MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 5 hours, 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
63001
coval-ai
Enables AI assistants to interact with Coval's evaluation platform for launchin…
— ○ ⏳ — — — — — —
63002
Fachreza28
Enables natural language querying of a football knowledge graph via Neo4j, gene…
— ○ ⏳ — N/A N/A — — —
63003
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。
— ○ ⏳ — — — — — —
63004
barwojcik
legal_mcp Claim
Enables semantic search over Polish court judgments and legislative acts via MC…
— ○ ⏳ — N/A N/A — — —
63005
jmiedzinski
Enables Claude to explore and analyze remote Git repositories, providing struct…
— ○ ⏳ — — — — — —
63006
MaraBank
Enables Claude to connect to servers via SSH, execute commands, transfer files,…
— ○ ⏳ — N/A N/A — — —
63007
praveen030686
Yantrix MCP Claim
Dynamic MCP server — 30+ tools across fact verification, agent memory, Indian N…
— ○ ⏳ — — — — 81 —
63008
wafo210715
Enables text-only LLMs to see images on demand by integrating Qwen vision model…
— ○ ⏳ — N/A N/A — — —
63009
arifszn
reminder-mcp Claim
Enables scheduling and triggering reminders delivered via Slack or Telegram thr…
— ○ ⏳ — — — — — —
63010
FS-Yuao
Builds a semantic knowledge graph of C++ code and exposes 9 MCP tools for AI as…
— ○ ⏳ — N/A N/A — — —
63011
popand
aha-mcp Claim
MCP server for accessing and managing Aha! records, including features, require…
— ○ ⏳ — N/A N/A — — —
63012
nianshou555qiansui
A privacy-conscious MCP server that enables image analysis via Google Gemini wi…
— ○ ⏳ — N/A N/A — — —
63013
ejmockler
Multi-perspective code analysis using Claude Code, Codex, and Antigravity CLI a…
— ○ ⏳ — N/A N/A — — —
63014
handaas
An MCP server that integrates HandaaS data APIs for industrial chain analysis, …
— ○ ⏳ — — — — — —
63015
Jellypod-Inc
An MCP server that generates beautiful images from React components using Sator…
— ○ ⏳ — — — — — —
63016
LuisCarlosLopes
Local MCP server for semantic code search using Tree-sitter AST parsing, local …
— ○ ⏳ — N/A N/A — — —
63017 — ○ ⏳ — N/A N/A — 95 —
63018
trickv
An MCP server that allows Claude Desktop to remotely control Claude Code instan…
— ○ ⏳ — N/A N/A — — —
63019
robotlearning123
openai-mcp Claim
MCP server that bridges ChatGPT Plus/Pro to Claude Code, enabling chat, deep re…
— ○ ⏳ — N/A N/A — — —
63020
niknshinde
An MCP server for content creation that extracts video transcripts, scrapes web…
— ○ ⏳ — N/A N/A — — —
63021
lee-s-dev
Enables AI assistants to research YouTube videos by collecting captions, commen…
— ○ ⏳ — — — — — —
63022
langlink-localization
An MCP server for processing XLIFF and TMX translation files, enabling parsing,…
— ○ ⏳ — N/A N/A — — —
63023
DIGIBIZ360-COM
beauty Claim
AI-native beauty ads, sponsored product discovery, and brand recommendations.
— ○ ⏳ — — — — — —
63024
jyokm91-gif
Provides data-driven cover letter coaching by analyzing tone, keywords, and str…
— ○ ⏳ — N/A N/A — — —
63025
CHIHI913
Enables natural language interaction with Google Calendar, including creating, …
— ○ ⏳ — — — — — —
63026
CSOAI-ORG
Agent Incident Relay MCP — Article 73 5-clock broadcaster. One incident → simul…
— ○ ⏳ — — — — 81 —
63027
MCP-Mirror
Enables interaction with AWS Amplify Gen2 application data through natural lang…
— ○ ⏳ — — — — 81 —
63028
bsdnn
An MCP server that analyzes and traces business code flows across your codebase…
— ○ ⏳ — N/A N/A — — —
63029
closermethod
EMEA sales + employment compliance for AI agents across 7 countries (UK, German…
— ○ ⏳ — N/A N/A — — —
63030
0x8687
Enables AI assistants to connect to Gmail accounts, check connection status, an…
— ○ ⏳ — — — — — —
63031
M1mino
TON Data MCP Server — real-time blockchain data for AI agents. Provides wallet …
— ○ ⏳ — — — — — —
63032
tlemmons
junto-memory Claim
A shared memory and coordination server for multiple AI coding agents, built on…
— ○ ⏳ — — — — — —
63033
wegitor
Enables AI assistants to control REAPER DAW via the Model Context Protocol, inc…
— ○ ⏳ — N/A N/A — — —
63034
UNTAG-LAB
litejira-mcp Claim
A client-side MCP server that enables AI assistants to interact with the LiteJi…
— ○ ⏳ — — — — — —
63035
VadaLinux
MCP server for Framework360 REST API, exposing 141 endpoints as tools for use w…
— ○ ⏳ — — — — — —
63036
pipeworx-io
Enables searching and querying City of Toledo open geospatial data (parcels, zo…
— ○ ⏳ — — — — — —
63037
gregpriday
An MCP server that generates and edits images using OpenAI's GPT Image model, a…
— ○ ⏳ — N/A N/A — — —
63038
MohamedElashri
cds-mcp Claim
MCP server for searching and retrieving documents, metadata, and files from CER…
— ○ ⏳ — — — — — —
63039
wiserautomation
Enterprise-grade security for Claude Desktop agents: blocks dangerous actions, …
— ○ ⏳ — — — — — —
63040
dedalus-labs
linear-mcp Claim
An MCP server for Linear that provides tools to manage issues, projects, commen…
— ○ ⏳ — — — — — —
63041
badchars
A universal digital fingerprinting MCP server that combines 103 techniques acro…
— ○ ⏳ — — — — — —
63042
Arhimage
ladder-mcp Claim
Windows-first MCP bridge for Kimi Code CLI, exposing code analysis, editing, se…
— ○ ⏳ — N/A N/A — — —
63043
jesonchen123
Modular monolithic FastAPI shared AI service platform providing config center, …
— ○ ⏳ — — — — — —
63044
Monc618
MCP server for Feishu/Lark API integration, enabling AI agents to send messages…
— ○ ⏳ — — — — — —
63045
Leander-Andersen
Enables querying MyAnimeList data (anime search, rankings, seasonal anime, user…
— ○ ⏳ — — — — — —
63046
unknown-sh
Provides AI assistants and MCP clients with API access to manage Firewalla MSP …
— ○ ⏳ — — — — — —
63047
prakhar7824
TalkAPI Claim
Enables conversational API testing via MCP, allowing users to make HTTP request…
— ○ ⏳ — — — — — —
63048
JayantPrakash
SampleMCP Claim
A demonstration MCP server that provides math (add/multiply) and weather tools,…
— ○ ⏳ — — — — — —
63049
nexai
Nex.Ai Claim
— ○ ⏳ — — — — 81 —
63050
pipsqueakkk0613
Enables AI to post, view, comment, reply, like, and delete QQ Space (QZone) ent…
— ○ ⏳ — N/A N/A — — —
Showing 63001–63050 of 69052 servers