MCP Server Quality Scores

Independent quality analysis of 60196 public MCP servers

60196
Discovered
29919
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23351
RamKansal
pentestMCP Claim
pentestMCP: AI-Powered Penetration Testing via MCP, an MCP designed for penetra…
C 60 43 78 31 N/A 34 87
23352
saxxon66
A bridge that enables AI assistants to connect to VS Code's debugger, allowing …
C 60 43 64 32 N/A 43 95
23353
Automattic
WordPress MCP Claim
A WordPress plugin that implements the Model Context Protocol to enable AI mode…
C 60 44 60 43 53 81
23354
justmytwospence
ynab-mcp Claim 1
An MCP server that exposes the full YNAB API, allowing LLMs to read and manage …
C 60 44 57 61 35 83
23355
HavartiBard
Homelab MCP Claim
Provides unified access to multiple homelab services including Nginx Proxy Mana…
C 60 44 66 58 24 81
23356
raydeStar
sir-thaddeus Claim
A privacy-first, local AI copilot and permissioned agent runtime for Windows. P…
C 60 43 60 27 N/A 67 87
23357
wefi-ai
eKYC Suite Claim
KYC / eKYC MCP server for face compare, liveness, OCR, and image labeling.
C 60 33 56 N/A N/A 47 75
23358
alialobidm
Playwright MCP Claim 1
A Model Context Protocol server that provides browser automation capabilities b…
C 60 44 71 27 60 81
23359
SeeleAI
Enables LLM agents to capture screenshots and visualize runtime behavior within…
C 60 33 48 N/A N/A 32 95
23360
drzln
Curupira Claim
Enables AI assistants to debug frontend applications by providing direct access…
C 60 43 56 30 N/A 58 95
23361
taazkareem
clickup-mcp-server Claim
ClickUp MCP Server - Integrate ClickUp project management with AI through Model…
C 60 33 52 N/A N/A 42 83
23362
theo-nash
Claude Slack Claim
Enables structured team communication for Claude Code agents through Slack-like…
C 60 44 60 42 55 81
23363
marcos-hein
MCP Holyrics Claim
Enables control and automation of Holyrics presentation software through natura…
C 60 33 48 N/A N/A 32 95
23364
keleshteri
MCP Memory Server Claim 1
Gives AI coding assistants persistent memory, safety controls, and project awar…
C 60 43 78 33 N/A 25 90
23365
yuyuanweb
基于 Spring AI 的面试鸭搜索题目的 MCP Server 服务,快速让 AI 搜索企业面试真题和答案
C 60 33 48 N/A N/A 33 95
23366
SiegKat
A multi-agent research system using a shared blackboard (belief store) for agen…
C 60 33 42 N/A N/A 45 95
23367
severity1
argocd-mcp Claim
An MCP (Model Context Protocol) server that integrates with the ArgoCD API, ena…
C 60 44 64 36 59 81
23368
bitgeese
A specialized server that enables LLMs to gather specific information through s…
C 60 44 56 68 30 81
23369
DemoDaygit
Enterprise-grade MCP server with multi-agent system that enables AI-powered bus…
C 60 44 74 43 34 80
23370
joonheeu
Production-ready API server template integrating FastAPI with Model Context Pro…
C 60 33 50 N/A N/A 31 95
23371
CyranoB
duckduckgo-mcp Claim
Search the web using DuckDuckGo and fetch/convert web content using Jina Reader…
C 59 43 64 12 N/A 68 95
23372
aryahadii
A Model Context Protocol server that provides read-only access to Slack data in…
C 59 43 41 66 N/A 34 95
23373
alejoair
Provides cross-platform terminal access through MCP, enabling AI assistants to …
C 59 44 54 58 40 81
23374
kevinzhang03
Enables programmatic control of Ableton Live using natural language to manage s…
C 59 43 66 31 N/A 45 90
23375
SalesforgeAI
forge-mcp Claim 3
MCP server for Salesforge, Primeforge, Leadsforge, Infraforge, Warmforge, and M…
C 59 33 73 N/A N/A 37 58
23376
aotakeda
Local Lens Claim
A 100% local development monitoring tool that captures browser console logs, ne…
C 59 43 60 30 N/A 49 95
23377
novvoo
Gurddy MCP Server Claim
Enables solving Constraint Satisfaction Problems (CSP) like N-Queens, graph col…
C 59 44 78 25 46 81
23378
AI-QL
chat-mcp Claim
A Desktop Chat App that leverages MCP(Model Context Protocol) to interface with…
C 59 43 60 30 N/A 50 95 HT
23379
TwelveTake-Studios
reaper-mcp Claim 1
MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, …
C 59 43 66 31 N/A 45 90
23380
JohanLi233
MCP Sandbox Claim
An interactive Python code execution tool that allows users and LLMs to safely …
C 59 44 56 38 63 81
23381
morebetterclaw
Enables transforming AI-generated marketing copy into human-sounding, GEO-optim…
C 59 33 54 37 83
23382 C 59 33 48 N/A N/A 30 95
23383
gbassaragh
Provides AI assistants with access to UniFi Network and Protect infrastructure …
C 59 44 76 42 26 81
23384
ansua79
KISTI-MCP Claim
Integrates with KISTI's ScienceON, NTIS, and DataON APIs to search and retrieve…
C 59 43 54 42 49 89
23385 C 59 43 64 41 N/A 33 92
23386
alberto-re
mcp-server-odoo Claim
An extensible MCP server that integrates Odoo with LLMs to enable querying and …
C 59 44 66 41 45 78
23387
satstream
A Model Context Protocol server that enables querying Bitcoin blockchain data, …
C 59 44 47 65 42 82
23388
r0d8lsh0p
An AI agent built in n8n which can find and use Model Context Protocol (MCP) Se…
C 59 33 48 N/A N/A 30 95
23389
africa-api
africa-api-mcp Claim 1
MCP server for Africa API — access data on all 54 African countries through Cla…
C 59 33 45 N/A N/A 52 83
23390
juspay
Juspay MCP Tools Claim
Enables AI agents to interact with Juspay's payment processing APIs and merchan…
C 59 44 48 43 69 81
23391
t3ase
Analyzes mood from messages, provides curated Spotify playlists and motivationa…
C 59 44 74 42 26 81
23392
gunnerpark-alt
slab-mcp Claim 1
MCP server for analyzing Clay tables — schema, rows, errors, and enrichment deb…
C 59 33 45 N/A N/A 36 95
23393
wshobson
mcp-trader Claim
A Model Context Protocol (MCP) server for stock traders
C 59 33 54 N/A N/A 21 95
23394 C 59 33 48 N/A N/A 30 95
23395
MCP-Club
MCPM CLI Claim 2
A command-line tool for managing MCP servers in Claude App, which can also act …
C 59 43 64 12 N/A 66 95
23396
marianosalinas
wrds-mcp Claim
Provides AI assistants with natural language access to WRDS financial data for …
C 59 44 48 62 45 81
23397
hey-granth
codectx Claim
Codebase context compiler for AI agents. Graph-ranked, token-budgeted, tier-com…
C 59 43 60 15 N/A 69 95
23398 C 59 43 50 65 N/A 25 89
23399
Vilin97
axle-mcp Claim
Integrates the AXLE (Axiom Lean Engine) CLI with AI assistants to provide compr…
C 59 43 66 37 N/A 27 95
23400
gattjoe
ACMS Claim
Apple Container MCP Server (ACMS) provides access to Apple's container CLI tool…
C 59 43 56 38 N/A 54 87
Showing 23351–23400 of 60196 servers
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