MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51101
Bluesun-Networks
contacts-mcp Claim
Enables AI assistants to manage contacts with full CRUD, dedup, merge, import/e…
N/A N/A
51102
AojdevStudio
Private remote HTTP MCP server that provides a unified endpoint to interact wit…
51103
farukalpay
Retrieval-grounded prompt refinement engine that repairs and polishes prompts v…
N/A N/A
51104
wishsoul
Enables coding agents to query real SF Symbol names from the local SF Symbols a…
N/A N/A
51105
tristandistretti
Exposes Jira API calls as tools for use with AI models like Claude, enabling pr…
N/A N/A
51106
liewcc
Enables lightning-fast inference using Groq models through MCP clients, support…
51107
CarC96
Enables AI agents to manage Google Tag Manager accounts, containers, workspaces…
N/A N/A
51108
rc4l
Enables AI assistants to interact with the Zandronum game engine for developmen…
N/A N/A
51109
ksred
Enables persistent memory for Claude Desktop, allowing Claude to remember and r…
51110
MSWEIMZ
Enables text-to-image and text-to-video generation via the Agnes AI API, with s…
51111
VivedhaElango
Enables searching and managing academic papers from arXiv with tools, resources…
N/A N/A
51112
mplogas
Enables chip-level firmware extraction and analysis for BK7231 family IoT devic…
N/A N/A
51113
Prathamesh0901
MCP server for managing Zoom meetings, enabling creation, update, deletion, and…
51114
mkih76
Free, unlimited web search MCP server powered by Google AI Mode (Gemini) withou…
51115
aniekanasuquookono-web
Archiet Claim
Archiet MCP server: scaffold full-stack apps from PRD text and extract capabili…
N/A N/A
51116
runwhen-contrib
Lets your coding agent talk to the RunWhen platform — workspace chat, issues, S…
51117
gomarble-ai
Bridges STDIO-based MCP clients with SSE-based MCP servers, allowing applicatio…
81
51118
flowing-abyss
MCP server that indexes Obsidian notes and enables hybrid search (full-text, fu…
N/A N/A
51119
cerase-ai
Enables web search and deep multi-source research for Cerase agents via LiteLLM…
51120
tangivis
twikit-mcp Claim
An MCP server for interacting with Twitter/X using browser cookies without an A…
51121
studiopig
mcp-toolkit Claim
A plug-and-play MCP toolkit providing AI agents with web search (Chinese source…
N/A N/A
51122
cykj40
A Model Context Protocol (MCP) server that connects Claude to your personal Dex…
N/A N/A
51123
Jongbin-kr
Organizes personal research papers by crawling arXiv metadata, embedding abstra…
N/A N/A
51124
cskwork
Provides educational US market analysis by combining exchange rates, stock snap…
51125
MyAI4
Provides AI coding agents with persistent, traceable memory across projects by …
N/A N/A
51126
Rachidhssin
A secure MCP server that gives AI coding assistants direct access to the shadcn…
N/A N/A
51127
benzin8
Allows invoking Claude in Telegram chats via inline mentions or business bot, w…
N/A N/A
51128
ryaker
A Model Context Protocol server that enables Claude to interact with MongoDB da…
51129
jonjoe
Bridges Zustand stores over WebSocket, enabling MCP-capable AI to inspect and m…
51130
VnemAIDev
Memora Claim
A local, persistent, semantically-aware knowledge graph for AI coding agents li…
N/A N/A
51131
allanbchancery
MCP server for managing n8n workflows and executions. Enables listing, activati…
51132
junter1989k-ai
Cyprus payments for AI agents — cards / Apple Pay via Stripe. Never holds funds.
51133
ktmage
Enables AI assistants to manage Google Tasks (list, create, complete, delete ta…
N/A N/A
51134
pipeworx-io
mcp-feeds Claim
Provides tools to list, read, and fetch RSS/Atom feeds, with curated categories…
51135
bagasta
A production-ready MCP server with demo tools (calculator, web search, web fetc…
51136
bolin8017
gmap Claim
Enables resolving places from URLs or text, confirming candidates, and saving t…
N/A N/A
51137
2799662352
Enables Gemini-powered multimodal analysis (video, audio, image, documents), Go…
N/A N/A
51138
bloghunch
Connects AI assistants to Bloghunch publications for automating content creatio…
N/A N/A
51139
Voxos-ai-Inc
Enables AI assistants to coordinate with teammates and agents via Clink, suppor…
51140
2captcha
Provides browser automation and reCAPTCHA v2 solving tools for AI agents, integ…
N/A N/A
51141
JEFF7712
nix-agent Claim
A local MCP server for trusted NixOS automation that enables inspecting files, …
N/A N/A
51142
abhinav7895
Inspect, manage, debug, and run commands on connected Android devices and emula…
N/A N/A
51143
EternityG2
A weather query MCP server based on FastMCP, supporting Chinese city names and …
51144
peican996
weather-mcp Claim
Provides US weather alerts by state and forecasts by coordinates using the Nati…
51145
yclenove
Enables safe querying and optional writing to MySQL databases via MCP tools, wi…
51146
RubenGlez
devicecloud Claim
Triage failing DeviceCloud Maestro test runs: fail reasons, screenshots, flaky-…
N/A N/A
51147
gabrielfroes
A sample MCP server that provides weather alerts and forecasts using the Nation…
51148
lord-dubious
Enables AI agents to manage WooCommerce stores, including products, orders, cus…
51149
paulaigue
Provides read-only access to Trading 212 accounts, enabling AI assistants to re…
51150
Ashraf2hub
Enables AI agents to create, manage, and download 3D models, textures, images, …
Showing 51101–51150 of 66502 servers