MCP Server Quality Scores
Independent quality analysis of 69400 public MCP servers
Last updated 2 hours, 20 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38851 |
GoldenMatch
Claim
Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 o…
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| 38852 |
CoReason Tripartite Architecture Governance Plane. Stateless zero-trust federat…
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| 38853 |
Yandex Metrica MCP
Claim
MCP server for Yandex Metrica analytics: query web analytics metrics, goals, co…
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| 38854 |
mcp-ready-mix
Claim
An MCP server that solves permission fatigue by letting you pre-approve command…
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| 38855 |
tax-calculator-ai-mcp
Claim
AI-powered tax calculator ai MCP server for agents. Supports calculate income t…
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| 38856 |
joongna-mcp
Claim
MCP server to search and view details of Joongna (Korean second-hand marketplac…
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| 38857 |
moex-mcp
Claim
Provides access to Moscow Exchange data including quotes, trade history, candle…
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| 38858 |
Jobs Base
Claim
Builder roles like founding engineers, solo builders, and "0 to 1" positions ar…
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| 38859 |
weather-mcp-server
Claim
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| 38860 |
Scaffold MCP Server
Claim
Enables generating frontend project scaffolding for multiple frameworks (React,…
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| 38861 |
postgress
Claim
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| 38862 |
Enables customer support interactions including answering FAQs, checking order …
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| 38863 |
whenwecan
Claim
Enables scheduling polls for group chats to find common available times, with t…
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| 38864 |
Firmware MCP Server
Claim
A local stdio MCP server for embedded firmware automation that exposes tools to…
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| 38865 |
macos-mail-mcp
Claim
An MCP server for Apple Mail that enables Claude to read, search, manage, and c…
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| 38866 |
Pro Tools MCP Server
Claim
Enables AI assistants to control Pro Tools via the PTSL gRPC API, providing ses…
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| 38867 |
test-1
Claim
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| 38868 |
juejin-release-mcp
Claim
Enables AI assistants to manage Juejin articles directly via natural language, …
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| 38869 |
amiready-ai-2
Claim
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| 38870 |
MCPSentry
Claim
The MCP bridge that audits your routes before exposing them to LLMs and blocks …
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| 38871 |
Third-party sandbox verdict on any artifact in one call, no account. Also an ag…
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| 38872 |
thaita
Claim
Analyze covered calls to pinpoint optimal strikes and expiration dates. Visuali…
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| 38873 |
token-optimizer
Claim
Reduce LLM API costs via semantic caching, prompt compression, model routing an…
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| 38874 |
document-manager-mcp
Claim
MCP server for managing product documentation as markdown files. Supports creat…
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| 38875 |
ct-mcp
Claim
Nine deterministic MCP tools that make LLM answers prove themselves before you …
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| 38876 |
codexrunledger-mcp
Claim
Codex run receipts your reviewer can trust.
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| 38877 |
music-assistant-mcp-plus
Claim
A comprehensive MCP server that enables AI assistants to control music playback…
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| 38878 |
Companion MCP
Claim
An MCP server for Bitfocus Companion that enables AI assistants to program and …
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| 38879 |
kiro-total-recall
Claim
Enables semantic search across all Kiro conversations (CLI and IDE), allowing t…
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| 38880 |
VulX Watch
Claim
Independent security review for AI-built apps. Watch a GitHub repo. Never a pat…
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| 38881 |
Linear MCP Server
Claim
Enables Claude to interact with Linear tasks and issues via MCP tools for retri…
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| 38882 |
Crawl4AI RAG MCP Server
Claim
An MCP server that integrates Crawl4AI with Supabase to enable AI agents to cra…
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| 38883 |
jules-orchestrator1
Claim
Say hello to anyone by name with a friendly tone. Explore the origin story behi…
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| 38884 |
Noemic
Claim
Someone to talk to, for your user: coaches, mentors, accountability partners. F…
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| 38885 |
qualitycoach
Claim
Quality Coach MCP server that provides tactical advice on improving code reposi…
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| 38886 |
Paytm MCP Server
Claim
Enables AI agents and developers to securely access Paytm's Payments and Busine…
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| 38887 |
forge-swap
Claim
FORGE Swap — cross-chain swaps via THORChain. Quote and execute BTC, ETH, RUNE,…
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| 38888 |
paean-pay-mcp
Claim
Enables AI agents to send and receive USDC stablecoin payments on Base and Sola…
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| 38889 |
Script Runner MCP Server
Claim
Enables execution, listing, reading, and help retrieval of local Bash, PowerShe…
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| 38890 |
mcp-weather
Claim
Enables to interact with comprehensive weather data through the MCP protocol, i…
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| 38891 |
xcode-pilot-mcp
Claim
A comprehensive MCP server for iOS/macOS development that gives AI assistants f…
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| 38892 |
RetellAI MCP Server
Claim
Enables AI assistants to manage RetellAI voice services including calls, agents…
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| 38893 |
RappiMCP
Claim
Enables Claude to browse stores, search products, manage the cart, and open che…
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| 38894 |
ACHIVX Forum
Claim
Agent-native discussion forum for the x402 / A2A ecosystem. A hosted MCP server…
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| 38895 |
MCP Smart Searcher
Claim
A smart MCP server for multi-engine web search with AI-powered results, support…
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| 38896 |
debmatic-mcp
Claim
Control a HomeMatic / debmatic CCU (eq-3 home automation) over its JSON-RPC and…
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| 38897 |
stripe-reporting-mcp
Claim
Read-only Stripe finance, ops, and risk reporting exposed via MCP, HTTP API, an…
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| 38898 |
Fetch, validate, and permission-check Agent Manifest Protocol (AMP) manifests f…
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| 38899 |
shopee-mcp
Claim
MCP server for searching Shopee products in Singapore or Indonesia and generati…
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| 38900 |
Filesystem MCP Server
Claim
Provides file system access and operations, enabling AI assistants to read, wri…
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