MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14851
laukikk
alpaca-mcp Claim 1 2
An MCP Server for the Alpaca trading API to manage stock and crypto portfolios,…
F 30 55 55 33 45 78 100
14852
kore-01
An MCP server that provides real-time stock data, technical indicators, and fin…
F 30 55 57 58 25 77 86
14853
Jadael
Ollama MCP Server Claim 1 2
Enables Claude to delegate coding tasks to local Ollama models, reducing API to…
F 30 54 90 55 N/A 47 84 92
14854
siri100
WDIO MCP Server Claim 1
A custom Model Context Protocol server that enables GitHub Copilot Agent to per…
F 30 54 56 62 N/A 27 90 100
14855
Frankietime
MCP Server Template Claim 1
A production-ready Python scaffold for building Model Context Protocol (MCP) se…
F 30 54 84 0 N/A 32 89 91
14856
WIndFate
An AI-powered MCP server for analyzing Japanese legal contracts and identifying…
F 30 54 62 27 29 90 95
14857
WindoC
Gemini OCR MCP Server Claim 1
Provides OCR services powered by Google's Gemini API to extract text from image…
F 30 55 66 33 23 78 95
14858
Imsxm15
awesome-ai-apps Claim 1
F 30 54 90 55 N/A 51 89 91
14859
glidea
zenfeed Claim 1
Make RSS 📰 great again with AI 🧠✨!! [作者新开的Gpt模型中转站 - 0.2 倍率, 0.2元当1刀花,比官方便宜35倍 …
F 30 54 78 31 N/A 74 87 91
14860
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
14861
g0t4
MCP Server Memory File Claim 1 4
An MCP server that allows Claude and other LLMs to manage persistent memories a…
F 30 55 65 56 24 78 100
14862
ContextualAI
Contextual MCP Server Claim 1 2
A Model Context Protocol server that provides Retrieval-Augmented Generation ca…
F 30 55 45 30 27 74 90
14863
kilgorjn
Enables AI assistants to control a Minecraft bot through natural language comma…
F 30 54 66 58 N/A 28 84 88
14864
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
14865
B-Step62
Enables access to prompt templates managed in MLflow through Claude Desktop, al…
F 30 55 76 57 20 80 91
14866
enescanguven
fal.ai MCP Server Claim 1
Provides access to over 600 AI models on fal.ai for generating and editing imag…
F 30 54 88 70 N/A 38 89 85
14867
esaio
pplog MCP Server Claim 1
Enables AI assistants to read, search, and post poems on pplog via the Model Co…
F 30 54 72 70 66 81 97
14868
taylorwilsdon
google_workspace_mcp Claim 1
Comprehensive Google Workspace MCP server with full support for Google Calendar…
F 30 55 94 42 81 82 93
14869
Davont
my-design MCP Server Claim 1 2
An MCP server that enables AI to interact with the private 'my-design' React co…
F 30 55 39 58 39 80 97
14870
9527wow
Enables visual understanding and image description capabilities for iFlow CLI a…
F 30 55 54 51 38 80 80
14871
industream
MCP Odoo Server Claim 1 2
Enables conversational interaction with Odoo to manage timesheets, expenses, co…
F 30 55 84 68 24 76 100
14872
Steemhunt
mintclub Claim 1
Trade bonding curve tokens on Base via Mint Club V2 — buy, sell, swap, create
F 30 54 84 52 N/A 39 67 98
14873
StepByStep-1
Windows-MCP Claim 1
Enables AI agents to interact with Windows operating systems through native UI …
F 30 54 54 52 N/A 45 84 99
14874
bjh5098
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
F 30 54 72 71 N/A 32 90 59
14875
omd01
AWS SES Email Sender Claim 1 2
Send emails directly from your applications using AWS SES. Integrate seamlessly…
F 30 55 57 60 N/A 44 76 97
14876
Stig-Johnny
Enables interaction with Slack channels including checking Xcode Cloud build st…
F 30 55 94 61 59 80 93
14877
docker
hub-mcp Claim 1
Official MCP server to interact with Docker Hub, providing access to repositori…
F 30 55 80 72 68 78 91
14878
FelippeFarias
Refine Prompt Claim 1 2
An MCP server that uses Claude 3.5 Sonnet to transform ordinary prompts into st…
F 30 55 57 61 45 80 98
14879
ap425q
cutterMCP Claim 1 2
An MCP server that enables LLMs to autonomously reverse engineer applications t…
F 30 54 59 33 N/A 47 84 100
14880
mmorris35
Generate comprehensive, paint-by-numbers development plans using the [ClaudeCod…
F 30 66 72 67 0 36 76 92
14881
Rootly-AI-Labs
Rootly Claim 1
Incident management, on-call scheduling, and intelligent analysis powered by Ro…
F 30 66 72 45 0 78 69 100
14882
r3-yamauchi
Enables secure interaction with kintone through OAuth authentication, supportin…
F 30 55 66 70 41 80 92
14883
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
14884
duckmak14
Netbox MCP Server Claim 1
A powerful integration server that combines Netbox's network infrastructure man…
F 30 55 60 30 24 76 87
14885
nullplatform
Nullplatform API MCP Claim 1
Enables interaction with Nullplatform's API endpoints for managing deployments,…
F 30 55 86 35 25 76 26
14886
liaosiqian
Provides a Qt-based graphical interface for AI tools like Cursor to facilitate …
F 30 54 54 56 N/A 36 90 91
14887
agent-polis
impact-preview Claim 1 2
Impact preview for AI agents - see what changes before any action executes.
F 30 54 54 43 N/A 72 90 95
14888
pinkpixel-dev
bibble Claim 1
Transform your terminal into an intelligent AI workspace with autonomous tool-c…
F 30 54 96 65 N/A 60 90 99
14889
Toloka
Tendem MCP Claim 1 2
An MCP server for Tendem that enables users to complete tasks using a hybrid of…
F 30 55 39 43 60 78 92
14890
Watashicuvu
A narrative graph engine that enables LLMs to generate, track, and mutate compl…
F 30 55 76 58 48 74 92
14891
iflow-mcp
BlenderMCP Claim 1
Connects Blender to Claude AI, enabling AI-assisted 3D modeling, scene creation…
F 30 54 78 33 N/A 45 84 97
14892
alexyangjie
Enables fetching and extracting web content as markdown using Firecrawl API, wi…
F 30 55 84 73 60 78 95
14893
Cedricnator
An example MCP server demonstrating how to create custom tools for LLMs like Cl…
F 30 54 72 60 N/A 29 94 100
14894
vurtnec
LanceDB Node Claim 1 2
A Node.js implementation for vector search using LanceDB and Ollama's embedding…
F 30 55 80 61 23 80 94
14895
kukapay
freqtrade-mcp Claim 1 2
An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
F 30 55 45 30 48 76 100
14896
jemhakdog
A specialized toolchain that guides AI agents through a structured 'Atomic Deve…
F 30 54 54 53 N/A 32 90 83
14897
stefanskiasan
Semgrep MCP Server Claim 1 3
Enables integration of Semgrep in development environments via the MCP protocol…
F 30 55 78 61 35 74 92
14898
PoliTwit1984
Provides AI-powered assistance for coding problems using Google's Gemini AI, co…
F 30 55 78 58 19 80 91
14899
yipihey
SciX Client Claim 1
Enables AI assistants to interact with the SciX (formerly NASA ADS) API to sear…
F 30 55 90 32 68 80 91
14900
jeffreychuuu
LightRAG MCP Claim 1
Enables querying an internal LightRAG knowledge base to retrieve technical docu…
F 30 55 48 30 24 80 88
Showing 14851–14900 of 66502 servers
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