MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23301
ViperJuice
Code-Index-MCP Claim 1
Local-first code indexer that provides deep code understanding for Claude and o…
C 60 44 60 23 86 76
23302
pgallar
A Model-Controller-Proxy server that acts as an intermediary between clients an…
C 60 44 62 67 19 81
23303
DemoDaygit
Enterprise-grade MCP server with multi-agent system that enables AI-powered bus…
C 60 44 74 43 34 80
23304
LabForgeDev
Copilot Memory MCP Claim
Persistent semantic memory for AI agents using local ChromaDB vector search. No…
C 60 43 56 37 N/A 60 87
23305
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
23306
procoders
test-server Claim 1
just a test of glama
C 60 33 50 N/A N/A 30 95
23307
theo-nash
Claude Slack Claim
Enables structured team communication for Claude Code agents through Slack-like…
C 60 44 60 42 55 81
23308
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
23309
thibaudvandendooren-acumen
Excel MCP Server Claim
Enables AI agents to create, read, and manipulate Excel workbooks without Micro…
C 60 44 66 38 53 81
23310
rishipradeep-think41
Enables comprehensive Google Drive operations including file management, conten…
C 60 44 54 61 40 81
23311
hideya
This server facilitates the invocation of AI models from providers like Anthrop…
C 60 43 60 31 N/A 58 89
23312
undici77
Enables privacy-focused web searches, social media lookups, and web archive ret…
C 60 44 58 60 37 81
23313
drzln
Curupira Claim
Enables AI assistants to debug frontend applications by providing direct access…
C 60 43 56 30 N/A 58 95
23314
dontsovcmc
cdek Claim 3
MCP server for CDEK delivery service API — create orders, track shipments, sear…
C 60 33 59 N/A N/A 32 83
23315
s-stefanov
actual-mcp Claim 1
MCP server for integrating Actual Budget with Claude and other LLM assistants.
C 60 43 41 28 N/A 91 94
23316
larasrinath
Anaplan MCP Claim 1
An MCP server that connects AI assistants to Anaplan's Integration API v2, enab…
C 60 44 49 40 76 83
23317
AnsariUsaid
Enables keyword searching within text files with configurable case sensitivity,…
C 60 43 64 51 N/A 19 95
23318
thedcfix
MCP-Server Claim
A Flask-based MCP server with web GUI that provides utility tools for mathemati…
C 60 43 48 67 N/A 22 95
23319
christopherkarani
Wax Claim
Single-file memory layer for AI agents, sub mili-second RAG on Apple Silicon. M…
C 60 43 60 25 N/A 65 92
23320
avanomme
A modern, extensible server that provides a unified interface to control and in…
C 60 43 48 71 N/A 16 95
23321
dontsovcmc
ozon-seller Claim 2
MCP server for Ozon Seller API — products, FBS/FBO, finance, analytics, returns
C 60 33 47 N/A N/A 50 83
23322
paradoxsyn
rivemcp Claim 1
MCP server for creating and editing Rive (.riv) animation files. 139 tools for …
C 60 33 41 N/A N/A 47 95
23323
GongRzhe
A server that enables creating and editing PowerPoint presentations programmati…
C 60 44 60 33 71 80
23324
civilian7
korean-people-persona Claim 1
MCP server for querying a database of 1 million Korean personas with full-text …
C 60 33 51 N/A N/A 27 95
23325
ahmetkca
Enables read-only access to PostgreSQL databases with multi-tenant support, all…
C 60 44 72 38 42 81
23326
Automattic
WordPress MCP Claim
A WordPress plugin that implements the Model Context Protocol to enable AI mode…
C 60 44 60 43 53 81
23327
wenb1n-dev
SmartDB_MCP Claim
A universal database MCP server supporting simultaneous connections to multiple…
C 60 43 64 37 N/A 49 87
23328
stackhawk
stackhawk Claim 2
An MCP server that provides interaction with StackHawk's security scanning plat…
C 60 43 63 43 N/A 47 83
23329
p2k3m
MCP Vertica Claim
Enables interaction with Vertica databases through SQL queries, schema manageme…
C 60 44 42 68 50 81
23330
FujishigeTemma
Provides access to Typst documentation, enabling users to search, browse, and r…
C 60 44 78 45 21 81
23331
igorzheludkov
Metro Logs MCP Claim
Captures and provides access to React Native console logs from Metro bundler, e…
C 60 43 48 33 N/A 78 90
23332
Techopolis
AI agent skills, agent teams, MCP servers, and tools that make AI coding assist…
C 60 33 44 N/A N/A 39 95
23333
MCPStar
🚀 A curated list of awesome Desktop Extensions (DXT) and MCP servers for Claude…
C 60 33 48 N/A N/A 34 95
23334
RamKansal
pentestMCP Claim
pentestMCP: AI-Powered Penetration Testing via MCP, an MCP designed for penetra…
C 60 43 78 31 N/A 34 87
23335
stevearagonsite
Python Server MCP Claim
A cryptocurrency price service that provides real-time crypto pricing informati…
C 60 44 56 57 41 82
23336
budaesandrei
Desktop MCP Claim
Enables AI assistants to capture and analyze screen content across multi-monito…
C 60 43 60 55 N/A 19 95
23337
Nom-nom-hub
Provides AI coding agents with a secure, sandboxed environment for executing co…
C 60 44 84 40 26 76
23338
lineex
mcp-simple-pubmed Claim
C 60 43 64 35 N/A 42 95
23339
xmkevinchen
calibre-mcp Claim 1
An MCP server for managing local Calibre libraries using the calibredb CLI. It …
C 60 33 51 N/A N/A 27 95
23340
netwrix
A Model Context Protocol server that enables AI agents to interact with Netwrix…
C 60 44 45 61 55 80
23341
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
23342
leaper-mcp
Convert images to desired formats or styles seamlessly. Enhance your applicatio…
C 60 44 54 55 55 76
23343
vectorize-io
hindsight Claim
Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to m…
C 60 44 56 27 82 83
23344
amxv
mcp-manager Claim
simple web ui to manage mcp (model context protocol) servers in the claude app
C 60 43 58 30 N/A 58 95
23345
vibheksoni
The only browser automation that bypasses anti-bot systems. AI writes network h…
C 60 43 54 30 N/A 83 82
23346
hpohlmann
Home Assistant MCP Claim
A Model Context Protocol (MCP) integration that allows AI assistants to control…
C 60 44 64 43 48 82
23347
ocean-zhc
SeaTunnel MCP Server Claim 1
A Model Context Protocol server that enables interaction with Apache SeaTunnel …
C 60 44 61 41 53 81
23348
juststank
Enables programmatic management of FortiGate firewall devices through MCP, supp…
C 60 44 42 68 50 82
23349
techspawn
A WooCommerce (MCP) Model Context Protocol server
C 60 43 56 36 N/A 51 95
23350
Root1856
MCP Kali Pentest Claim
AI-powered autonomous penetration testing framework with 80+ professional secur…
C 60 43 84 31 N/A 22 87
Showing 23301–23350 of 66518 servers
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