MCP Server Quality Scores
Independent quality analysis of 48680 public MCP servers
Last updated 1 hour, 50 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 48451 |
ssh-agent-mcp
Claim
Enables AI assistants to manage SSH connections, execute commands, and transfer…
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| 48452 |
TypeScript MCP server for Obsidian with core vault operations, graph analytics,…
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| 48453 |
banco-de-ideas-mcp
Claim
Read, publish and explore creative bisociations between concepts on unbancodeid…
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| 48454 |
mcp-unifi
Claim
An MCP server for self-hosted UniFi gateway management, providing tools for dev…
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| 48455 |
invgate-service-desk-mcp
Claim
MCP server for InvGate Service Desk: 96 tools across 11 domains (incidents, use…
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| 48456 |
etfedge-mcp
Claim
Read-only MCP server for Taiwan active ETF research database, providing tools t…
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| 48457 |
Cloud Access Security Broker. Identify security misconfigurations across SaaS a…
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| 48458 |
kafka-mcp
Claim
Exposes Kafka administration operations as MCP tools, enabling AI agents to ins…
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| 48459 |
Planfix MCP Server
Claim
Enables integration with Planfix CRM and task management system, allowing lead …
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| 48460 |
Telegram MCP Server
Claim
A Telegram integration for Claude, Cursor, and other MCP-compatible clients. It…
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| 48461 |
internet-context-mcp
Claim
A read-only MCP server that gives AI agents the web as compact, ranked, verifie…
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| 48462 |
autodemo
Claim
MCP server that turns any running web app into demo videos, interactive walkthr…
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| 48463 |
MCP server for GDPR compliance checks. Analyze data processing activities, asse…
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| 48464 |
mcp-spec-compliance-mcp
Claim
MCP Spec Compliance MCP — audits any MCP server.json against the official Model…
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| 48465 |
tianqi
Claim
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| 48466 |
mcp-server-bigquery
Claim
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| 48467 |
Birdeye MCP Server
Claim
Provides blockchain data context from Birdeye APIs for AI models via Model Cont…
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| 48468 |
excel
Claim
IA for excel
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| 48469 |
Miklat MCP
Claim
An MCP server that helps AI agents find public shelters in Israel. Currently su…
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| 48470 |
Confluence MCP Server
Claim
MCP server for Atlassian Confluence integration with Claude Code, enabling sear…
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| 48471 |
Enables AI assistants to query Google Analytics accounts, properties, and run r…
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| 48472 |
Metabase MCP Server
Claim
Enables AI assistants to interact with Metabase's analytics platform, managing …
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| 48473 |
Sandy
Claim
Provides a sandboxed environment for AI coding agents to execute TypeScript AWS…
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| 48474 |
sportsdata-mcp
Claim
An MCP server that exposes sports-data APIs from multiple providers (AFL, Sport…
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| 48475 |
neighbors
Claim
Enables multiple Claude Code sessions to communicate and coordinate through bro…
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| 48476 |
AI-DBA
Claim
Universal database copilot for diagnostics, operations, and performance analysi…
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| 48477 |
FastMCP Example
Claim
A minimal Python MCP server with tool endpoints and Playwright Page Object Mode…
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| 48478 |
mcp-code-mode
Claim
Enables safe execution of Python code with AI assistance and integration with M…
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| 48479 |
loenn-mcp
Claim
An MCP server that enables AI agents to read, edit, analyze, procedurally gener…
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| 48480 |
git-slim
Claim
A token-optimized Git MCP server that reduces context window tokens by 59% whil…
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| 48481 |
LiveTap
Claim
LiveTap connects live data streams (MQTT, WebSocket, file tailing) to AI coding…
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| 48482 |
mcp-opencorporates
Claim
Search companies, officers, and filing history across 140+ jurisdictions worldw…
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| 48483 |
GEP MCP Server
Claim
Exposes GEP (Genome Evolution Protocol) evolution capabilities to MCP-compatibl…
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| 48484 |
mcp-canon
Claim
Universal MCP knowledge server for LLM agents, powered by local RAG, providing …
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| 48485 |
Notion DB MCP Helper
Claim
Provides tools for querying and updating Notion database rows by exact property…
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| 48486 |
Provides search and retrieval of Hacker Public Radio episodes, transcripts, hos…
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| 48487 |
Arkana
Claim
An MCP server that provides 294 malware analysis tools behind an AI-driven inte…
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| 48488 |
checko-mcp
Claim
Enables AI assistants to search and retrieve data about Russian companies, entr…
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| 48489 |
smithery-mcp-server-3
Claim
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| 48490 |
Sandbox Agent
Claim
Enables code execution in isolated Docker containers with persistent IPython, N…
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| 48491 |
Response MCP Server
Claim
Enables agentic SecOps by executing Microsoft Defender XDR response actions (de…
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| 48492 |
patent20251012
Claim
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| 48493 |
Frostbyte MCP
Claim
A unified MCP server providing AI agents with 40+ developer APIs including geol…
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| 48494 |
debug-thinking
Claim
Structures debugging processes into a persistent knowledge graph, enabling prob…
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| 48495 |
OpenShowreel
Claim
An MCP server for Adobe After Effects that enables AI assistants to create prem…
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| 48496 |
ask-panda
Claim
MCP server for querying PanDA documentation, analyzing job errors, and retrievi…
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| 48497 |
mcp-browser-server
Claim
A MCP server that gives AI assistants full browser control, enabling navigation…
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| 48498 |
Git Memory MCP Server
Claim
Enables Git repository operations and real-time monitoring via MCP tools, with …
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| 48499 |
Overseer MCP Server
Claim
Provides structured project management through phase-based workflows, enabling …
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| 48500 |
n4u
Claim
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