MCP Server Quality Scores

Independent quality analysis of 66475 public MCP servers

66475
Discovered
31805
Scored
2112
Verified
16953
Complete

Last updated 5 hours, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7251
MarySuneela
Provides AI tools with access to Visa's Product Design System resources, includ…
B 70 55 78 91 N/A 23 95 44
7252
JosueSay
Enables validation and PDF rendering of Guatemalan FEL invoices from XML files.…
B 70 54 72 57 N/A 21 95 95
7253
docxmxm
Enables academic research through Google Scholar by searching for papers, findi…
B 70 55 84 53 34 82 89
7254
fjing1
Enables AI-powered natural language stock market queries with real-time data fr…
B 70 55 86 51 19 81 99
7255
Nicolas-One
Enables automatic HTTP requests (GET, POST, PUT, DELETE, etc.) with JSON valida…
B 70 55 84 61 53 81 61
7256
marcoeg
mcp-bauplan Claim 1
A minimalist MCP server for interacting with Bauplan data tables and executing …
B 70 55 84 41 41 80 99
7257
danny-avila
A reference implementation demonstrating proper MCP server patterns with HTTP t…
B 70 55 68 70 25 81 96
7258
jfposton
Enables searching the Wake County Public Library catalog and all NC Cardinal li…
B 70 55 60 82 29 81 91
7259
tensorus
Tensorus MCP Claim
Model Context Protocol server and client that enables AI agents and LLMs to int…
B 70 66 60 63 82 42 81 86
7260
kbhuw
Enables serving and querying documentation with AI capabilities, allowing users…
B 70 55 78 43 44 81 99
7261
banant2
foglift-mcp Claim 1
MCP server for website SEO + GEO analysis. Scan any URL to get scores across 5 …
B 70 55 79 31 70 78 95
7262
chrishayuk
Chuk Design System Claim
Provides access to a universal design token system with 7 pre-built themes (col…
B 70 55 78 55 29 81 95
7263
QuartzUnit
MarkGrab Claim
Universal web content extraction — any URL to LLM-ready markdown. HTML, YouTube…
B 70 54 72 36 N/A 61 92 92
7264
santoshray02
csv-editor Claim
Stateful CSV editing MCP server for AI assistants — sessions, undo/redo, auto-s…
B 70 55 60 82 N/A 73 81 56
7265
hannesj
mcp-graphql-schema Claim 1
A MCP server that exposes GraphQL schema information to LLMs like Claude. This …
B 70 54 53 58 N/A 50 92 100
7266
Meerkats-Ai
Prospeo MCP Server Claim 1
A Model Context Protocol server that integrates with Prospeo API to find work e…
B 70 55 69 71 20 80 99
7267
shrike-security
Shrike Security Claim 1
Runtime security for AI agents. 12 MCP tools detect and block prompt injection,…
B 70 66 96 91 0 72 81 81
7268
JaxonDigital
Enables AI assistants to manage Optimizely DXP deployments through natural lang…
B 70 55 54 82 51 81 80
7269
hanweiit007
HotNews MCP Server Claim 1
Provides real-time hot trending topics and heat indices from nine major Chinese…
B 70 55 78 87 41 82 51
7270
riteshsonawala
Enables AI agents to interact with KDB+ databases through standardized MCP tool…
B 70 55 78 66 19 81 93
7271
ibm-ecm
Enables AI agents to interact with IBM FileNet Content Manager for document and…
B 70 55 78 36 73 81 86
7272
druce
A Python-based FastMCP server that provides financial tools for securities anal…
B 70 55 86 48 25 81 100
7273
yhsung
An MCP server that provides shell command execution and OpenAI Whisper transcri…
B 70 54 71 53 N/A 34 95 90
7274
kennic
Provides AI-powered assistance for iOS developers using FrameLayoutKit, enablin…
B 70 54 78 47 N/A 42 90 88
7275
boleyn
Intelligent knowledge base management tool that enables searching, browsing, an…
B 70 54 62 71 N/A 25 95 87
7276
falahgs
Generates children's storybook illustrations in multiple art styles (3D cartoon…
B 70 55 72 71 20 81 96
7277
akramIOT
MCP_AI_SOC_Sher Claim
MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Ag…
B 70 55 78 66 39 74 87
7278
abudriman
A lightweight MCP server that provides persistent key-value storage for AI agen…
B 70 54 66 58 N/A 29 90 99
7279
markpitt
FreeAgent MCP Server Claim 1
A Claude MCP server that allows Claude to interact with your FreeAgent account …
B 70 55 78 58 35 81 91
7280
pauldub
AppSignal MCP Claim
Enables AI assistants to query and fetch error and performance monitoring data …
B 70 55 66 71 35 81 90
7281
mrexodia
ida-pro-mcp Claim 1
MCP server for IDA Pro, allowing you to perform binary analysis with AI assista…
B 70 54 57 41 N/A 80 90 93
7282
CoinStatsHQ
CoinStats MCP Server Claim 2
MCP Server for the CoinStats API. Provides access to cryptocurrency market data…
B 70 55 51 100 49 80 63
7283
Omer-Sadeh
Brings rubber duck debugging to AI-powered IDEs by providing a tool for articul…
B 70 54 60 55 N/A 36 95 98
7284
XXO47OXX
spa-reader-mcp Claim 1
MCP Server that renders JavaScript SPA pages and extracts LLM-ready Markdown co…
B 70 55 51 100 N/A 51 95 47
7285
drapon
A toolkit for managing Claude desktop app extension configurations, enabling fe…
B 70 55 72 76 42 80 73
7286
raysker
axon-research Claim
AI agent ecosystem research, DeFi analysis, and market research tools
B 70 55 78 91 N/A 29 95 37
7287
goldk3y
Enables interaction with Google Calendar through OAuth2 authentication, support…
B 70 55 72 71 23 81 94
7288
guangxiangdebizi
FinanceMCP-DCTHS Claim 2
A financial data server integrating Tushare API to provide sector indexes, mark…
B 70 55 86 100 46 80 19
7289
PraneshASP
foundry-mcp-server Claim
An experimental MCP Server for foundry built for Solidity devs
B 70 55 66 58 N/A 54 81 91
7290
livoras
A client-server browser automation solution that reduces HTML token usage by up…
B 70 55 72 67 28 81 90
7291
ganpare
Enables text-to-speech synthesis and voice cloning through GPT-SoVITS API integ…
B 70 55 84 61 16 82 92
7292
huangjien
Writer MCP Claim 1
A Model Context Protocol server that manages character knowledge and relationsh…
B 70 55 71 60 36 81 95
7293
0xAnkitSingh
MCP Chat Claim
A command-line interface application that enables interactive chat with AI mode…
B 70 54 74 51 N/A 21 95 100
7294
WeiWeicode
Node.js MCP Server Claim
A comprehensive MCP server that enables file operations, mathematical calculati…
B 70 54 68 61 N/A 24 95 94
7295
leehanchung
bing-search-mcp Claim
Web search capabilities using Microsoft Bing Search API
B 70 55 72 46 46 82 100
7296
michaeljiangmingfeng-debug
quanttogo-mcp-servers Claim 1
MCP servers for quantitative trading: live trading signals, market data, NAV hi…
B 70 55 72 100 49 81 38
7297
ephemeraldew
Skill MCP Server Claim 2
A modular plugin system that allows AI agents to dynamically load and use 'skil…
B 70 54 68 38 N/A 67 90 89
7298
Tikous
Controls a real Chrome browser to navigate web pages and extract text content w…
B 70 54 72 62 N/A 21 91 93
7299
jskorlol
Creates compact skeleton representations of large JSON files by preserving stru…
B 70 55 78 91 27 81 55
7300
deepsuthar496
Figma MCP Server Claim 1
A Model Context Protocol server that integrates with Figma's API, allowing inte…
B 70 55 75 65 21 81 96
Showing 7251–7300 of 66475 servers
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