MCP Server Quality Scores

Independent quality analysis of 50330 public MCP servers

50330
Discovered
29736
Scored
2112
Verified
16952
Complete

Last updated 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50251
cotton357
Maya MCP Claim
Enables AI assistants like Claude Desktop to control Autodesk Maya via natural …
N/A N/A
50252
redhat-community-ai-tools
igloo-mcp Claim
MCP server for searching and retrieving content from Igloo digital workplace in…
50253
majorel-alexis
maxia-oracle Claim
Multi-source crypto & equity price feed for AI agents. Aggregates Pyth, Chainl…
N/A N/A 95
50254
ReplicantArmy
Search and license 217,000+ authentic vintage 8mm home movie clips from the 193…
81
50255
bitsotgtest
test123 Claim
N/A N/A 95
50256
opcastil11
PlanckBot Claim
An adaptive tiny-model layer that sits between an LLM and its MCP tools, compre…
N/A N/A
50257 N/A N/A 95
50258
JoeXie
RememberMe Claim
Dual-mode tool providing long-term memory management for Claude Code and MCP cl…
N/A N/A
50259
piebro
An MCP server to control VLC media player, allowing remote playback and control…
N/A N/A
50260
pete-builds
mcp-unifi Claim
An MCP server for self-hosted UniFi gateway management, providing tools for dev…
50261
kyb8801
Measurement uncertainty MCP server for ISO/IEC 17025 and KOLAS-accredited labor…
50262
Juupeee
Provides seamless integration between MCP-compatible AI assistants and n8n work…
N/A N/A 95
50263
swift-sBi5
mistaike-ai Claim
N/A N/A 95
50264
benomahony
Jira CLI MCP Claim
A Model Context Protocol (MCP) server that wraps the Jira CLI tool, exposing Ji…
N/A N/A
50265
adejaimejr
Bridges Chrome DevTools with Cursor AI to enable debugging and monitoring, incl…
N/A N/A
50266
geq1fan
Context MCP Claim
Provides AI agents with secure, read-only file system access to analyze and und…
N/A N/A
50267
Akhilgovind02
Indian stock market: NSE/BSE quotes, fundamentals, mutual fund NAV, F&O chains,…
N/A N/A
50268
universal-mcp
Provides a standardized interface for interacting with Google Mail tools and se…
50269
ParkviewLab
MCP server that reads PDFs and exposes them as structured Markdown, metadata, o…
50270
pawanpanpan
server Claim
N/A N/A 95
50271
Longtran2404
MCP server for Google Drive integration with file management, search, sharing, …
50272
Lucs1590
study-mcp Claim
A simple MCP server demonstrating resources, tools, and prompts, including a gr…
50273
consigcody94
Enables creation and manipulation of Microsoft Office files (Excel, Word, Power…
N/A N/A 95
50274
famtong8-dev
Python MCP server for vector search using Qdrant vector database and Ollama emb…
50275
yutamago
MCP server that authenticates via browser session cookies to access Zendesk's R…
N/A N/A
50276
pipeworx-io
Foursquare Claim
Foursquare Places MCP (v3 Places API)
50277
MCP-Mirror
Enables AI assistants to execute AWS CLI commands and retrieve service document…
81
50278
jdw2111
propraven Claim
Property intelligence: 180M+ US parcels — lookup, search, owners, hazards, perm…
50279
CatVinci-Studio
SkillForge Claim
An MCP server that makes your AI agent learn and evolve by capturing feedback a…
N/A N/A
50280
EaseHee
rhino-mcp Claim
Enables Claude to drive Rhino 8 and Grasshopper for geometry creation, manipula…
50281
Cemberk
DashWebMCP Claim
Enables AI agents to interact with Dash dashboards by exposing them as MCP serv…
50282
SikamikanikoBG
Self-hosted homelab dashboard with a built-in read-only MCP server (hosts, Dock…
N/A N/A
50283
oogleyskr
Comprehensive MCP server for Google Stitch with 36 tools covering design-to-cod…
50284
Tekgnosis
Persistent memory and vector search for AI agents. Hosted, OAuth-protected via …
50285
Xevos117
mcp-zotero Claim
A Model Context Protocol server for Zotero integration that gives any LLM full …
N/A N/A
50286
srotzin
Broker-only credit/lending discovery shim for AI agents
50287
adam-paterson
A serverless proxy for the Graphiti MCP server, enabling AI agents to maintain …
50288
jbmurphy
Provides safe, controlled access to network and system diagnostic tools includi…
81
50289
iflow-mcp
Enables secure terminal command execution, directory navigation, and file syste…
N/A N/A
50290
alex-kenny-lee-vfjv
Search live food safety data from FDA, FSIS, CDC, and city health departments (…
81
50291
ToxMCP
Public MCP endpoint for physiologically based pharmacokinetic (PBPK) simulation…
N/A N/A
50292 N/A N/A 95
50293
softvoyagers
ogforge-api Claim
Free Open Graph image generator API with themes, Lucide icons, and custom layou…
95
50294
yjhann33-design
Enables LLM agents to access Korean stock market data including DART disclosure…
50295
htminuslab
Connects AI assistants to Siemens Questa Visualizer, enabling natural language …
N/A N/A
50296
Clawdio777
aeonos Claim
AI search visibility MCP. Get cited by ChatGPT, Perplexity, Claude, and Google …
N/A N/A
50297
DileepWick
Authoritative Taiho Toyota Bearing Catalogue MCP server. Provides high-fidelity…
50298
neerajhanda
Captures full-monitor screenshots and returns them as base64 inline or saved fi…
N/A N/A
50299
sebastiancoombs
fpds-mcp Claim
MCP server for querying U.S. Federal Procurement Data System (FPDS-NG) to searc…
50300
harrisonfaulkner
canbus-mcp Claim
A CAN bus reverse engineering MCP server for Claude Code that lets Claude read,…
N/A N/A
Showing 50251–50300 of 50330 servers