MCP Server Quality Scores

Independent quality analysis of 33842 public MCP servers

33842
Discovered
28878
Scored
2088
Verified
16951
Complete

Last updated 2 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15051
mmorris35
Transform project ideas into paint-by-numbers development plans with phases, ta…
F 30 66 72 67 0 36 76 92
15052
iRahulPandey
Serves prompt templates through a standardized protocol for transforming basic …
F 30 55 84 31 39 76 89
15053
chrisurf
DALL-E 3 MCP Server Claim 1 3
A Model Context Protocol server that provides OpenAI's DALL-E 3 image generatio…
F 30 55 75 70 65 80 100
15054
gigapi
GigAPI MCP Server Claim 1 3
An MCP server that provides seamless integration with Claude Desktop for queryi…
F 30 55 71 71 45 80 99
15055
pree-dew
mcp-bookmark Claim 1 2
MCP Server for adding bookmarks in openai RAG
F 30 54 49 27 N/A 28 77 94
15056
Xeron2000
Enables generation of Xiaohongshu (Little Red Book) social media content includ…
F 30 55 80 58 48 80 89
15057
leon30083
Trae-OpenSpec MCP Claim 1 3
An MCP server for Trae AI that enables automated creation and management of Ope…
F 30 54 65 55 N/A 29 87 77
15058
9527wow
Enables visual understanding and image description capabilities for iFlow CLI a…
F 30 55 54 51 38 80 80
15059
mustafa-can
Node.js MCP Server Claim 1 2
A basic MCP server that provides arithmetic calculation tools and system inform…
F 30 54 84 55 N/A 29 84 83
15060
jesusperezdeveloper
A template for building MCP servers from OpenAPI specifications, enabling autom…
F 30 55 80 43 34 78 97
15061
qhdrl12
Allows AI assistants to generate and transform high-quality images from text pr…
F 30 55 76 43 55 80 99
15062
whchien
ai-trader Claim 1
Backtrader-powered backtesting framework for algorithmic trading, featuring 20+…
F 30 54 60 33 N/A 75 90 82
15063
Kartha-AI
AgentCare Claim 1 2
An MCP server that provides healthcare tools for interacting with FHIR data and…
F 30 55 47 35 50 80 92
15064
inkeep
Inkeep MCP Server Claim 1
A server that connects Claude to your documentation via Inkeep's API, enabling …
F 30 55 54 57 45 76 95
15065
mparth14
Document MCP Server Claim 1
Provides tools and resources for managing in-memory documents, allowing users t…
F 30 54 68 50 N/A 30 82 96
15066
Azure-Samples
This project showcases how to use the MCP protocol with Azure OpenAI. It provid…
F 30 54 96 57 N/A 39 87 100
15067
XenPlatform
A template for integrating Model Context Protocol (MCP) servers into Next.js pr…
F 30 55 66 62 N/A 48 83 95
15068
isaac-levine
forage Claim 1
Self-improving tool discovery for AI agents. Find, install, and use new MCP ser…
F 30 54 84 60 N/A 80 88 90
15069
genieincodebottle
generative-ai Claim 1
Comprehensive resources on Generative AI, including a detailed roadmap, project…
F 30 66 84 22 0 58 76 88 JU
15070
gwbischof
free-will-mcp Claim 1
Give your AI free will tools. A fun project to explore what an AI would do with…
F 30 54 66 17 N/A 49 87 88
15071
bielacki
Explore and discover video games from the Internet Game Database. Search titles…
F 30 66 76 66 0 61 80 90
15072
ujjalcal
Neo4j MCP Server Claim 1 3
An MCP server that enables graph database interactions with Neo4j, allowing use…
F 30 55 57 61 18 71 91
15073
ruixingshi
Provides reasoning content to MCP-enabled AI clients by interfacing with Deepse…
F 30 55 94 60 29 76 88
15074
clssck
A powerful research assistant that integrates with Cline and Claude Desktop to …
F 30 54 78 71 N/A 45 87 95
15075
Arcia125
Provides automated Git workflow tools for committing, creating pull requests, a…
F 30 55 90 83 20 76 36
15076
nakada-memo
An MCP server that performs code reviews by comparing local source code against…
F 30 66 65 50 0 19 80 49
15077
jmanhype
Dart MCP Server Claim 1
A Dart-based MCP server implementation that enables AI-assisted task management…
F 30 55 100 58 48 69 98
15078
bjh5098
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
F 30 54 72 71 N/A 32 90 59
15079
blurrah
mcp-graphql Claim 1
Allows the AI to query GraphQL servers
F 30 55 68 61 74 80 96
15080
r-huijts
rijksmuseum-mcp Claim 1 3
Rijksmuseum API integration for artwork search, details, and collections
F 30 55 96 73 40 82 93
15081
Barnettxxf
Translation MCP Server Claim 1 2
An AI-driven text translation service supporting 20+ languages, based on the Mo…
F 30 55 72 58 21 80 85
15082 F 30 54 60 68 N/A 59 90 73
15083
greghughespdx
Enables interaction with Brain service for thought management, including saving…
F 30 55 54 41 25 76 94
15084
kazuph
@kazuph/mcp-github-pera1 Claim 1 2
A Model Context Protocol server that connects GitHub code to Claude.ai. This se…
F 30 55 57 62 69 80 91
15085
honeyvig
AI Vision MCP Server Claim 1 2
Enables AI-powered image and video analysis using Google Gemini and Vertex AI m…
F 30 55 84 61 48 80 91
15086
SobieskiCodes
MCP-Claude Code Bridge Claim 1 2
Bridges Claude Desktop with Claude Code CLI to delegate complex coding tasks li…
F 30 54 72 51 N/A 22 82 93
15087
ui-layouts
mcp Claim 1 2
MCP server for AI-powered UI component discovery on ui-layouts.com — search, do…
F 30 54 61 58 N/A 70 90 92
15088
wycCome
Error Tracker MCP Server Claim 1 2
Automates error tracking workflow by finding code owners in Bitbucket, retrievi…
F 30 55 68 68 35 76 91
15089
kukapay
uniswap-trader-mcp Claim 1 2
An MCP server that delivers real-time token prices from Uniswap V3 across multi…
F 30 55 57 60 49 71 88
15090
BJW101102
A Python starter template for building MCP servers with client connection manag…
F 30 55 62 37 21 74 97
15091
QAInsights
locust-mcp-server Claim 1
Locust MCP Server for performance testing
F 30 54 60 27 N/A 40 87 88
15092
Kartik-2239
Pokemon MCP Server Claim 1 2
An MCP server that enables AI agents to play Pokémon games by providing a funct…
F 30 54 51 50 N/A 27 89 98
15093
hildersantos
Things MCP Claim 1 2
Enables Claude to interact with Things 3 on macOS, allowing users to create, up…
F 30 54 84 66 N/A 31 90 96
15094
gerkensm
callcenter.js-mcp Claim 1 2
An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and …
F 30 55 85 72 44 80 88
15095
QuentinCody
Unofficial MCP server for searching and retrieving scientific data from the Cat…
F 30 54 54 31 N/A 19 90 87
15096
analysta-ai
Playwrightium Claim 1 2
An MCP server for browser automation that allows AI to perform web tasks using …
F 30 54 75 57 N/A 59 90 84
15097
OpenLinkSoftware
mcp-server-sqlalchemy Claim 1 2
An MCP server for generic Database Management System (DBMS) Connectivity via SQ…
F 30 54 69 40 N/A 42 84 90
15098
gilby125
OpenCode MCP Tool Claim 1 2
Enables AI assistants to interact with multiple AI models through the OpenCode …
F 30 55 84 62 53 80 93
15099
alexbakers
mcp-ipfs Claim 1
upload and manipulation of IPFS storage
F 30 55 60 71 52 77 81
15100
Legorobotdude
MCP Image Gen Claim 1 2
Generates images from text prompts using Google's Gemini AI models with customi…
F 30 55 86 67 30 80 91
Showing 15051–15100 of 33842 servers
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