MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 1 hour, 33 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 42201 |
gfhf
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| 42202 |
tilda-mcp-cdp
Claim
MCP server for Tilda with mass editing capabilities, combining read-only offici…
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| 42203 |
Tsumugi
Claim
An MCP-based memory layer for autonomous agents that provides observation, memo…
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| 42204 |
playwright-mcp
Claim
An MCP server that gives Claude direct control of a real browser via Playwright…
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| 42205 |
keymem
Claim
Associative key-graph memory for LLM agents — recall by association, not vector…
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| 42206 |
PyMemSim-MCP
Claim
Exposes membrane simulation capabilities through an MCP server, enabling gas ho…
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| 42207 |
notes-mcp-server-l16
Claim
A Model Context Protocol (MCP) server that gives Claude a persistent personal n…
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| 42208 |
ausdata-mcp
Claim
28 tools over 9 AU gov data sources (ABS, RBA, ATO, APRA, AIHW, ASIC, AEMO, BOM…
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| 42209 |
Ultimath
Claim
Stop hallucinating numbers. An MCP server that runs every math expression throu…
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| 42210 |
MCP Products Server
Claim
Enables product management (add, fetch) through natural language using Claude D…
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| 42211 |
travel-agent-mcp
Claim
Free travel utilities plus live x402 travel intelligence: $0.01 Travel Pulse di…
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| 42212 |
ragalgo-mcp
Claim
Deliver scored market context for Korean stocks and crypto to drive confident d…
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| 42213 |
FastMCP MCP Server
Claim
A Model Context Protocol (MCP) server built with FastMCP that provides tools fo…
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| 42214 |
axint
Claim
Open-source TypeScript/Python → Swift compiler for Apple platforms. AI agents w…
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| 42215 |
Cabrini
Claim
Intelligence exchange for AI agents.
Contribute reasoning. Earn data. No keys r…
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| 42216 |
vibemap-mcp
Claim
Load & create VibeMap product specs from your coding agent; sync build progress.
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| 42217 |
MCP Python Interpreter
Claim
Enables LLMs to interact with Python environments, execute code, manage files, …
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| 42218 |
netlab-mcp
Claim
Wraps ipspace/netlab as an engine to give LLMs access to validated, lab-tested …
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| 42219 |
Trust and reputation system for AI agents, enabling tracking, verifying, and bu…
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| 42220 |
Strapi MCP Suite
Claim
MCP server that exposes Strapi v5 content management, visual layout configurati…
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| 42221 |
自媒体文案助手 MCP Server
Claim
提供热点获取、图片分析和成品文案生成等MCP工具,帮助AI Agent直接生成小红书、抖音等平台的可复制粘贴文案。
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| 42222 |
ngsrv-mcp
Claim
MCP server for ngsrv tunnels that exposes local HTTP ports on public HTTPS URLs…
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| 42223 |
IRONCLAW BTC Node
Claim
Real BTC full node: fees, mempool, txs, portfolio, trace, whales, SEC, scraping…
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| 42224 |
YouTube Scraping Server
Claim
Provide advanced YouTube data extraction and analysis capabilities including mu…
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| 42225 |
gmail-mcp5
Claim
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| 42226 |
Provides access to Canadian federal parliamentary data (debates, bills, MPs, vo…
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| 42227 |
CutterMCP-plus
Claim
Enables LLMs to automate reverse engineering tasks using Cutter, including func…
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| 42228 |
brkt-gdrive-mcp
Claim
MCP server for semantic search over Google Drive documents, enabling AI tools t…
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| 42229 |
local-rag
Claim
Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder re…
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| 42230 |
nomos-slack-mcp
Claim
An MCP server that enables AI agents to read and write Slack messages as the us…
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| 42231 |
EasyWeek
Claim
EasyWeek is an all-in-one booking and business management platform for salons, …
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| 42232 |
Mi-Mi-Mi MCP
Claim
Adds emotional reactions (emojis, text, sounds) to code generation in opencode,…
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| 42233 |
@sendbyte/mcp
Claim
Enables AI agents to send emails and manage sending domains, templates, analyti…
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| 42234 |
Unterm
Claim
The terminal AI agents can drive: a cross-platform desktop terminal (macOS/Linu…
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| 42235 |
Provides Indonesian stock (IDX) analysis tools for Claude Code, enabling real-t…
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| 42236 |
Debug microcontrollers directly from Claude. This is an MCP server that drives …
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| 42237 |
Enhanced Cognee
Claim
Enterprise-grade AI memory infrastructure with multi-agent support, providing 1…
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| 42238 |
filesystem-mcp-server
Claim
Enables file system operations (read, write, list, search, watch, batch process…
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| 42239 |
An MCP server that enables the creation of Canvas Common Cartridge (.imscc) pac…
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| 42240 |
nyt-mcp
Claim
MCP server for New York Times APIs, enabling search, top stories, popular artic…
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| 42241 |
opencode-cli-mcp
Claim
Wraps opencode CLI's HTTP API into MCP tools for agent run, session management,…
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| 42242 |
office-mcp
Claim
MCP server for reading, writing, editing, formatting, and exporting Microsoft O…
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| 42243 |
Patina Unity MCP
Claim
Control the Unity Editor from any MCP host. One package install, one click, and…
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| 42244 |
Enables AI assistants to access Washington State Legislature data for bill trac…
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| 42245 |
Terrain
Claim
Terrain indexes entire codebases into a queryable knowledge graph, providing AI…
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| 42246 |
Handled Personalizer MCP
Claim
Generates AI-written personalized cold email opening lines from a prospect's we…
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| 42247 |
CHAI pentest tool
Claim
Cyber Host Artificial Intelligence (C.H.A.I)
An autonomous penetration testing…
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| 42248 |
@chainpayto/mcp-server
Claim
Enables AI agents to directly operate ChainPay cryptocurrency payment system, i…
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| 42249 |
A Model Context Protocol server that provides semantic search and intelligent a…
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| 42250 |
Google MCP Server
Claim
Integrates with Google Docs and Gmail to enable document editing and email draf…
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