MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 2 weeks, 2 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 26951 |
mcp-manager
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Simple Web UI to install and manage MCP servers for Claude Desktop App.
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| 26952 |
mcpv1
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| 26953 |
pūrmemo
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AI conversation memory that works everywhere. Save and recall conversations acr…
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| 26954 |
Gibs
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Regulatory compliance API for AI agents. Classify AI systems by risk level and …
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| 26955 |
voice-sphere
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| 26956 |
Enables automated LinkedIn lead generation and outreach through profile search,…
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| 26957 |
git-summary
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Git repo intelligence: summaries, blame, changelogs, branch health, and history…
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| 26958 |
Open Brain
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Personal knowledge graph with 16 MCP tools. Auto-links, deduplicates, tracks th…
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| 26959 |
Runn MCP Server
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Connects AI assistants to the Runn.io resource planning platform to manage proj…
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| 26960 |
AnyDocs MCP Server
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Transforms any website's documentation into an MCP-compatible interactive knowl…
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| 26961 |
coupang-mcp
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Claude/Cursor에서 쿠팡 검색. 최저가 비교, 로켓배송 표시, 중고상품도 검색됨. API 키 불필요.
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| 26962 |
pentest-ai
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The most autonomous pentesting AI on the market. MCP server + Python agents wit…
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| 26963 |
forge
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Turn a one-line idea into a branch with tested, reviewed, committed code. The b…
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| 26964 |
reprompt
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Score, rewrite, and optimize your AI prompts — research-backed analysis, rule-b…
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| 26965 |
Enables deployment of MCP servers on Cloudflare Workers without authentication …
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| 26966 |
seizedata-mcp
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| 26967 |
apra-fleet
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Coordinate Claude Code agents across every machine in your network — from a sin…
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| 26968 |
llm-app-exploration
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A pattern for LLM agents to explore and control any app — mobile or desktop. Ac…
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| 26969 |
APIFold
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Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Str…
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| 26970 |
Recur
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Subscription payment platform for Taiwan — manage products, customers, and bill…
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| 26971 |
dotbot
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Structured, auditable AI-assisted development for teams. Zero-dependency MCP se…
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| 26972 |
test-mcp-smit
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| 26973 |
agent-payment-mcp
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Secure USDC payments for AI agents on Base blockchain with budget controls and …
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| 26974 |
ok
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| 26975 |
matlab-mcp-server
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Matlab MCP Server in python
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| 26976 |
The GIS Data Conversion MCP allows reverse geocoding, WKT/GeoJSON conversion, T…
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| 26977 |
An MCP server that integrates with Microsoft Copilot Studio to deliver humor co…
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| 26978 |
Enable AI agents to interact with Reddit by reading posts, creating content, an…
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| 26979 |
An MCP server for browser automation using Playwright
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| 26980 |
samyama-graph
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Graph-vector database that queried 1 billion edges for $2.50. Rust, OpenCypher,…
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| 26981 |
indxr
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A fast codebase indexer and knowledge wiki for AI agents.
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| 26982 |
SiteScore MCP Server
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Provides comprehensive website auditing for SEO, performance, accessibility, an…
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| 26983 |
agent-discover
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MCP server registry and marketplace - discover, install, activate tools on dema…
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| 26984 |
sss
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| 26985 |
Provides Claude Desktop with persistent memory across sessions, storing up to 1…
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| 26986 |
ThinkWatch
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Enterprise AI bastion host for secure AI API and MCP access, with unified proxy…
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| 26987 |
director
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MCP Playbooks for AI agents
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| 26988 |
Playwright MCP
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Enables browser automation through Playwright using accessibility tree snapshot…
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| 26989 |
Ingest and analyze Terraform modules from multiple repositories for AI RAG syst…
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| 26990 |
MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka…
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| 26991 |
mcp-novus-aevum
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| 26992 |
Vibe-Coder MCP Server
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Implements a structured development workflow for LLM-based coding with feature …
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| 26993 |
afrikure-mcp
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| 26994 |
mcp-sse-test-4
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| 26995 |
ai-trading-bot-01
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| 26996 |
Kubernetes MCP Server
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powerful Kubernetes MCP server with additional support for OpenShift. Besides p…
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| 26997 |
openfinance
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Connect your financial accounts to view balances, search transactions, and get …
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| 26998 |
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| 26999 |
Enables creation, reading, and manipulation of Excel workbooks without Microsof…
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| 27000 |
Provides real-time stock quotes, technical analysis, and intelligent trading re…
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