MCP Server Quality Scores

Independent quality analysis of 50515 public MCP servers

50515
Discovered
29750
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15651
ranium
Integrates with the Laravel Forge API to provide comprehensive management of se…
F 30 55 78 72 67 80 100
15652
Zo-Valentine
MCP-Twikit Claim 1 3
A Model Context Protocol server that enables AI to interact with Twitter, allow…
F 30 55 51 41 36 76 94
15653
withmarbleai
Marble MCP Server Claim 1 2
Analyzes codebases to suggest relevant learning projects and generate interacti…
F 30 55 86 61 45 80 87
15654
emmy-design
Webasyst MCP Server Claim 1 2
Enables AI-assisted development for Webasyst framework projects, including crea…
F 30 54 84 26 N/A 52 80 80
15655
Filippo-Venturini
ctxvault Claim 1
Local memory infrastructure for AI agents. Store knowledge and skills in isolat…
F 30 54 76 72 N/A 81 88 95
15656
alizdavoodi
MCPDocSearch Claim 1
This project provides a toolset to crawl websites wikis, tool/library documenti…
F 30 54 70 36 N/A 45 90 100
15657
lieyanqzu
sbwsz-mcp Claim 1
Provide seamless access to Magic: The Gathering Chinese card data from 大学院废墟(sb…
F 30 66 80 61 0 64 80 90
15658
mwnickerson
BloodHound MCP Server Claim 1
Enables security professionals to query and analyze Active Directory attack pat…
F 30 55 90 43 57 76 93
15659
sholajegede
Todo MCP Server Claim 1 2
A complete todo management system with authentication and billing that enables …
F 30 55 94 66 53 76 95
15660
Abhi-vish
Code Buddy Claim 1
A comprehensive MCP server that provides AI assistants with tools for file syst…
F 30 54 90 36 N/A 51 84 96
15661
Vasallo94
Obsidian MCP Server Claim 1
Connects AI assistants directly to Obsidian vaults with intelligent note creati…
F 30 54 72 58 N/A 62 90 100
15662
DappierAI
dappier-mcp Claim 1
Enable fast, free real-time web search and access premium data from trusted med…
F 30 55 76 63 46 80 90
15663
annyzhou
notion-mcp Claim 1
Provides comprehensive tools to interact with the Notion API, including managin…
F 30 55 72 35 45 74 85
15664
piebro
Echo MCP Server Claim 1
A simple server implementing the Model Context Protocol (MCP) that echoes messa…
F 30 55 66 82 48 76 48
15665
aldegad
mcp-arena Claim 1
A robot battle prototype that enables users to design, validate, and simulate A…
F 30 55 88 60 38 80 93
15666
Vizioz
Swagger MCP Claim 1 2
An MCP server that connects to a Swagger specification and helps an AI to build…
F 30 54 77 62 N/A 56 90 92
15667
johnpapa
peacock-mcp Claim 1 2
MCP Server for the Peacock extension for VS Code (https://peacockcode.dev), col…
F 30 55 57 100 75 82 35
15668
bob5-tensorslab
TensorsLab MCP Server Claim 1 2
Enables AI-powered image and video generation through the TensorsLab API using …
F 30 55 72 71 30 80 94
15669
kennethreitz
MCP-AppleMusic Claim 1
Facilitates controlling Apple Music on macOS via AppleScript through MCP comman…
F 30 54 66 20 N/A 54 84 99
15670
RandellB-Ritense
Documentation MCP Server Claim 1 2
Fetches GitHub PR and issue data server-side and combines it with a documentati…
F 30 55 74 71 29 80 91
15671
zhuzhoulin
Dify MCP Server Claim 1 2
A TypeScript-based server that connects MCP Clients to Dify applications, dynam…
F 30 55 84 87 40 76 79
15672
FradSer
An intelligent MCP server that automatically generates Conventional Commits sty…
F 30 55 72 35 41 76 78
15673
ddnet-repo
Card Catalog Claim 1
Certification authority for AI agents. Register, take adversarial exams, earn c…
F 30 66 96 92 97 45 80 100
15674
brightdata
browserai-mcp Claim 1
A powerful Model Context Protocol (MCP) server that provides an access to serve…
F 30 54 76 70 N/A 45 90 91
15675
FiveOhhWon
workflows-mcp Claim 1
A Model Context Protocol implementation that enables LLMs to execute complex, m…
F 30 55 72 58 56 80 93
15676
meharajM
WhatsApp MCP Claim 1
Human-in-the-loop approvals and notifications for AI agents via WhatsApp. Enabl…
F 30 54 72 73 59 90 94
15677
manascb1344
A Model Context Protocol server that enables high-quality image generation usin…
F 30 55 75 68 44 76 99
15678
upJiang
Claude Stats MCP Claim 1 2
Provides statistical analysis and usage tracking for Claude Code, enabling user…
F 30 55 78 62 34 81 72
15679
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
15680
milkymap
OmniMCP Claim 1
A semantic router that provides unified access to multiple MCP servers through …
F 30 55 94 46 70 78 90
15681
minhoyooDEV
Confluence MCP Server Claim 1 2
A Model Context Protocol server for accessing Confluence API using Personal Acc…
F 30 55 53 71 23 76 87
15682
Family-IT-Guy
Perplexity MCP Server Claim 1 2
A custom Model Context Protocol implementation that integrates Perplexity AI wi…
F 30 55 88 61 47 77 93
15683
dorukardahan
twitterapi-io-mcp Claim 1 2
Offline access to TwitterAPI.io docs for AI assistants. 67 endpoints, 32 pages,…
F 30 54 96 62 N/A 78 90 96
15684
malyalavenu
A TypeScript implementation of the Model Context Protocol server that enables s…
F 30 55 86 62 28 78 98
15685
brownrl
ECL MCP Server Claim 1
Provides comprehensive access to the Europa Component Library (ECL) design syst…
F 30 54 78 58 N/A 34 89 100
15686
meltingpixelsai
zero-core-tools Claim 1
Web scraping, code review, content gen, sentiment. Zero Core Tools.
F 30 54 54 73 40 74 99
15687
r3-yamauchi
Enables management of Amazon Bedrock Knowledge Bases including creation, data s…
F 30 55 54 82 50 80 89
15688
danrthompson
A Model Context Protocol server that supports remote connections and authentica…
F 30 55 45 65 26 77 97
15689
odysa
RDF4J MCP Server Claim 1 3
An MCP server that enables AI-powered exploration of RDF data and SPARQL queryi…
F 30 55 63 25 40 80 94
15690
RihardsJ
Gmail MCP Server Claim 1
Enables AI assistants to interact with Gmail accounts for reading unread emails…
F 30 54 84 68 N/A 39 87 100
15691
bmorphism
Say MCP Server Claim 1 2
Enables text-to-speech functionality on macOS using the say command, offering e…
F 30 54 86 56 N/A 37 84 100
15692
guimatheus92
mcp-video-analyzer Claim 1 2
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
F 30 55 69 61 N/A 77 80 93
15693
pedramamini
RewindMCP Claim 1 2
An MCP server that interfaces with the Rewind.ai SQLite database to provide acc…
F 30 54 81 31 N/A 25 90 94
15694
TristanLib
MCP MySQL Server Claim 1 2
Facilitates interaction with a local MySQL database via a RESTful API, supporti…
F 30 54 48 68 N/A 22 87 91
15695
Grey-Iris
Easy Notion MCP Claim 1
Markdown-first Notion MCP server — 26 tools, 92% fewer tokens, full round-trip …
F 30 54 84 0 57 82 96
15696
jadenmaciel
Automatically enhances user prompts by applying expert-level prompt engineering…
F 30 54 84 56 N/A 39 88 96
15697
carterlasalle
mac_messages_mcp Claim 1 3
An MCP server that securely interfaces with your iMessage database via the Mode…
F 30 54 61 33 N/A 65 88 91
15698
namastexlabs
Automagik Tools Claim 1
Transforms any API into an intelligent MCP agent in seconds, enabling natural l…
F 30 54 90 31 80 90 100
15699
greghughespdx
Enables interaction with Brain service for thought management, including saving…
F 30 55 54 41 25 76 94
15700
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
Showing 15651–15700 of 50515 servers
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