MCP Server Quality Scores
Independent quality analysis of 33379 public MCP servers
Last updated 1 hour, 56 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 32451 |
PILLAR GTM OS
Claim
AI-native GTM OS for B2B SaaS — account health, pipeline, renewals, territories…
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| 32452 |
Base chain DeFi yields — Aerodrome, Moonwell, APY, TVL, risk scores. x402.
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| 32453 |
An MCP server that extracts clean, structured Markdown content from web page UR…
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| 32454 |
spain-legal
Claim
Spain immigration, residency, NIE/TIE, and tax MCP for agents from Legal Fourni…
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| 32455 |
Search and discover 600+ ranked AI agents, bots, LLMs, MCP servers, and framewo…
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| 32456 |
studio-signal
Claim
AI-powered media & entertainment intelligence — research, briefs, and market da…
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| 32457 |
weatherforensics-mcp
Claim
WeatherForensics is a Data as a Service (DaaS) that provides comprehensive hist…
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| 32458 |
Neleus MCP
Claim
Enables interaction with Hyperliquid markets for technical analysis, order book…
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| 32459 |
yt-mcp
Claim
Analyzes YouTube videos using Google's Gemini API, allowing users to get summar…
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| 32460 |
Provides AI agents with a comprehensive web intelligence stack including crawli…
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| 32461 |
A server that likely facilitates integration between GitHub Copilot and Visual …
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| 32462 |
Start.gg MCP Server
Claim
Provides access to the Start.gg GraphQL API for querying tournament information…
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| 32463 |
AdButler
Claim
Manage AdButler campaigns, zones, ad items, VAST, and reports from Claude, Chat…
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| 32464 |
compliance-shield
Claim
ZATCA, UAE CT, EU AI Act regulatory compliance for AI agents
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| 32465 |
legal-docs
Claim
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| 32466 |
Serial MCP Server
Claim
Enables LLMs to communicate with hardware devices via serial ports. Provides to…
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| 32467 |
MCP Slack
Claim
Secure read-only MCP server for Slack workspaces
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| 32468 |
PromptThrift MCP
Claim
Enables 70-90% LLM API cost reduction by compressing conversation history via l…
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| 32469 |
tradingale-mcp
Claim
Martingale Intelligence for AI trading agents. Provides proprietary scores and …
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| 32470 |
Auto dev
Claim
Automotive Data for AI Agents
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| 32471 |
Adspirer
Claim
Run Google, Meta, and TikTok ads directly from ChatGPT and Claude. Create campa…
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| 32472 |
Generate harmonious color palettes — complementary, analogous, triadic. x402 …
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| 32473 |
Vextra MCP Server
Claim
A server based on Model Context Protocol that processes and parses design files…
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| 32474 |
Provides AI agents with real-time web capabilities including live search result…
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| 32475 |
nordic-financial-mcp
Claim
Semantic search across 375,000+ Nordic financial documents for AI agents. Cover…
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| 32476 |
WaveGuard
Claim
Detect anomalies in any data type using advanced wave physics simulation withou…
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| 32477 |
Mattermost MCP Server
Claim
This server enables interaction with Mattermost workspaces to manage channels, …
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| 32478 |
lims-s
Claim
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| 32479 |
dot
Claim
DOT/FMCSA Compliance MCP Server. An MCP server that makes DOT/FMCSA trucking re…
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| 32480 |
test
Claim
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| 32481 |
Vouch
Claim
Run Safe -> Run Fast -> Run Cheap
Vouch- we are an advanced Ai Deterministic l…
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| 32482 |
raspi-bash-mcp
Claim
Exposes a single tool run_bash for executing arbitrary shell commands on a Rasp…
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| 32483 |
Frappe MCP
Claim
Read-only MCP server for TourScale ERPNext, enabling agents to query franchisee…
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| 32484 |
mcp-server
Claim
Healthcare data: drugs, providers, diagnoses, labs, vaccines, claims, and Medic…
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| 32485 |
sendameal-mcp
Claim
MCP server for SendaMeal.com enabling AI assistants to search gift meal product…
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| 32486 |
Stateless MCP server that proxies research queries to Gemini CLI, reducing agen…
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| 32487 |
HumanizerMCP
Claim
Detects and removes 24 types of AI writing patterns, offering dual-mode humaniz…
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| 32488 |
This is upgrade of hi-ai mcp server converted into english, also all unuse var…
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| 32489 |
unbrowse-index
Claim
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| 32490 |
The most complete financial compliance agent in the x402 ecosystem. Combines ve…
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| 32491 |
mcp-gera-witness
Claim
GeraWitness MCP (placeholder) — human-in-the-loop safety layer for AI agents. L…
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| 32492 |
Kratos-MCP
Claim
A memory system for AI coding tools that stores and retrieves codebase context …
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| 32493 |
lemon-cake-mcp
Claim
Pay-per-call USDC payment proxy for AI agents. Issue scoped Pay Tokens with har…
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| 32494 |
HR System MCP Server
Claim
Enables employee information lookup, directory listing, payroll access, and tim…
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| 32495 |
Hive Civilization Server
Claim
Here's the description to paste into Glama when you submit:
Hive Civilization …
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| 32496 |
Open Ephemeris
Claim
Open Ephemeris is a high-precision astrology API with an MCP server exposing 11…
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| 32497 |
yit-player
Claim
Ai friendly CLI music player
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| 32498 |
ToolPipe MCP Server
Claim
120+ developer utility tools for AI agents via Model Context Protocol
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| 32499 |
mcp-shodan
Claim
MCP server exposing all Shodan API functionality
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| 32500 |
LineWhiz
Claim
AI-powered MCP server for managing LINE Official Accounts. Send broadcasts, pus…
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