MCP Server Quality Scores
Independent quality analysis of 69070 public MCP servers
Last updated 2 hours, 35 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 60101 |
atlaso
Claim
Open-source memory for AI agents. Conflict-flagging recall, scope-bag dispersio…
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| 60102 |
mcp-gera-prime
Claim
Gera Prime MCP (placeholder) — Everything subscription meta-product. Launching …
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| 60103 |
notmuchproxy
Claim
Enables LLMs to search and read email from a notmuch archive, providing tools f…
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| 60104 |
Roblox MCP Server
Claim
Enables real-time friend presence tracking and seamless game joining in Roblox.
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| 60105 |
swaggbot
Claim
Transforms Swagger/OpenAPI documented APIs into conversational interfaces, enab…
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| 60106 |
bolsa-de-carga-mcp
Claim
Freight marketplace MCP server for European road logistics. Search and manage f…
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| 60107 |
okama MCP
Claim
MCP (Model Context Protocol) server that exposes the okama investment portfolio…
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| 60108 |
notion_summary_server
Claim
MCP server that automatically saves summaries of AI papers or stock articles to…
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| 60109 |
claude-tradingview-mcp
Claim
An MCP server that lets Claude analyze your TradingView charts by reading the w…
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| 60110 |
mcp-webscraper
Claim
Enables Claude Desktop to perform advanced web scraping and crawling operations…
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| 60111 |
mcp-ssh
Claim
An MCP server for SSH connections through JumpServer, supporting persistent ses…
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| 60112 |
Flask Video Feedback
Claim
Video feedback for AI agents via Flask (flask.do). Agents upload renders for hu…
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| 60113 |
ttutori
Claim
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| 60114 |
puppet-ai
Claim
Full computer control for AI agents on macOS — see, click, type, scroll via MCP…
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| 60115 |
live-connector
Claim
A Cypher-style MCP server that enables AI agents to query and edit an Ableton L…
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| 60116 |
Loom Advisor
Claim
Provides tools to list, retrieve, edit, and merge Loom screen recordings.
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| 60117 |
Kali Linux MCP Server
Claim
Provides Claude Desktop with access to Kali Linux penetration testing tools via…
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| 60118 |
codex-dobby-mcp
Claim
A local MCP server that lets Claude delegate scoped work to Codex with structur…
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| 60119 |
sec-edgar-mcp
Claim
Access SEC EDGAR financial data through your AI assistant. Search public compan…
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| 60120 |
corpuskit
Claim
Enables AI coding agents to search documentation and query constraints via MCP …
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| 60121 |
MCP Apache Superset
Claim
Connects LLM clients to Apache Superset for querying charts, dashboards, datase…
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| 60122 |
Verified Repo Memory
Claim
Stale-proof repository memory with citations + just-in-time verification + TTL …
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| 60123 |
MinIO MCP Server
Claim
Enables interaction with MinIO object storage through a standardized Model-Cont…
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| 60124 |
Spanish e-invoicing MCP server: VERI*FACTU, Facturae/FACe, SII, Crea y Crece B2…
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| 60125 |
Search Indonesian regulations from any MCP-compatible AI assistant.
Pasal.id g…
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| 60126 |
COMSOL MCP Server
Claim
MCP Server for COMSOL Multiphysics simulation automation via AI agents.
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| 60127 |
TinyTasks MCP Server
Claim
A hybrid MCP server that allows users to manage tasks through Claude Desktop or…
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| 60128 |
Korea payments for AI agents — card, KakaoPay/NaverPay, 가상계좌 via Toss Payments.…
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| 60129 |
batuta-mcp
Claim
MCP server that decomposes tasks into plans with disjoint file boundaries, vali…
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| 60130 |
FlowMCP
Claim
Cross-model AI memory persistence server that gives every AI tool you use acces…
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| 60131 |
code-tools-mcp
Claim
Enables file reading with pagination and regex-based code search across a codeb…
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| 60132 |
Polymarket MCP Server
Claim
A Model Context Protocol server that enables seamless integration with Polymark…
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| 60133 |
MCP server for macOS Mail.app — gives Claude native email access via AppleScript
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| 60134 |
mcp-gen
Claim
Turn your typed TypeScript functions into an MCP server — tool, resource, and p…
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| 60135 |
AI Gateway MCP Server
Claim
Provides unified access to multiple AI providers through Vercel AI Gateway, ena…
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| 60136 |
Image Analysis Server
Claim
Analyze images and videos by providing URLs or local file paths. Gain insights …
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| 60137 |
Generates custom React components following Shadcn UI standards with TypeScript…
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| 60138 |
An MCP server for autonomous quantum computing research that searches arXiv, in…
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| 60139 |
Zendesk MCP Server
Claim
Enables fetching and analyzing Zendesk support tickets and Help Center articles…
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| 60140 |
MatDrupal MCP
Claim
An intelligent Model Context Protocol server that enhances GitHub Copilot with …
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| 60141 |
This MCP server demonstrates end-to-end Auth0 authentication, validating JWT to…
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| 60142 |
RLM-MCP
Claim
Implements the Recursive Language Model pattern, enabling LLMs to process arbit…
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| 60143 |
Groq MCP Server
Claim
Enables lightning-fast inference using Groq models through MCP clients, support…
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| 60144 |
ks-local-mcp
Claim
Enables searching and viewing 1.89 million entries of the Seungjeongwon Ilgi an…
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| 60145 |
canvas_mcp
Claim
Enables reading and writing Canvas LMS course content using browser session coo…
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| 60146 |
rizomuv-mcp
Claim
Enables natural language control of RizomUV for UV unwrapping tasks, including …
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| 60147 |
repl-mcp
Claim
A persistent Python REPL MCP server for AI agents with stateful execution, real…
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| 60148 |
Jobber MCP Connector
Claim
Connects Claude to Jobber to manage clients, jobs, invoices, quotes, and schedu…
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| 60149 |
Memory Kernel
Claim
Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector …
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| 60150 |
WeatherAI.io MCP Server
Claim
WeatherAI.io gives Claude Desktop, Cursor, Windsurf, and any MCP-compatible AI …
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