MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 1 day ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8851
FreeRiverHouse
AbletonMCP Claim
Connects Ableton Live to Claude AI via the Model Context Protocol for prompt-as…
C 68 54 66 35 N/A 48 90 100
8852
droidnext
Enables semantic search across browser bookmarks from Chrome, Firefox, Edge, Op…
C 68 54 60 48 N/A 40 95 96
8853
craigashields
Enables AI assistants to interact with Basecamp projects through natural langua…
C 68 55 66 51 49 81 93
8854
PashaBoiko
Enables comprehensive WCAG 2.0/2.1 accessibility testing of web applications us…
C 68 55 78 82 N/A 29 92 44
8855
hoihosick
Enables forensic analysis of Windows notification databases (wpndatabase.db) fr…
C 68 54 72 53 N/A 21 90 91
8856
enesbol
GCP MCP Server Claim
Enables AI assistants to interact with and manage Google Cloud Platform resourc…
C 68 55 78 41 42 80 94
8857
YeomYuJun
Manages knowledge graph data synchronized with GitHub repositories, enabling re…
C 68 55 86 63 45 81 56
8858
maxsmosarski
Enables semantic search and document management with support for text, PDF, and…
C 68 55 60 68 24 81 99
8859
roycedamien
Universal Microsoft Graph API gateway providing access to 1000+ endpoints for m…
C 68 55 78 82 48 81 41
8860
izzzzzi
MCP server for codewiki.google: search repos, fetch wiki docs, ask questions
C 68 55 49 82 N/A 78 95 37
8861
pickstar-2002
Mermaid Chart MCP Claim
Enables AI assistants to generate and render Mermaid diagrams (flowcharts, sequ…
C 68 55 72 57 45 81 81
8862
JMRMEDEV
Enables web scraping, React app testing, and React Native web app inspection us…
C 68 55 78 82 N/A 26 95 40
8863
JoJoJotarou
AskUserQuestionPlus Claim 1
A MCP server (Streamable HTTP) for asking user questions via a web interface, i…
C 68 54 63 28 N/A 70 95 88 HT
8864
njbrake
Provides comprehensive filesystem operations (read, write, list, create, delete…
C 68 55 72 41 48 81 99
8865
Diae-Louali
MCP MariaDB Server Claim
Enables AI assistants to interact with MariaDB databases through standard SQL o…
C 68 55 78 41 39 81 96
8866
Wolfe-Jam
rust-faf-mcp Claim
RMCP-powered FAF server. 8 tools. Rust-native. IANA-registered .faf format.
C 68 54 78 56 N/A 75 94 34
8867
199-mcp
MCP Wait Timer Server Claim 1
Provides a simple 'wait' tool that introduces deliberate pauses into workflows …
C 68 55 78 70 46 83 51
8868
seanivore
mcp-file-preview Claim 1
MCP server for HTML file preview and analysis - Has been weird with OS but good…
C 68 55 75 75 N/A 48 95 37
8869
nicobailon
Allows LLM tools like Claude Desktop and Cursor AI to access and summarize code…
C 68 55 72 72 24 81 80
8870
zanetworker
MCP Docling Server Claim
A server that provides document processing capabilities using the Model Context…
C 68 55 90 32 38 81 92
8871
stv-io
A containerized Model Context Protocol server that enables using natural langua…
C 68 54 78 36 N/A 39 89 93
8872
VectorInstitute
MCP Goodnews Claim 1
A Model Context Protocol server that fetches and ranks positive news articles f…
C 68 55 51 57 70 81 89
8873
Leon-Algo
Feishu Tokens Claim
Manage Feishu app and user access tokens with ease. Fetch valid app tokens and …
C 68 55 60 66 N/A 32 81 93
8874
Ryan0204
github-repo-mcp Claim 1
GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore di…
C 68 55 66 66 51 80 72
8875
quartz-labs-dev
pabal-web-mcp Claim 1
An MCP server for converting App Store Optimization (ASO) data from platforms l…
C 68 55 69 65 N/A 36 80 85
8876
giri-jeedigunta
Enables comprehensive analysis of JavaScript/TypeScript project testing setups …
C 68 55 78 100 N/A 20 84 36
8877
dryeab
mcp-telegram Claim 2
MCP Server for Telegram
C 68 55 77 40 N/A 54 80 89
8878
kroq86
MCP runtime copilot for health checks, regressions, explainability, and operati…
C 68 54 72 31 N/A 59 90 88
8879
raskolnikovdd
Persistent memory for Claude via weighted, interconnected knowledge nodes.
C 68 54 66 41 N/A 47 92 93
8880
aasm3535
Enables AI models to search the web using DuckDuckGo, scrape webpage content in…
C 68 55 72 53 27 81 98
8881
zengxiaolou
Enables AI coding assistants like Cursor and Claude to engage in real-time two-…
C 68 54 54 58 N/A 40 95 92
8882
refined-element
AI agent Lightning payments: pay invoices, L402 auto-pay, API discovery, budgets
C 68 55 90 43 N/A 49 58 94
8883
Blvckjs96
MemoVault Claim
A personal memory system that provides AI assistants with long-term memory capa…
C 68 55 60 55 51 82 92
8884
FradSer
将各种格式的文件转换为Markdown描述,帮助用户轻松获取文件内容的结构化信息。通过Cloudflare AI服务,支持多种文件类型的转换,提升文档处理效率。
C 68 55 60 67 N/A 31 81 93
8885
tingyiy
An open-source Model Context Protocol (MCP) server for Atlassian Jira and Confl…
C 68 55 70 33 60 81 97
8886
cdmx-in
goodday-mcp Claim
Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to se…
C 68 55 72 43 49 77 99
8887
DiogoAzevedo03
Provide real-time and forecast meteorological data for cities across Portugal u…
C 68 55 72 61 N/A 23 82 93
8888
kailashAppDev
Integrate Figma's powerful design capabilities into your applications. Leverage…
C 68 55 66 66 N/A 28 82 89
8889
moonraker46
sql2odata-mcp Claim 1
An MCP server that translates SQL statements into OData v4 query syntax, suppor…
C 68 55 55 55 53 82 95
8890
rafsilva85
Optimizes Manus AI credit usage by 30-75% via intelligent model routing and sma…
C 68 54 72 20 N/A 65 92 96
8891
bowwowxx
Enables seamless integration between MCP-compatible clients (like LM Studio) an…
C 68 55 76 57 18 81 95
8892
hugobiais
Wordware MCP Server Claim 1
A Model Context Protocol server implementation that integrates Wordware flows a…
C 68 54 77 35 N/A 40 95 85
8893
PrefectHQ
fastmcp Claim
🚀 The fast, Pythonic way to build MCP servers and clients.
C 68 64 72 65 0 88 95 98
8894
appolabs
Appo MCP Claim 3
An MCP server that streamlines the integration of the @appolabs/appo SDK into w…
C 68 55 69 52 46 82 89
8895
advitrocks9
Provides structured, SQL-style query access to Notion databases, allowing Claud…
C 68 55 60 71 30 81 92
8896
TomasRodriguez2002
A project that integrates Model Control Protocol with OpenAI's API, allowing Op…
C 68 55 66 57 34 80 100
8897
wiltshirek
MCP IDE Bridge Claim
A stateless MCP server that enables real-time, bidirectional messaging and coll…
C 68 55 78 43 50 81 87
8898
mrgoonie
Todo MCP Server Claim 1
A Model Context Protocol server for managing todo lists and items with advanced…
C 68 54 59 60 N/A 19 95 99
8899
AVIMBU
Allows AI models to query and retrieve analytics data from Plausible Analytics …
C 68 55 80 52 27 82 90
8900
danilofalcao
GLM Vision Server Claim
Enables image analysis using GLM-4.5V's vision capabilities from Z.AI. Supports…
C 68 54 66 40 N/A 42 95 92
Showing 8851–8900 of 30006 servers
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