MCP Server Quality Scores
Independent quality analysis of 46593 public MCP servers
Last updated 1 hour, 18 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46451 |
invovate-mcp-server
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AI-agent invoice generator: PDF, JSON & UBL in 11 languages via the Invovate AP…
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| 46452 |
tentra
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| 46453 |
casuallayer-mcp
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Deterministic AI liability attribution engine. Scores fault across AI supply-ch…
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| 46454 |
zvec-mcp
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Enables AI agents to store, search, and manage a local vector database for RAG …
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| 46455 |
seo-data-api-mcp-server
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Enables to access SE Ranking SEO data through natural language queries, providi…
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| 46456 |
RT-Prompt
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Provide specialized prompt engineering suggestions to enhance LLM-generated con…
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| 46457 |
content-distribution
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Publish content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, Linke…
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| 46458 |
spresh-mcp
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Search Facebook ads, decode competitor creative strategy, and track brand ad hi…
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| 46459 |
Telbase
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Deploy any web project with one command. AI-native platform with self-healing f…
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| 46460 |
trvl
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AI travel agent for flights, hotels, rental cars, ground transport, price alert…
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| 46461 |
Boxtalk Data MCP Server
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Provides tools for interacting with SQL Server databases, enabling users to ret…
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| 46462 |
veocreditwaste-mcp
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Paid remote MCP for Veo 4 credit waste gate MCP, structured receipts, audit log…
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| 46463 |
our
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| 46464 |
Art Blocks MCP Server
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The Art Blocks MCP Server supercharges your AI agents to become instant power u…
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| 46465 |
drifts
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Multi-sensory AI experiences with time-locked progression and structured sensor…
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| 46466 |
Neo — AI/ML Engineering
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AI/ML engineering MCP server for Neo — submit tasks, track execution, and retri…
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| 46467 |
prompt-optimizer-2-0-0
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| 46468 |
FavCRM
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Agentic CRM for service businesses — bookings, customers, WhatsApp, loyalty, in…
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| 46469 |
notify-hub
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Unified notification MCP server with 36 tools to send messages across 23 channe…
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| 46470 |
Heista
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Decode video ads, load brand intelligence, generate ad scripts.
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| 46471 |
Google Tasks MCP Server
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A Model Context Protocol server that enables AI assistants to manage Google Tas…
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| 46472 |
arxiv-retrive
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| 46473 |
mcp
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| 46474 |
google-researcher
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MCP server providing Google Search, web scraping, and multi-source research too…
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| 46475 |
ssh-client-mcp-server
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MCP server for executing shell commands on remote hosts via SSH.
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| 46476 |
MCPpedia
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Search, evaluate, and compare 17,000+ MCP servers from the [MCPpedia](https://m…
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| 46477 |
Octolens
Claim
Stop context-switching between work and social platforms. Monitor brand mention…
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| 46478 |
Fintalio LinkedIn MCP
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LinkedIn outreach MCP server — 19 tools for AI agents to prospect, sequence, an…
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| 46479 |
An MCP server that integrates with Microsoft Copilot Studio to deliver humor co…
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| 46480 |
magic-mcp
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| 46481 |
Standalone MCP filesystem tools server — view, edit, shell, ast-grep, workdir.
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| 46482 |
Fusion360MCP
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Enables AI-powered CAD automation in Autodesk Fusion 360 through natural langua…
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| 46483 |
CC Explorer MCP Server
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Enables AI assistants to query the Canton Network blockchain explorer through t…
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| 46484 |
looking-glass-mcp
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AI-native browser for agents. 71 tools with self-healing, semantic extraction, …
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| 46485 |
ProofFlow
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Audit infrastructure for AI coding agents with evidence-backed review and polic…
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| 46486 |
A Model Context Protocol server that provides access to messages from an extern…
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| 46487 |
Agent Incident Relay MCP — Article 73 5-clock broadcaster. One incident → simul…
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| 46488 |
valoria-intelligence
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Find where the money is in AI services. See what's earning and find market gaps.
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| 46489 |
BidSparq
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55 tools for federal/state/local RFPs, awards, vendors, contact graph, contract…
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| 46490 |
A Forgejo MCP Server
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| 46491 |
vigil-fraud-alert
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Proximity-based card fraud detection with AI risk scoring.
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| 46492 |
x402 Triage MCP
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MCP server for no-payment x402 surface triage, 402 Index health checks, and pai…
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| 46493 |
dhawk-creative-writer
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Mercury Creative WriterTransform your creative writing with intelligent archety…
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| 46494 |
OpenClaw Consensus
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9-LLM consensus + disagreement scoring + cheapest-route picks to fight hallucin…
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| 46495 |
Word Memory Tool
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Manage and review vocabulary efficiently using spaced repetition and AI-powered…
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| 46496 |
schemadriftgate-mcp
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Paid remote MCP for schema drift checks, approvals, receipts, and release audit…
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| 46497 |
Bawbel Scanner
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Security scanner for MCP servers and skill files. Detects AVE vulnerabilities b…
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| 46498 |
viral-clips-crew
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| 46499 |
modelforge
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Bulge-tier financial model factory — live formulas, source-traced cells, 14 tem…
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| 46500 |
mcp-graphify-autotrigger
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Provides efficient knowledge-graph queries and unrestricted shell delegation fo…
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