MCP Server Quality Scores
Independent quality analysis of 66549 public MCP servers
Last updated 2 hours, 8 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38601 |
animation-mcp
Claim
Enables AI coding assistants to create and refine Roblox combat animations thro…
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| 38602 |
infomaniak-admin-mcp
Claim
Enables agentic administration of Infomaniak accounts via Claude, offering 169 …
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| 38603 |
TypeScript MCP Server
Claim
A simple Model Context Protocol server implemented in TypeScript that enables c…
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| 38604 |
Domain memory
Claim
A local MCP server that accumulates the business-domain knowledge of a software…
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| 38605 |
Integrate the Trasty API with your agents to access monthly usage data seamless…
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| 38606 |
BigTime MCP Server
Claim
Provides Claude with access to BigTime's time tracking and project management A…
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| 38607 |
vap-showcase
Claim
AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, bu…
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| 38608 |
infographic-mcp
Claim
Renders infographics from DSL syntax into PNG images using AntV Infographic. Su…
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| 38609 |
chatsave
Claim
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| 38610 |
Verifies AI agent wallets, domains and manifests before any transaction. Return…
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| 38611 |
A Cloudflare Workers-based remote MCP server without authentication, enabling c…
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| 38612 |
1C MCP Server
Claim
Acts as a bridge between AI agents (Claude, Cursor) and 1C:Enterprise databases…
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| 38613 |
WeatherSafetyOS MCP
Claim
Provides personalized weather safety alerts and actions based on location, occu…
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| 38614 |
Sweden payments for AI agents — Klarna via Stripe. Never holds funds.
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| 38615 |
mcp-bridge
Claim
Enables LLMs to use llama.cpp models via MCP protocol by bridging MCP requests …
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| 38616 |
google-slides-mcp
Claim
Enables low-level interaction with Google Slides API, including template reuse,…
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| 38617 |
Manage LemonLDAP::NG SSO instances: configuration, sessions, OIDC, SAML, 2FA.
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| 38618 |
paybond-mcp-coding-agent
Claim
MCP coding agent with read-only tools and one paid tool for Paybond sandbox int…
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| 38619 |
Databricks MCP Server
Claim
Enables AI assistants like Claude to interact with Databricks workspaces throug…
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| 38620 |
EventTrader
Claim
Prediction markets with on-chain settlement — trade, score AI nativeness, clone…
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| 38621 |
Enables CRUD operations on notes stored in PostgreSQL, with tools to list, crea…
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| 38622 |
Provides LLM access to Exasol database via MCP tools, including metadata readin…
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| 38623 |
LiDAR Harness MCP
Claim
An incremental validation engine that acts as a pluggable MCP middleware for co…
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| 38624 |
flow2
Claim
Design mobile-first presentations — create, edit, preview, and publish from you…
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| 38625 |
serial-mcp
Claim
MCP server for serial port communication. Provides tools to open, read, write, …
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| 38626 |
mempalace memory
Claim
https://mempalace-mcp.vercel.app/ — Register or sign in here first to create yo…
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| 38627 |
MEOK Stripe ACP Checkout MCP — ChatGPT shopping bridge. Issues + verifies + sig…
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| 38628 |
Local Brain MCP
Claim
A local MCP server for AI assistants to store and retrieve personal memories on…
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| 38629 |
Provides KOSPI/KOSDAQ stock data including ticker lookup, OHLCV, market capital…
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| 38630 |
time-tracker-ai-mcp
Claim
Time Tracker Ai tools for AI agents. Capabilities: start timer, stop timer, get…
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| 38631 |
sprkly
Claim
Schedule, publish and track social posts across TikTok, Instagram, Threads and …
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| 38632 |
LLMDoc
Claim
MCP server for semantic search across llms.txt documentation sources, with hybr…
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| 38633 |
MCP Manager
Claim
Self-hosted MCP proxy and aggregation platform. Register multiple upstream MCP …
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| 38634 |
iai-mcp
Claim
Local memory daemon with three-tier storage (episodic/semantic/procedural), vec…
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| 38635 |
api-to-mcp-gateway
Claim
Automatically converts OpenAPI/Swagger documents into MCP servers, enabling AI …
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| 38636 |
gatetest
Claim
120-module QA gate. Give Claude eyes (screenshots), ears (Sentry errors), and h…
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| 38637 |
VisioMCP
Claim
Connects Claude to Microsoft Visio to generate enterprise architecture diagrams…
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| 38638 |
Cofound
Claim
MCP-native co-founder directory your AI agent searches, screening inbound pitch…
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| 38639 |
MCP-pptr
Claim
Provides browser automation and DevTools capabilities via Puppeteer, with Docke…
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| 38640 |
weather-intel-mcp
Claim
US weather, alerts, earthquakes and elevation for AI agents, from NWS/NOAA and …
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| 38641 |
mcp-server-matrix
Claim
Enables AI assistants to interact with Matrix, the open decentralized communica…
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| 38642 |
MCP Expertise Toolkit
Claim
A template for building MCP servers that codify domain expertise into AI-access…
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| 38643 |
mcp-server
Claim
Crypto yield data for AI agents: lending, savings, staking, borrowing & stablec…
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| 38644 |
code-vector-sync
Claim
Enables semantic code search over a local codebase using Qdrant vector embeddin…
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| 38645 |
Syndicate Links MCP
Claim
Attribution and commission infrastructure for AI agents. Track conversions, ver…
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| 38646 |
social-dive
Claim
An MCP server that provides AI agents with access to over 20 knowledge sources …
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| 38647 |
Tap
Claim
Turn interface operations into deterministic programs. AI forges taps once, the…
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| 38648 |
MCP server for Panoramic Ireland tours. Discover, check availability, and creat…
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| 38649 |
An MCP server that generates conversion-optimized e-commerce product descriptio…
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| 38650 |
Search Ads 360 — reporting via query language, insights, and offline conversion…
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