MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 26 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15601
kukapay
bridge-metrics-mcp Claim 1
Providing real-time cross-chain bridge metrics.
F 30 55 72 25 40 82 100
15602
dynamicendpoints
Execute PowerShell commands securely with controlled timeouts and input validat…
F 30 54 86 41 N/A 51 88 89
15603
delt4d
Enables AI models to search and read technical discussions, customizations, and…
F 30 54 60 38 N/A 30 84 90
15604
BusyBee3333
GoHighLevel MCP Server — 520+ tools across 40 categories. Voice AI, Proposals, …
F 30 66 96 51 0 41 76 92
15605
xue20010808
readfile_mcp Claim 1
Explore your local files with fast glob matching and text search. Find files ac…
F 30 54 66 51 N/A 31 82 83
15606
JayArrowz
mcp-arsr Claim 1 2
Adaptive Retrieval-Augmented Self-Refinement MCP Server — a closed-loop system …
F 30 54 84 65 N/A 54 89 88
15607
pinkpixel-dev
Blabber-MCP Claim 1 3
An MCP server that enables LLMs to generate spoken audio from text using OpenAI…
F 30 55 57 61 47 76 96
15608
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
15609
cqfn
aibolit-mcp-server Claim 1
Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How…
F 30 54 60 50 N/A 75 90 93
15610
82ch
MCP-Dandan Claim 1
Real-time security framework for MCP servers that detects and blocks malicious …
F 30 54 84 43 N/A 66 88 61
15611
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
15612
veelenga
claude-mermaid Claim 1
A Mermaid diagram rendering MCP server for Claude Code with live reload functio…
F 30 54 90 58 N/A 68 88 92
15613
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
15614
FradSer
An advanced sequential thinking process using a Multi-Agent System (MAS) built …
F 30 55 84 100 N/A 67 76 78
15615
alexyangjie
Enables fetching and extracting web content as markdown using Firecrawl API, wi…
F 30 55 84 73 60 78 95
15616
deepwriter-ai
Provide seamless integration with DeepWriter's AI content generation and projec…
F 30 54 92 72 N/A 54 90 96
15617
freeleepm
Enables AI-powered multimodal content generation using Volcano Engine's Jimeng …
F 30 55 72 73 59 78 79
15618
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
15619
stobo-app
AI-powered SEO and AEO audit for websites
F 30 54 72 43 N/A 65 83 98
15620
peterparker57
Screenshot MCP Server Claim 1 2
Enables AI assistants running in WSL to capture Windows screenshots of full des…
F 30 55 94 100 N/A 37 87 35
15621
gifflet
Graphiti MCP Server Claim 1
A knowledge graph server for AI agents, built with Neo4j and integrated with Mo…
F 30 54 78 67 45 87 95
15622
Watashicuvu
A narrative graph engine that enables LLMs to generate, track, and mutate compl…
F 30 55 76 58 48 74 92
15623
falahgs
Generates high-quality images using Google's Imagen 3.0 model via the Gemini AP…
F 30 55 78 100 23 76 35
15624
kongyo2
A comprehensive Model Context Protocol (MCP) server for EVE Online traffic, nav…
F 30 54 72 61 N/A 43 92 42
15625
dennismartis
MCP SQL Server Claim 1
A FastMCP server that provides natural language interaction with MS SQL databas…
F 30 54 66 31 N/A 23 82 96
15626
Ishant-93
Integrates Claude Desktop with Super Singularity's course creation API, enablin…
F 30 55 66 43 27 74 98
15627
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
15628
binodrajpandey
MCP Server Example Claim 1
A reference implementation of a Model Context Protocol server that demonstrates…
F 30 54 48 20 N/A 30 92 100
15629
HarshJ23
Enhances Claude's reasoning capabilities by integrating DeepSeek R1's advanced …
F 30 55 66 36 45 71 88
15630
ziggythebot
namecheap Claim 1 2
Check domain availability across 600+ TLDs on Namecheap with pricing and purcha…
F 30 54 90 57 N/A 48 77 95
15631
TheoLawrence86
Interfaces with the Perplexity AI API to provide advanced question answering ca…
F 30 55 84 71 20 78 94
15632
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
15633
adam-paterson
MCP Crew AI Server Claim 1
A lightweight Python-based server designed to run, manage and create CrewAI wor…
F 30 54 76 32 N/A 30 90 91
15634
RbBtSn0w
Model Context Protocol server for awesome-copilot agents and collections
F 30 54 100 46 N/A 85 90 93
15635
TetiAI
hivebox Claim 1
Lightweight Linux sandbox for AI agents. Kernel-native isolation (namespaces, c…
F 30 54 92 41 N/A 70 89 99
15636
R09722akaBennett
NanoPDF Claim 1
AI-powered PDF editing and generation MCP server using Gemini Pro.
F 30 54 70 32 N/A 37 77 93
15637
bluzername
lennys-quotes Claim 1 2
Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,…
F 30 54 60 58 N/A 54 90 90
15638
SPL-BGU
PlanningCopilot Claim 1
A tool-augmented LLM system for the full PDDL planning pipeline, improving reli…
F 30 54 72 52 N/A 42 90 89
15639
alex2zimmermann-ux
Enables users to extract, search, and analyze YouTube video transcripts directl…
F 30 55 70 71 51 78 100
15640
abhishekjairath
Sonic Pi MCP Claim 1 2
A Model Context Protocol server that allows AI assistants like Claude and Curso…
F 30 54 51 58 N/A 56 82 95
15641
decidefyi
decide Claim 1
Deterministic refund eligibility notary MCP server. Returns ALLOWED / DENIED / …
F 30 55 90 70 34 76 100
15642
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
15643
niusulong
TShark2MCP Claim 1 2
An MCP server that enables AI-assisted network packet analysis using Wireshark'…
F 30 54 57 33 N/A 41 90 63
15644
kore-01
An MCP server that provides real-time stock data, technical indicators, and fin…
F 30 55 57 58 25 77 86
15645
PoliTwit1984
Perplexity MCP Server Claim 1 3
Enables intelligent code analysis and debugging through the Perplexity AI's API…
F 30 55 90 68 38 76 91
15646
PleasePrompto
google-ai-mode-mcp Claim 1 3
MCP server for free Google AI Mode search with citations. Query optimization, C…
F 30 55 79 75 N/A 70 90 55
15647
LZMW
MCP Vision Server Claim 1
Provides advanced image analysis capabilities including object recognition, OCR…
F 30 55 54 70 45 80 93
15648
opiuman
Helps YouTube content creators find perfect background music for their shorts b…
F 30 55 84 73 34 80 96
15649
neuhausi
Generates CanvasXpress data visualization JSON configurations from natural lang…
F 30 55 54 43 22 80 91
15650
llsrrll96
Say Hello Claim 1 2
Generate friendly, personalized greetings by name. Toggle Pirate Mode for swash…
F 30 54 50 57 N/A 31 82 72
Showing 15601–15650 of 66502 servers
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