MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
63451
greglas75
CodeSift Claim
Token-efficient code intelligence MCP server that indexes codebases with tree-s…
— ○ ⏳ — N/A N/A — — —
63452
darkamenosa
A local MCP server that adds computer-vision tools to coding agents and models …
— ○ ⏳ — N/A N/A — — —
63453
Xsaven
A secure, vector-based task management server for Claude Desktop using sqlite-v…
— ○ ⏳ — N/A N/A — — —
63454
QianjieTech
A universal MCP server that enables any MCP-compatible agent to use Anthropic's…
— ○ ⏳ — N/A N/A — — —
63455
mcp-servers-for-revit
Enables Large Language Models to access and manipulate Autodesk Revit models th…
— ○ ⏳ — N/A N/A — — —
63456
piter5285
confluence Claim
Enables querying Confluence or Kubernetes documentation through hybrid search a…
— ○ ⏳ — N/A N/A — — —
63457
TeamUnilytics
Marketing analytics MCP server with 21 tools for SEO, keyword research, backlin…
— ○ ⏳ — N/A N/A — — —
63458
akihidem
loop-verify Claim
An MCP server that performs independent verification of artifacts against crite…
— ○ ⏳ — — — — — —
63459
hareeshkar
Institutional-grade MCP server for the Colombo Stock Exchange. Features real-ti…
— ○ ⏳ — — — — — —
63460
HuginnIndustries
Evidence-backed reverse engineering and human-gated software planning for Pi an…
— ○ ⏳ — N/A N/A — — —
63461
ararahq
Arara MCP Claim
Turns Claude Code, Claude Desktop, Cursor, Windsurf or ChatGPT into a WhatsApp …
— ○ ⏳ — — — — — —
63462
nkar123412-hub
Enables AI agents to stake tokens for skill acquisition and verify staking verd…
— ○ ⏳ — N/A N/A — — —
63463
krealal
An MCP server for automatic code review using OpenRouter, enabling performance,…
— ○ ⏳ — N/A N/A — — —
63464
CSOAI-ORG
Agent Delegation MCP Server by MEOK AI Labs
— ○ ⏳ — — — — — —
63465
averatec0773
beatos Claim
Local-first beat library for music producers. MCP server (Claude Code / Claude …
— ○ ⏳ — N/A N/A — — —
63466
ffylaktis
A Model Context Protocol server that connects to Bluesky and provides natural l…
— ○ ⏳ — N/A N/A — — —
63467
coval-ai
Enables AI assistants to interact with Coval's evaluation platform for launchin…
— ○ ⏳ — — — — — —
63468
Fachreza28
Enables natural language querying of a football knowledge graph via Neo4j, gene…
— ○ ⏳ — N/A N/A — — —
63469
yunqi-zhilian
让支持 MCP 的 AI 客户端直接调用票据识别能力,包括银行回单、对账单、增值税发票等解析。
— ○ ⏳ — — — — — —
63470
barwojcik
legal_mcp Claim
Enables semantic search over Polish court judgments and legislative acts via MC…
— ○ ⏳ — N/A N/A — — —
63471
jmiedzinski
Enables Claude to explore and analyze remote Git repositories, providing struct…
— ○ ⏳ — — — — — —
63472
MaraBank
Enables Claude to connect to servers via SSH, execute commands, transfer files,…
— ○ ⏳ — N/A N/A — — —
63473
praveen030686
Yantrix MCP Claim
Dynamic MCP server — 30+ tools across fact verification, agent memory, Indian N…
— ○ ⏳ — — — — 81 —
63474
wafo210715
Enables text-only LLMs to see images on demand by integrating Qwen vision model…
— ○ ⏳ — N/A N/A — — —
63475
arifszn
reminder-mcp Claim
Enables scheduling and triggering reminders delivered via Slack or Telegram thr…
— ○ ⏳ — — — — — —
63476
FS-Yuao
Builds a semantic knowledge graph of C++ code and exposes 9 MCP tools for AI as…
— ○ ⏳ — N/A N/A — — —
63477
popand
aha-mcp Claim
MCP server for accessing and managing Aha! records, including features, require…
— ○ ⏳ — N/A N/A — — —
63478
nianshou555qiansui
A privacy-conscious MCP server that enables image analysis via Google Gemini wi…
— ○ ⏳ — N/A N/A — — —
63479
ejmockler
Multi-perspective code analysis using Claude Code, Codex, and Antigravity CLI a…
— ○ ⏳ — N/A N/A — — —
63480
handaas
An MCP server that integrates HandaaS data APIs for industrial chain analysis, …
— ○ ⏳ — — — — — —
63481
Jellypod-Inc
An MCP server that generates beautiful images from React components using Sator…
— ○ ⏳ — — — — — —
63482
LuisCarlosLopes
Local MCP server for semantic code search using Tree-sitter AST parsing, local …
— ○ ⏳ — N/A N/A — — —
63483 — ○ ⏳ — N/A N/A — 95 —
63484
trickv
An MCP server that allows Claude Desktop to remotely control Claude Code instan…
— ○ ⏳ — N/A N/A — — —
63485
robotlearning123
openai-mcp Claim
MCP server that bridges ChatGPT Plus/Pro to Claude Code, enabling chat, deep re…
— ○ ⏳ — N/A N/A — — —
63486
niknshinde
An MCP server for content creation that extracts video transcripts, scrapes web…
— ○ ⏳ — N/A N/A — — —
63487
lee-s-dev
Enables AI assistants to research YouTube videos by collecting captions, commen…
— ○ ⏳ — — — — — —
63488
langlink-localization
An MCP server for processing XLIFF and TMX translation files, enabling parsing,…
— ○ ⏳ — N/A N/A — — —
63489
DIGIBIZ360-COM
beauty Claim
AI-native beauty ads, sponsored product discovery, and brand recommendations.
— ○ ⏳ — — — — — —
63490
jyokm91-gif
Provides data-driven cover letter coaching by analyzing tone, keywords, and str…
— ○ ⏳ — N/A N/A — — —
63491
CHIHI913
Enables natural language interaction with Google Calendar, including creating, …
— ○ ⏳ — — — — — —
63492
CSOAI-ORG
Agent Incident Relay MCP — Article 73 5-clock broadcaster. One incident → simul…
— ○ ⏳ — — — — 81 —
63493
MCP-Mirror
Enables interaction with AWS Amplify Gen2 application data through natural lang…
— ○ ⏳ — — — — 81 —
63494
bsdnn
An MCP server that analyzes and traces business code flows across your codebase…
— ○ ⏳ — N/A N/A — — —
63495
closermethod
EMEA sales + employment compliance for AI agents across 7 countries (UK, German…
— ○ ⏳ — N/A N/A — — —
63496
0x8687
Enables AI assistants to connect to Gmail accounts, check connection status, an…
— ○ ⏳ — — — — — —
63497
M1mino
TON Data MCP Server — real-time blockchain data for AI agents. Provides wallet …
— ○ ⏳ — — — — — —
63498
tlemmons
junto-memory Claim
A shared memory and coordination server for multiple AI coding agents, built on…
— ○ ⏳ — — — — — —
63499
wegitor
Enables AI assistants to control REAPER DAW via the Model Context Protocol, inc…
— ○ ⏳ — N/A N/A — — —
63500
UNTAG-LAB
litejira-mcp Claim
A client-side MCP server that enables AI assistants to interact with the LiteJi…
— ○ ⏳ — — — — — —
Showing 63451–63500 of 69027 servers