MCP Server Quality Scores
Independent quality analysis of 69400 public MCP servers
Last updated 3 hours, 9 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 39351 |
xiaohongshu-mcp
Claim
Enables AI assistants to search, browse, and publish notes on Xiaohongshu (Litt…
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| 39352 |
QRzap MCP Server
Claim
Enables AI agents to generate QR codes for URLs, WiFi, contacts, and more with …
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| 39353 |
osa-mcp
Claim
Automatically discovers all scriptable macOS apps and generates MCP tools for t…
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| 39354 |
heddle
Claim
Temporal change-impact authority MCP server that tracks per-entity change histo…
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| 39355 |
umbriel
Claim
Playwright for the Windows desktop, from Bun — drive native GUIs via UI Automat…
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| 39356 |
KAZM 106.5 FM/780 AM: now playing, weather, fire alerts, road conditions & conc…
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| 39357 |
Mnemosyne
Claim
Mnemosyne is an MCP server that gives AI assistants deep visibility into Kubern…
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| 39358 |
pi-subagent
Claim
Enables MCP hosts to delegate coding tasks to Pi CLI as a programmable sub-agen…
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| 39359 |
Persistent codebase intelligence that gives AI assistants memory across sessions
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| 39360 |
mcp-devops-deploy
Claim
Enables automated deployments, environment management, snapshots, and deploymen…
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| 39361 |
GhidrAssistMCP
Claim
A native Model Context Protocol server for Ghidra. Includes GUI configuration a…
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| 39362 |
mlx-mcp-server
Claim
Bridges Claude Code and Claude Desktop to a locally-running LLM, optimized for …
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| 39363 |
agentic-commerce
Claim
A custom MCP server that turns Claude into an agentic shopping assistant for se…
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| 39364 |
vibefix
Claim
Bug bounty platform for vibe coders. Post bugs, find fixes, run diagnostics.
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| 39365 |
MCP-pptr
Claim
Provides browser automation and DevTools capabilities via Puppeteer, with Docke…
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| 39366 |
bun-uia
Claim
Playwright for the Windows desktop, from Bun — drive native GUIs via UI Automat…
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| 39367 |
MCP Server
Claim
A basic MCP server implementation using Node.js and TypeScript that bridges AI …
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| 39368 |
CI Monitor MCP Server
Claim
Monitors Jenkins CI builds in real-time, fetching build status and logs on fail…
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| 39369 |
cloud-security-scanner
Claim
Cloud security scanning tools for AI agents. 7 purpose-built AWS scanners that…
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| 39370 |
PayHere MCP Server
Claim
Enables interaction with the PayHere payment gateway via MCP, allowing payment …
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| 39371 |
Car repair cost estimates by make, model and repair type. 31 cost guides, VIN d…
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| 39372 |
Green Gooding
Claim
Read-only catalog for Green Gooding — NYC peer-to-peer rental marketplace.
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| 39373 |
bigquery-mcp
Claim
Enables AI assistants to query and analyze Google BigQuery data, including sche…
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| 39374 |
nws-mcp-server
Claim
MCP server that integrates the National Weather Service API to fetch weather al…
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| 39375 |
MacroMCP
Claim
Remote MCP server for natural-language calorie/macro and weight tracking, desig…
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| 39376 |
Enables control of external Home Assistant devices via an MCP control layer and…
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| 39377 |
Constructoo MCP Server
Claim
Mock MCP server for validating Constructoo Copilot data access, exposing read-o…
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| 39378 |
Local-first MCP memory server: SQLite, FTS5 and vector search, AES-256-GCM. 43 …
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| 39379 |
AppRanks MCP Server
Claim
Provides live App Store rankings, charts, app details, reviews, and search acro…
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| 39380 |
railinfo-mcp
Claim
Enables real-time Indian Railways information retrieval, including live train r…
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| 39381 |
dispense-record-mcp
Claim
GOC-compliant optical dispense record validation. Captures prescription, lens c…
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| 39382 |
a-mem-mcp-server
Claim
A memory MCP server with a dual-storage system using ChromaDB and NetworkX DiGr…
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| 39383 |
MCP Dev Standards
Claim
A Model Context Protocol server that provides development standards and best pr…
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| 39384 |
SME Copilot MCP Server
Claim
Generates business action reports for SMEs by retrieving company profiles throu…
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| 39385 |
GMA2 MCP
Claim
An MCP server that lets AI assistants control grandMA2 lighting consoles via Te…
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| 39386 |
Local LLM MCP Tool
Claim
A local MCP server that runs Llama models entirely on your machine. No API keys…
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| 39387 |
playwright-slim
Claim
Token-optimized Playwright MCP server that reduces context window usage by 73.8…
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| 39388 |
GeoLabel
Claim
Turn GPS coordinates into place name, category, and live opening hours via Open…
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| 39389 |
Datashift MCP Server
Claim
Enables AI agents to submit tasks for human or AI review and receive decisions …
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| 39390 |
fitwiki-mcp
Claim
Scrapes course materials, exam variants, and notes from Fit-Wiki, converting th…
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| 39391 |
HubSpot CRM API Server
Claim
Provide standardized access and management of HubSpot CRM data through a compre…
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| 39392 |
DiscreteRate
Claim
Run DRS demos (Fast-Slow Drain, Hamburger Duo, Valdez Tanker) and explore the p…
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| 39393 |
Avalara Returns
Claim
Provides access to Avalara Global Returns API for tax returns, filing calendars…
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| 39394 |
NewsAPI MCP Server
Claim
Enables searching news, fetching top headlines, listing sources, and generating…
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| 39395 |
google-health-mcp
Claim
Privacy-first unofficial Google Health API v4 MCP server for health, sleep, act…
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| 39396 |
ClickHouse MCP Agent
Claim
Enables querying ClickHouse databases using natural language with AI models, su…
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| 39397 |
kept
Claim
Search, archive, and recall your AI conversations. ChatGPT, Claude, Gemini, Gro…
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| 39398 |
ukr-vitalinguist-mcp
Claim
Provides Ukrainian language grammar checking, surzhyk detection, authentic phra…
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| 39399 |
Enables AI assistants to build Microsoft 365 Copilot agents by executing ATK CL…
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| 39400 |
MCP Memory Server
Claim
Cross-session persistent memory system using Markdown files and SQLite FTS5 ful…
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