 65 55 77 82 41 76 36
10279
Diegoval-Dev
A minimal Model Context Protocol server that provides basic utility tools inclu…
C 65 54 74 36 N/A 16 95 93
10280
zezeron
tweetsave-mcp Claim
Enables fetching tweets, threads, and converting them to blog posts without req…
C 65 66 84 75 0 54 81 96
10281
MusaddiqueHussainLabs
mhlabs_mcp_tools Claim 1
An MCP server that provides text preprocessing, NLP components, and document an…
C 65 54 45 48 N/A 58 90 89
10282
rflpazini
mcp-api-gateway Claim
A universal MCP (Model Context Protocol) server to integrate any API with Claud…
C 65 55 90 57 N/A 24 86 51
10283
simon-77
DigiKey MCP Server Claim
Provides access to the DigiKey Product Search API v4, allowing users to search …
C 65 55 76 31 47 81 87
10284
yodakeisuke
This MCP server provides persistent memory integration for chat applications by…
C 65 55 78 82 17 81 48
10285
Tech-curator
Korean Patent MCP Claim
Enables searching and analyzing Korean patents through the KIPRIS API using nat…
C 65 55 66 46 50 81 82
10286
joepangallo
cloud-agent Claim
AI software engineer — writes code, opens PRs, reviews code, generates tests, a…
C 65 66 94 78 0 57 72 89
10287
vikrantsinghsikarwar
A Model Context Protocol (MCP) server that enables integration of joke delivery…
C 65 55 48 55 41 81 100
10288
commercetools
An MCP server that enables AI agents to interact with the commercetools Composa…
C 65 55 75 40 66 82 62
10289
Aeolun
Repomix MCP Server Claim 2
An MCP server that packs repositories into AI-friendly files using the Repomix …
C 65 55 63 62 21 80 91
10290
isaacgounton
A Model Context Protocol server that integrates with Brave Search API to provid…
C 65 55 57 66 23 81 88
10291
RafaelCartenet
Model Context Protocol (MCP) server for Databricks that empowers AI agents to a…
C 65 55 76 23 N/A 52 81 92
10292
automation-ai-labs
MCP-Wait Claim
A simple MCP server that provides waiting functionality to pause until other ta…
C 65 55 60 100 25 84 40
10293
aallsbury
qb-time-mcp-server Claim 1
Provides unified access to QuickBooks Time API functionality. This server conso…
C 65 55 82 43 36 78 79
10294
soumyadeep-ux
GSC MCP Server Claim
Enables interaction with Google Search Console to query search analytics, inspe…
C 65 66 88 72 0 51 81 99
10295
jigarbhoye04
MATLAB MCP Server Claim
Allows execution of MATLAB code from Python using the MATLAB Engine API, enabli…
C 65 54 66 31 N/A 43 95 88
10296
ronantakizawa
Enables access to and searching of browser history from major browsers (Brave, …
C 65 54 66 37 N/A 23 95 98
10297
le-yo
MCP Weather Server Claim
A simple server that implements the Model Context Protocol, allowing AI models …
C 65 55 48 66 26 81 100
10298
rahulthedevil
Jira-Context-MCP Claim
MCP server to provide Jira Tickets information to AI coding agents like Cursor
C 65 55 72 35 45 81 91
10299
fegizii
Enables access to the Semantic Scholar Academic Graph API for searching and ret…
C 65 55 62 43 44 82 93
10300
shiguri-01
Fusion MCP Claim 1
A Model Context Protocol server that connects LLMs with Autodesk Fusion, enabli…
C 65 54 59 36 N/A 42 95 93
Showing 10251–10300 of 66495 servers
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