MCP Server Quality Scores

Independent quality analysis of 59042 public MCP servers

59042
Discovered
29883
Scored
2112
Verified
16953
Complete

Last updated 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5301
Tiberriver256
Azure DevOps integration for repository management, work items, and pipelines.
B 73 55 74 71 87 81 52
5302
YobieBen
A meta-MCP server that uses Llama AI as an orchestrator to intelligently route …
B 73 55 96 51 36 81 88
5303
zhsama
This is a TypeScript-based MCP server that provides DuckDuckGo search functiona…
B 73 55 63 71 N/A 48 82 96
5304
des137
QML-MCP Claim 1
Enables quantum machine learning operations using Qiskit, including executing q…
B 73 55 92 53 43 82 85
5305
dm-nosov
Youtube2Text Claim
A powerful text extraction service that converts YouTube video content into cle…
B 73 55 90 57 34 76 100
5306
openconstruct
Bridges Claude Desktop with local LLM instances running via llama-server, enabl…
B 73 55 80 100 N/A 25 92 47
5307
cyborgx0x
Enables AI assistants to manage OpenProject work packages, projects, and time t…
B 73 55 78 61 50 76 98
5308
StartupBros
Renpho MCP Server Claim
Provides access to body composition data from Renpho smart scales, enabling use…
B 73 55 70 72 44 81 95
5309
christian-posta
MCP Auth Server Claim
A Model Context Protocol (MCP) server with HTTP transport that implements JWT a…
B 73 55 96 48 29 81 100
5310
Fato07
log-analyzer-mcp Claim 1
AI-powered log analysis - parse, search, extract errors across 9+ formats
B 73 54 70 35 N/A 81 94 90
5311
MaizaAymen
Enables AI assistants to manage student registration through natural language c…
B 73 54 78 52 N/A 37 95 98
5312
markswendsen-code
MCP server for Chipotle — let AI agents find locations, browse menus, build cus…
B 73 54 75 62 N/A 32 89 100
5313
jrszilard
Provides access to residential building codes (NEC, IRC, IPC), material specifi…
B 73 55 96 56 23 82 90
5314
GustavoGomezPG
Basecoat UI MCP Claim 1
Provides access to 77 pre-built, accessible Basecoat CSS UI components across f…
B 73 55 86 100 29 81 48
5315
3viky
Enables AI agents to check domain availability, perform batch domain lookups, a…
B 73 55 78 100 45 81 46
5316
SolonaBot
Fetch MCP Server Claim 1
Enables fetching and converting web content into various formats including HTML…
B 73 55 86 58 27 82 100
5317 B 73 54 78 66 N/A 21 95 92
5318
jgravelle
jCodemunch MCP Claim
Token-efficient code exploration via tree-sitter AST parsing. 25+ languages, 95…
B 73 55 96 20 N/A 72 83 95
5319
renantrendt
Manage your GitHub repositories effortlessly. Create, update, and search files,…
B 73 54 80 43 N/A 50 95 91
5320
MikeyBeez
MCP Git Server Claim 1
An MCP server that provides Git version control operations for Claude, enabling…
B 73 54 69 70 N/A 27 92 96
5321
shayrylmae
Weather MCP Server Claim
Provides real-time, historical, and forecasted weather data for any location wo…
B 73 55 78 65 37 80 98
5322
arlexperalta
Provides real-time Venezuelan economic data, including official and parallel ex…
B 73 55 84 73 24 80 92
5323
raydeStar
WikiMCP Claim 1
An MCP server for Wiki.js projects that enables full-text search, page retrieva…
B 73 55 75 75 34 78 92
5324
ckz
Provides access to Urban Institute's Education Data API through Claude, enablin…
B 73 55 84 61 38 82 88
5325
egoughnour
Curate-Ipsum Claim 3
Code synthesis through belief revision, mutation testing, and verification
B 73 55 72 82 N/A 73 95 37
5326
Sheshiyer
Enables creation and management of Framer plugins with web3 capabilities like w…
B 73 55 90 100 37 81 37
5327
feiskyer
MCP AI Hub Claim
Provides unified access to 100+ AI models from OpenAI, Anthropic, Google, AWS B…
B 73 55 82 58 44 80 96
5328
mxiamxia
Enables AI assistants to monitor and troubleshoot AWS Application Signals servi…
B 73 55 66 82 37 81 90
5329
stilllovee
Memory MCP Server Claim
Enables AI agents to maintain context across conversation sessions by saving an…
B 73 55 78 66 31 82 99
5330
huajibing
CHGIS MCP Server Claim
Enables querying of China Historical Geographic Information System (CHGIS) data…
B 73 55 80 68 26 81 98
5331
armaasinghn
Production-ready satellite imagery analysis server that enables natural languag…
B 73 55 84 58 45 81 88
5332
jwaresolutions
Alpaca MCP Server Claim
Provides tools for interacting with the Alpaca Trading API, enabling trading op…
B 73 55 78 61 34 82 100
5333
voxel51
Control FiftyOne datasets through AI assistants using the Model Context Protoco…
B 73 54 84 53 N/A 28 92 98
5334
nalmarshedy
Enables management of dental clinic appointments through full CRUD operations, …
B 73 54 86 48 N/A 30 95 95
5335
yuru-sha
MCP MySQL Server Claim
Enables LLMs to interact with MySQL databases by inspecting schemas and executi…
B 73 55 80 56 59 81 88
5336
NextGenSoftwareUK
This server integrates the OASIS, OpenSERV, and STAR platforms to provide tools…
B 73 55 78 71 30 82 93
5337
SanketSKasar
Enables comprehensive HubSpot CRM integration through the Model Context Protoco…
B 73 55 90 43 55 81 93
5338
Ansvar-Systems
rwandan-law-mcp Claim
Rwandan legislation via MCP — full-text search across statutes and provisions
B 73 55 90 32 N/A 71 82 91
5339
misanthropic-ai
Playwright MCP Claim
Playwright wrapper for MCP that enables LLM-powered clients to control a browse…
B 73 54 86 53 N/A 20 95 98
5340
markacianfrani
MCP Notes Claim
A personal knowledge management system that transforms daily notes into organiz…
B 73 54 86 58 N/A 27 90 92
5341
ngoc0610
PBIXRay MCP Server Claim
Enables LLMs to analyze and interact with Power BI (.pbix) files through PBIXRa…
B 73 54 72 43 N/A 54 95 98
5342
normal-coder
Gitee Claim 2
MCP Tool Server for Gitee, supporting the management of repository files/branch…
B 73 55 84 100 45 82 38
5343
mcp-fe
Don't let AI guess from screenshots. Give LLMs direct access to your React stat…
B 73 55 80 55 58 80 91
5344
SixHq
Overture Claim
Provides interactive visual plans for AI coding agents, allowing users to revie…
B 73 54 84 11 N/A 95 95 90
5345
Slaycaster
Extracts and analyzes key frames from Loom videos or local video files for debu…
B 73 55 60 82 N/A 29 95 91
5346
IngeniousIdiocy
A local MCP server that enables users to query the CFPB Consumer Complaint Data…
B 73 54 72 61 N/A 37 95 91
5347
hdresearch
Shell MCP Server Claim 1
A Node.js implementation of the Model Context Protocol that provides secure she…
B 73 54 84 51 N/A 50 82 94
5348
kmexnx
Invoice MCP Server Claim
Enables the generation of professional PDF invoices and their distribution via …
B 73 55 90 100 39 81 35
5349
seankim-android
humanaway-mcp-server Claim 1
MCP server for humanaway, a social network for AI agents. Tools: register agent…
B 73 44 57 57 83 96
5350
ofershap
mcp-server-sqlite Claim
SQLite operations — query databases, inspect schemas, explain queries, and expo…
B 73 54 70 56 N/A 60 88 91
Showing 5301–5350 of 59042 servers
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