MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 1 hour, 27 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 42851 |
Classify Polymarket wallets as human or bot, score their trading edge, read ope…
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| 42852 |
A Playwright-based MCP server that prioritizes browser observation over automat…
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| 42853 |
Halal Terminal
Claim
Shariah-compliant stock and ETF screening across AAOIFI, DJIM, FTSE, MSCI and S…
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| 42854 |
mcp-ai-tooling-detector
Claim
Detect whether a company declares, deploys, or charges for AI, with evidence.
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| 42855 |
Nova3D
Claim
Structured, part-aware 3D generation for AI agents. Named-part GLB, preview URL…
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| 42856 |
py-mcp-students
Claim
Enables LLMs to manage student records through natural language by wrapping a s…
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| 42857 |
lemgen-ai-design-mcp
Claim
Turns AI coding agents into visual creative assistants by providing a curated p…
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| 42858 |
mcp
Claim
Visual regression & snapshot testing for AI agents — list runs, read semantic d…
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| 42859 |
GreenNode MCP Server
Claim
Enables AI assistants to manage VNG Cloud infrastructure including compute, sto…
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| 42860 |
docdb-mcp
Claim
Resolves patent publication numbers to canonical DOCDB identifiers, providing i…
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| 42861 |
Generates images via SiliconFlow API with support for multiple models, concurre…
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| 42862 |
code-search
Claim
Semantic + lexical code search as an MCP server. Agents query in natural langua…
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| 42863 |
PopUp Organizer
Claim
Read-only MCP server for PopUp — search vendors, manage events, and track appli…
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| 42864 |
sales-agent
Claim
Multi-agent sales email generation server that creates, evaluates, and sends pe…
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| 42865 |
mcp-einvoicing-de
Claim
German e-invoicing MCP server: ZUGFeRD 2.x, XRechnung 3.x, EN 16931, KoSIT vali…
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| 42866 |
An MCP server that structures AI reasoning as directed acyclic graphs of semant…
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| 42867 |
YouTube MCP Server
Claim
Enables Claude to search YouTube for artists and manage playlists on your YouTu…
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| 42868 |
memory-arbiter-mcp
Claim
A lightweight, fully local MCP server that provides AI coding tools with a shar…
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| 42869 |
Korean stocks: median price path after each DART filing type, T+1 closes, earni…
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| 42870 |
Book Boulder County dryer vent cleaning via MCP ($129/$169). Confirm in 1 busin…
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| 42871 |
AI access to Hitsteps analytics, live visitors, uptime, goals, alerts, and chat…
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| 42872 |
fsq-codebase
Claim
Enables fast semantic code search using FSQ embeddings, with zero-config indexi…
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| 42873 |
DMTicket MCP Server
Claim
Provides AI agents live access to a DMTicket workspace for managing contacts, c…
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| 42874 |
agentberg
Claim
Agent-to-agent trading intelligence exchange. Publish findings, vote on quality…
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| 42875 |
census-mcp-server
Claim
Query U.S. Census Bureau data, variables, and geography via MCP.
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| 42876 |
Enables intelligent discovery and management of Claude Skills through semantic …
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| 42877 |
Enables Gmail, Google Calendar, and Google Drive access through the Model Conte…
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| 42878 |
A demo MCP server for training purposes, providing mocked tools for exchange ra…
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| 42879 |
Wauldo
Claim
Stateless agentic tools over MCP: concept extraction, long-context, knowledge g…
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| 42880 |
mcp
Claim
Web intelligence for AI agents: fetch, render, extract, research. x402 micropay…
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| 42881 |
Scrapegraphai_MCP
Claim
A local stdio MCP server for structured web scraping with ScrapeGraphAI and an …
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| 42882 |
embedded-docs
Claim
Page-cited retrieval for embedded docs, datasheets, MISRA, CMSIS, and RTOS refe…
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| 42883 |
UNHCR Refugee Statistics
Claim
This MCP (Model Context Protocol) server provides access to UNHCR data through …
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| 42884 |
Symath-MCP
Claim
A symbolic mathematics MCP server supporting calculus, linear algebra, number t…
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| 42885 |
Servonaut
Claim
Manage AWS, Hetzner, OVH and SSH servers: status, logs, CloudWatch, IP bans, sa…
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| 42886 |
MCP server for AI agents to dispatch real-world tasks to verified human operato…
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| 42887 |
graphql-mcp-server
Claim
Automatically generates MCP tools from any GraphQL API by introspecting its sch…
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| 42888 |
Instrument MCP Server
Claim
Enables natural language control of test instruments like spectrum analyzers an…
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| 42889 |
mcp-blender-server
Claim
A Python-based MCP server for integrating Blender and 3D modeling capabilities …
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| 42890 |
mcp-ai-detection
Claim
Enables multi-tier AI-detection screening on academic papers by extracting text…
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| 42891 |
haus
Claim
OneHaus household tools: tasks, calendar, contacts, pets, vehicles, documents a…
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| 42892 |
customclaw
Claim
A curated registry of small, focused utilities for building LLM and agent code …
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| 42893 |
mcp-hello
Claim
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| 42894 |
Automate cloud Chrome—navigate, click, type, screenshot, run code, record scree…
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| 42895 |
projscan
Claim
Agent-first MCP. 11 AST adapters, 12 named languages, 51 tools, mission outcome…
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| 42896 |
weather-mcp
Claim
Provides US weather alerts and forecasts via the National Weather Service API.
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| 42897 |
MemoTrader MCP Server
Claim
AI-to-human attention marketplace. Agents pay CPM to reach humans, earn credits…
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| 42898 |
An MCP server that reproduces the results of Nikitin et al., 'Towards Explainab…
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| 42899 |
MCP server for the Envato Market API that provides AI agents with purchase veri…
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| 42900 |
GCP MCP Server
Claim
This server exposes over 250 tools across 23 GCP service domains, enabling AI m…
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