MCP Server Quality Scores

Independent quality analysis of 50632 public MCP servers

50632
Discovered
29750
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15401
heeyo-life
MCP server & Claude Code skills for 100+ AI services (LLMs, image/video gen, TT…
F 30 54 84 66 N/A 66 87 96
15402
juhemcp
A Model Context Protocol server that provides real-time global currency exchang…
F 30 55 45 62 36 76 42
15403
dvejsada
A Model Context Protocol server that enables AI assistants to create images and…
F 30 55 79 50 15 78 98
15404
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
15405
annyzhou
notion-mcp Claim 1
Provides comprehensive tools to interact with the Notion API, including managin…
F 30 55 72 35 45 74 85
15406
sanxfxteam
A Model Context Protocol server that provides image generation capabilities usi…
F 30 55 69 55 44 76 93
15407
mborne
geocontext Claim 1 2
An experimental MCP server providing spatial context for LLMs by interfacing wi…
F 30 55 60 100 63 82 40
15408
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
15409
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
15410
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
15411
runbookai
Runbook Claim 1
Run your own runbooks from Claude Desktop. You can create your runbooks and ex…
F 30 55 48 22 49 74 83
15412
Ad-Veritas
TrueRAG MCP Server Claim 1
Enables interaction with a TrueRAG system through a GraphQL API using the Model…
F 30 55 76 40 16 71 95
15413
7836246
claude-team-mcp Claim 1 2
🤖 Multi-Agent MCP Server - Let Claude Code / Windsurf / Cursor orchestrate GPT,…
F 30 55 90 61 N/A 80 76 91
15414
Vigtu
docmole Claim 1 3
Dig through any documentation with AI - MCP server for Claude, Cursor, and othe…
F 30 66 75 66 0 68 80 93
15415
iridite
Provides free Bing search capabilities without an API key, with smart language …
F 30 54 88 41 50 90 81
15416
ExpertVagabond
watsonx Claim 1
IBM watsonx.ai MCP server for Claude integration
F 30 55 96 67 N/A 57 77 93
15417
harriedgemusic
NotebookLM MCP Server Claim 1 2
Enables AI agents to query and interact with Google NotebookLM notebooks to ret…
F 30 54 60 35 N/A 30 90 97
15418
etbars
vibetrader-mcp Claim 1 2
AI-powered trading bot platform. Create automated trading strategies with natur…
F 30 55 76 41 40 80 89
15419
NOVA-3951
Fastmail MCP Server Claim 1
Enables AI assistants to securely access and search Fastmail emails via the JMA…
F 30 55 66 40 24 81 97
15420
raccoonaihq
Raccoon AI MCP Server Claim 1 3
A Model Context Protocol server that enables web browsing, data extraction, and…
F 30 55 45 57 20 76 90
15421
lnbits
LNbits-MCP-Server Claim 1 2
Am MCP server for LNbits Lightning Network wallet integration.
F 30 54 86 73 N/A 19 90 92
15422
jmanhype
MCP Flux Studio Claim 1 2
A server that integrates Flux's advanced image generation and manipulation feat…
F 30 55 96 72 52 78 98
15423
dkmaker
mcp-rest-api Claim 1 2
A TypeScript-based MCP server that enables testing of REST APIs through Cline. …
F 30 54 96 73 N/A 78 90 91
15424
MaykolMedrano
mcp-bcrp Claim 1
Provides access to over 5,000 macroeconomic indicators from the Banco Central d…
F 30 55 76 36 73 80 91
15425
shifusen329
doc-lib-mcp Claim 1 2
A Model Context Protocol server for ingesting, chunking and semantically search…
F 30 55 63 58 31 76 92
15426
oenius
BrowserTools MCP Claim 1 2
A browser monitoring and interaction tool that enables AI applications to captu…
F 30 64 84 100 89 40 88 97
15427
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
15428
dlightyupgrade
MCP Tools Claim 1
A modular multi-server architecture providing development automation, JIRA mana…
F 30 55 84 68 41 74 94
15429
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
15430
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
15431
gotoolkits
DifyWorkflow Claim 1 2
🏎️ ☁️ Tools to the query and execute of Dify workflows
F 30 54 70 40 N/A 62 90 96
15432
dmarsters
Converts quantum circuits into ZX-diagrams using categorical quantum mechanics,…
F 30 54 60 27 N/A 30 92 100
15433
ricardoquesada
regenerator2000 Claim 1
An interactive disassembler for the CPU 6502, focused on Commodore 8-bit comput…
F 30 64 90 33 0 85 90 98
15434
therealjohn
An MCP server that enables sending Markdown-formatted notifications to Microsof…
F 30 55 63 65 20 80 91
15435
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
15436
georgepok
Local LLM MCP Server Claim 1 2
Bridges local LLMs running in LM Studio with MCP clients like Claude Desktop to…
F 30 55 100 63 54 76 91
15437
gmo-internet
conoha_vps_mcp Claim 1 2
ConoHa VPS MCP server
F 30 54 74 67 N/A 83 87 81
15438
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
15439
alfredang
NotebookLM MCP Claim 1
Integrates Google NotebookLM into Claude to allow users to manage notebooks, ad…
F 30 54 64 55 N/A 31 90 100
15440
ekailabs
A Model Context Protocol server that connects AI agents to Dune Analytics data,…
F 30 55 39 65 41 78 91
15441
juehang
vscode-mcp-server Claim 1 2
A MCP Server that allows AI such as Claude to read from the directory structure…
F 30 54 57 63 N/A 82 87 91
15442
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
15443
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
15444
spacecode-ai
SpaceBridge-MCP Claim 1
Bring structure and preserve context in vibe coding by automatically tracking i…
F 30 54 60 68 N/A 52 90 89
15445
Josuedotcom
Enables AI assistants to interact with SQL Server Data Warehouses using natural…
F 30 55 42 37 35 82 95
15446
CaullenOmdahl
Enables AI assistants to search YouTube Music, manage playlists, and create sma…
F 30 55 94 68 34 77 92
15447
crawlab-team
Crawlab MCP Server Claim 1 2
A Model Context Protocol server that allows AI applications to interact with Cr…
F 30 55 69 43 20 78 97
15448
ngtruongmetin
A semantic search MCP server that provides historical question-and-answer capab…
F 30 55 72 30 30 69 95
15449
Lark-Base-Team
Lark Base MCP Server Claim 1 2
A Model Context Protocol server that provides LLMs with read and write access t…
F 30 55 71 66 30 76 88
15450
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
Showing 15401–15450 of 50632 servers
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