MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6001
indexnetwork
Enables ChatGPT integration with Index Network's discovery protocol through MCP…
B 72 55 78 68 30 81 93
6002
Changerawr
Changerawr MCP Server Claim 2
A Model Context Protocol server that enables AI assistants like Claude to manag…
B 72 55 75 66 36 80 97
6003
t4nm4ymittal
Provides access to Google Sheets, Gmail, and Google Calendar through 13 tools t…
B 72 54 84 48 N/A 22 95 98
6004
GhoshSrinjoy
Enables access to Overleaf LaTeX projects through Git integration, allowing use…
B 72 55 78 58 47 81 90
6005
AriEncarnacion
A Cloudflare Workers-deployed MCP server that provides secure remote access to …
B 72 55 78 68 26 81 95
6006
jihsin
EKMS MCP Server Claim
Enables Claude to search, query, and interact with an Enterprise Knowledge Mana…
B 72 55 88 100 27 81 44
6007
yorifuji
MCP-WTIT Claim 1
A Model Context Protocol server that provides current time in ISO8601 format wi…
B 72 55 51 87 N/A 64 95 61
6008
Jacky1-Jiang
A Python-based server that interacts with EPICS process variables, allowing use…
B 72 54 72 55 N/A 36 90 100
6009
NabiaTech
Enables querying and analyzing code relationships by building a lightweight gra…
B 72 54 74 61 N/A 38 95 86
6010
shaharia-lab
goai Claim 1
AI SDK for building AI-powered applications in Go
B 72 54 86 61 N/A 64 91 51
6011
adityajoshi12
Enables AI assistants to interact with Hyperledger Fabric blockchain networks, …
B 72 55 78 58 42 80 95
6012
Cicatriiz
Civitai MCP Server Claim
Provides AI assistants with access to Civitai's collection of AI models, enabli…
B 72 55 90 75 60 81 46
6013
MyunghoBae
Provides secure and efficient tools for codebase analysis, including file manag…
B 72 55 60 60 70 81 93
6014
anuj0456
Enables AI assistants to search, retrieve, analyze, and export academic papers …
B 72 54 73 61 41 89 92
6015
conarti
mattermost-mcp Claim 2
MCP server for Mattermost API. List channels, read/post messages, manage thread…
B 72 55 75 68 31 80 98
6016
cgize
Think Tool Server Claim
Enhance Claude's reasoning capabilities with a dedicated tool for structured th…
B 72 54 62 55 N/A 47 94 99
6017
GongRzhe
Quickchart-MCP-Server Claim 2
An MCP server for generating customizable data visualizations using QuickChart.…
B 72 55 79 63 47 80 84
6018
ericbrown
project-context-mcp Claim 1
Exposes `.context/` folder files as MCP resources, giving Claude Code instant a…
B 72 54 64 38 N/A 71 92 100
6019
automateyournetwork
ISE MCP Server Claim 1
A Model Context Protocol server that enables programmatic interaction with Cisc…
B 72 55 65 73 43 81 94
6020
dumko2001
Enables AI agents to search for cabs, view prices, and book rides through the o…
B 72 55 78 66 24 81 100
6021
toolwright-adk
Bootstrap Linear projects from natural language — milestones, epics, issues, an…
B 72 54 60 72 N/A 63 78 87
6022
betancur
Keynote-MCP Claim 1
A Model Context Protocol server that enables AI assistants to control Keynote p…
B 72 54 75 53 N/A 41 95 92
6023
microsoft
mcp-for-beginners Claim
This open-source curriculum introduces the fundamentals of Model Context Protoc…
B 72 54 90 25 N/A 57 90 95 JU
6024
leftspin
Connects to Xcode's build system to extract, parse, and display errors and warn…
B 72 54 96 30 N/A 37 87 99
6025
softgridinc-pte-ltd
A Model Context Protocol (MCP) server that provides tools for reading Excel (xl…
B 72 55 86 50 43 81 92
6026
six-ben
axure-mcp-server Claim
Extracts text, image links, and structural content from public Axure share page…
B 72 55 78 82 53 81 58
6027
PedroMarianoAlmeida
ffmpeg-mcp Claim
FFmpeg video/audio tools: cut, convert, concat, remove silence, and raw command…
B 72 55 66 100 N/A 51 95 38
6028
muxuuu
TalkToAnki Claim 3
An MCP server that enables AI assistants to seamlessly manage Anki flashcards, …
B 72 55 49 82 N/A 48 92 86
6029
tietiezhi-1216
A Bun-based MCP server designed for processing and segmenting long-form novel t…
B 72 44 60 N/A N/A 32 95 95
6030
SuMiaoALi
MySQL MCP Server Claim
Provides secure access to MySQL databases for AI assistants, enabling safe SQL …
B 72 55 86 61 40 81 84
6031
YeonwooSung
metasearch-mcp Claim 1
MCP server for using various search tools like Tavily API. Planning to support …
B 72 54 63 61 N/A 41 95 96
6032
dennypradipta
Enables date and time operations including formatting, arithmetic, comparisons,…
B 72 55 74 60 45 81 96
6033
Meerkats-Ai
A Model Context Protocol server that integrates with NeverBounce API to validat…
B 72 55 77 68 21 81 100
6034
mwg2016
Shopify MCP Server Claim 1
Provides integration with Shopify to list and search for products via the Shopi…
B 72 54 72 67 N/A 30 87 96
6035
laruss
An MCP server that automates a headless Chromium browser to generate images usi…
B 72 54 67 71 N/A 27 95 91
6036
martin-1103
GASSAPI MCP Server Claim
Enables AI assistants to manage API endpoints, environments, and testing workfl…
B 72 55 78 63 29 81 97
6037
sichang824
MCP Terminal Claim
A server that enables AI assistants to execute terminal commands and retrieve o…
B 72 55 66 58 66 80 90
6038
SvenTern
Email MCP Server Claim
An HTTP/SSE wrapper for the IMAP MCP server that enables users to read, search,…
B 72 55 84 66 29 82 85
6039
jpbullalayao
Creates shareable Pokepaste URLs from Pokémon team data, allowing users to form…
B 72 55 86 100 41 81 33
6040
wdm0006
Mutmut MCP Claim 1
A Model Context Protocol server that provides programmatic APIs for running mut…
B 72 55 51 82 51 81 94
6041
Bablu-singh
Enables schema-aware exploration of JSON data by uploading samples, flattening …
B 72 55 78 65 24 82 97
6042
ckz
Flux Image MCP Server Claim 1
Provides image generation capabilities using the Flux Schnell model on Replicat…
B 72 55 84 57 37 81 94
6043
hajifkd
inspirehep-mcp Claim
A Python-based MCP server that enables searching for high-energy physics litera…
B 72 55 60 63 53 83 99
6044
adityac7
Provides secure, read-only access to VTION e-commerce analytics data through MC…
B 72 55 84 65 19 81 94
6045
mindflowedstudios
Connects Claude Desktop to GoHighLevel CRM with 269+ tools for comprehensive co…
B 72 55 84 68 29 76 91
6046
poly-mcp
GitLab MCP Server Claim
Integrates GitLab with AI assistants to manage merge requests, analyze CI/CD pi…
B 72 55 88 51 40 82 90
6047
tuanpham197
Enables LLMs to search and read files in local and GitHub repositories, analyze…
B 72 55 84 100 29 81 45
6048
snipefactory
lumen-mcp Claim 1
## 🔦 SnipeFactory: Lumen MCP Engine Lumen MCP is a specialized forensic analys…
B 72 54 84 52 N/A 33 90 91
6049
thetom42
Perplexica MCP Server Claim 1
A Model Context Protocol server that acts as a proxy to provide LLM access to P…
B 72 55 65 58 72 82 87
6050
rulords
Enables deep integration with Google Workspace for AI assistants, allowing for …
B 72 55 84 41 56 81 97
Showing 6001–6050 of 67197 servers
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