MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15651
Vrivaans
HandsAI Bridge Claim 1
A Node.js MCP server that acts as a communication bridge for the HandsAI Java a…
F 30 54 86 42 N/A 27 88 75
15652
SonarSource
sonarqube-mcp-server Claim 1 3
An MCP server that enables integration with SonarQube Server or Cloud for code …
F 30 64 65 25 0 53 83 65
15653
lemaiwo
Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by expo…
F 30 55 90 66 60 78 88
15654
eirikb
any-cli-mcp-server Claim 1
Universal MCP server that transforms any CLI tool into an MCP server. Works wit…
F 30 54 96 57 N/A 66 82 79
15655
leonaries
AI Picture MCP Server Claim 1 3
An MCP server that integrates Alibaba Cloud DashScope's FLUX model to provide A…
F 30 55 79 100 46 76 41
15656
seyhunak
AgentCraft MCP Server Claim 1
Integrates with the AgentCraft framework to enable secure communication and dat…
F 30 54 86 45 N/A 22 89 90
15657
AgentDeskAI
Monitor browser logs directly from Cursor and other MCP compatible IDEs.
F 30 54 76 33 N/A 60 88 96
15658
CircleCI-Public
mcp-server-circleci Claim 1
Enable natural language interactions with CircleCI functionality through MCP-en…
F 30 55 90 63 57 83 97
15659
phil65
LLMling Claim 1
A declarative framework that manages LLM resources, prompts, and tools through …
F 30 55 90 56 69 71 92
15660
runbook-ai
Runbook AI MCP Server Claim 1 3
MCP server that provides browser automation capabilities through a Chrome exten…
F 30 54 71 52 N/A 51 90 90
15661
Traia-IO
Test MCP Server Traia Claim 1
This MCP server provides access to the Test mcp server Traia API, enabling AI a…
F 30 55 72 43 27 81 99
15662
jiliangmason
A FastMCP-based server that supports SSE real-time event streaming and tool cal…
F 30 54 66 57 N/A 46 87 87
15663
lewis-king
FPL MCP Server Claim 1 2
Connects LLMs to the Fantasy Premier League API for intelligent team management…
F 30 55 72 41 45 80 100
15664
ExpertVagabond
watsonx Claim 1
IBM watsonx.ai MCP server for Claude integration
F 30 55 96 67 N/A 57 77 93
15665
dvcrn
mcp-server-subagent Claim 1 2
An MCP server that allows a planning agent to delegate tasks to executor agents…
F 30 55 90 100 N/A 56 87 37
15666
trailofbits
mcp-context-protector Claim 1
A security wrapper for MCP servers that provides trust-on-first-use pinning, gu…
F 30 55 92 37 65 82 91
15667
goldensansapple
Enables AI models to interactively prompt users for input or clarification dire…
F 30 55 48 68 45 80 97
15668
ui-layouts
ui-layouts-mcp Claim 1 2
Enables AI assistants to search, understand, and retrieve UI components from ui…
F 30 54 61 58 N/A 70 90 92
15669
preetash88
E-commerce MCP Server Claim 1 2
Enables comprehensive product management for e-commerce with CRUD operations, A…
F 30 55 84 61 49 78 72
15670
duaghwls
Enables LLMs to organize and manage Windows file systems with intelligent file …
F 30 54 64 28 N/A 43 90 85
15671
antonygold59
PostgreSQL MCP Claim 1
Provides AI-driven PostgreSQL database management with secure OAuth 2.1 authent…
F 30 55 88 53 63 82 91
15672
KunihiroS
CoRT MCP Server Claim 1 2
An MCP server implementing the Chain-of-Recursive-Thoughts (CoRT) methodology t…
F 30 55 51 68 39 80 92
15673
limouren01
A lightweight and modular framework for building MCP-based file management syst…
F 30 55 54 25 36 76 82
15674
osins
Dev Tool MCP Claim 1 2
Provides web crawling and browser automation capabilities with support for mult…
F 30 54 96 36 N/A 24 88 94
15675
polarnego
An MCP server that converts Markdown files containing Mermaid diagrams into PDF…
F 30 54 41 57 N/A 28 91 58
15676
jarrettmeyer
A demonstration MCP server built with TypeScript and Bun that implements a clas…
F 30 55 66 50 30 82 100
15677
youware-labs
figma-pilot Claim 1
Enables AI agents to create, modify, and manage Figma designs through natural l…
F 30 55 96 63 73 77 92
15678
capecoma
WinTerm MCP Claim 1 4
A Model Context Protocol server that provides programmatic access to the Window…
F 30 55 63 83 N/A 34 80 36
15679
nanameru
Majin Slide MCP Claim 1
Generates AI-powered prompts for creating markdown slide presentations and save…
F 30 55 78 58 28 76 82
15680
aki66938
An automation toolkit that enables AI-driven content publishing and creator dat…
F 30 55 50 43 73 82 74
15681
kicker315
QGISMCP Claim 1
Connects QGIS to Claude AI through the Model Context Protocol, enabling AI-assi…
F 30 54 72 33 N/A 22 80 95
15682
Fewsats
amazon-mcp Claim 1
Amazon MCP server to search & buy products using the L402
F 30 54 64 22 N/A 39 90 88
15683
anton-proto
MCP Imagen Server Claim 1
Enables text-to-image generation, style transfer, background removal, and autom…
F 30 55 96 61 35 80 89
15684
doppelgangersai
Context API MCP Server Claim 1 2
Accesses the doppelgangers.ai Social Media Context API to provide contextualize…
F 30 55 78 67 27 76 93
15685
webflow
mcp Claim 1
AI-powered design and management for Webflow Sites
F 30 66 84 70 0 79 83 81
15686
crazyrabbitLTC
MCP Expert Server Claim 1 4
A Model Context Protocol server utilizing Claude AI for generating intelligent …
F 30 55 79 60 19 82 91
15687
T-NhanNguyen
Enables AI agents to query a local knowledge graph built from document collecti…
F 30 55 86 60 29 80 94
15688
chrisbrickey
greenroom Claim 1
An entertainment recommender MCP server that integrates with TMDB to help agent…
F 30 55 90 51 32 77 97
15689
stass
lldb-mcp Claim 1 2
A MCP server for LLDB enabling AI binary and core file analysis, debugging, dis…
F 30 54 45 33 N/A 40 89 91
15690
dappierai
dappier Claim 1
Enable fast, free real-time web search and access premium data from trusted med…
F 30 55 76 66 46 83 90
15691
JenHsuan
Retrieves blog articles from an external API with metadata including titles, au…
F 30 55 54 60 27 80 95
15692
dmarsters
Converts quantum circuits into ZX-diagrams using categorical quantum mechanics,…
F 30 54 60 27 N/A 30 92 100
15693
DumplingAI
Dumpling AI MCP Server Claim 1 2
Integrates with Dumpling AI to provide data scraping, content processing, knowl…
F 30 55 78 100 48 76 41
15694
Kong
mcp-konnect Claim 1 2
A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, a…
F 30 55 64 66 N/A 55 83 93
15695
hmake98
nestjs-starter Claim 1
Production-ready NestJS boilerplate with JWT auth, PostgreSQL/Prisma, AWS S3/SE…
F 30 54 78 67 N/A 53 90 100
15696
dalisecurity
Fray Claim 1
AI-native security toolkit — fray go target.com scans everything. 7,600+ payloa…
F 30 54 84 30 N/A 68 88 88
15697
jadenmaciel
Automatically enhances user prompts by applying expert-level prompt engineering…
F 30 54 84 56 N/A 39 88 96
15698
sirmews
mcp-pinecone Claim 1 3
Pinecone integration with vector search capabilities
F 30 55 96 72 53 80 91
15699
longevity-genie
opengenes-mcp Claim 1 2
MCP server for a queryable database for aging and longevity research from the O…
F 30 55 53 36 51 80 99
15700
Ryan7t
Wanyi Watermark Remover Claim 1 2
Extracts watermark-free videos and images from Douyin (TikTok) and Xiaohongshu …
F 30 55 62 40 46 78 83
Showing 15651–15700 of 66502 servers
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