MCP Server Quality Scores
Independent quality analysis of 67291 public MCP servers
Last updated 3 hours, 35 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 63651 |
authentik-aws-mcp
Claim
Manage authentik users and groups via API, including creation, group membership…
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| 63652 |
fallmotion-mcp
Claim
MCP server for foldkit, exposing 7-prime spine, κ-bands, and 6 fold operations …
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| 63653 |
mem0-mcp
Claim
A thin stdio MCP bridge to a self-hosted mem0 OSS server for agent memory, enab…
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| 63654 |
news-mcp-server
Claim
A FastAPI MCP server that provides access to NewsAPI.org for fetching top headl…
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| 63655 |
Pelaris
Claim
AI fitness coaching through any MCP-compatible AI assistant. 21 tools for perso…
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| 63656 |
DealHub MCP server for admins. Manage versions and users with 7 tools via Claud…
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| 63657 |
GSAP MCP Server
Claim
Generate GSAP animation code through natural language descriptions and integrat…
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| 63658 |
Provides contextual database schema information for large Oracle databases, ena…
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| 63659 |
android-mcp-server
Claim
A powerful MCP server that provides comprehensive Android device automation cap…
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| 63660 |
Sage MCP Server
Claim
A Model Context Protocol (MCP) server for interacting with the Sage Grande Test…
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| 63661 |
JSON2TOON MCP Server
Claim
Advanced Token-Optimized Object Notation MCP server that compresses JSON with u…
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| 63662 |
Reverse-engineers design videos and images into structured frontend implementat…
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| 63663 |
SAE4U Memory
Claim
Provides persistent memory for Claude with hierarchical categorization, cross-c…
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| 63664 |
Unified MCP server for Argentine legal sources, enabling access to 11 databases…
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| 63665 |
Travel MCP Server
Claim
Enables travel package management, booking, and itinerary planning through MCP-…
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| 63666 |
Indexes Unity project assets into a SQLite reference graph and provides an MCP …
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| 63667 |
mcp-perplexity
Claim
Provides a Python-based interface to the Perplexity API for querying responses,…
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| 63668 |
first-mcp-project
Claim
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| 63669 |
Taobao MCP Server
Claim
Model Context Protocol (MCP) server for scraping Taobao and Tmall product infor…
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| 63670 |
ARIS4U MCP Server
Claim
An MCP server providing per-client memory, governance, and five tools (ingest, …
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| 63671 |
mcp-arcgis-indianriver
Claim
Enables searching and querying Indian River County, Florida open geospatial dat…
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| 63672 |
classmcp
Claim
Multi-framework MCP server that enables AI to generate clean, semantic CSS clas…
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| 63673 |
F1 MCP Server
Claim
A real-time Formula 1 analytics server that lets you ask natural language quest…
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| 63674 |
MCP Goat
Claim
A deliberately vulnerable MCP application for learning MCP security through han…
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| 63675 |
originality-mcp
Claim
MCP server for Originality.ai that provides tools for AI detection, plagiarism …
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| 63676 |
IAM MCP Server
Claim
Processes and manages applicant resumes, facilitates job searches, generates jo…
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| 63677 |
Supabase MCP HTTP Server
Claim
Provides 43 tools for complete Supabase control including database operations, …
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| 63678 |
t-t-leave-manager-mcp
Claim
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| 63679 |
garageband-llm-bridge
Claim
A local CLI and MCP server enabling an LLM to control GarageBand on macOS via A…
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| 63680 |
engram
Claim
Provides persistent, local-first AI memory across sessions via MCP tools for st…
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| 63681 |
TMetric MCP Server
Claim
Integrates with TMetric for time tracking, enabling project listing, timer star…
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| 63682 |
Enables appending content to Google Docs and creating Gmail drafts with interac…
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| 63683 |
repack-logs-mcp
Claim
An MCP server for tailing Re.Pack/Rspack dev server logs. Enables AI assistants…
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| 63684 |
fallharmony-mcp
Claim
Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and…
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| 63685 |
algo-coach-mcp
Claim
Interactive algorithm coach MCP server that provides guided practice, local cod…
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| 63686 |
Pytheum MCP
Claim
Wraps the four public endpoints on api.pytheum.com as MCP tools so AI agents ca…
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| 63687 |
RentCast MCP Server
Claim
Wraps the RentCast API to search houses for sale, get valuations, rent estimate…
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| 63688 |
industrylens-mcp
Claim
Browse IndustryLens's published competitive-intelligence reports and head-to-he…
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| 63689 |
lixversion-mcp
Claim
A paid remote MCP for Lix, built to return verdicts, receipts, usage logs, and …
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| 63690 |
Generate high-quality images from text prompts using Leonardo AI's advanced mod…
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| 63691 |
translation-ai-mcp
Claim
Translation Ai automation via MCP. Includes translate text, detect language, ch…
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| 63692 |
Dataassist-IO
Claim
Query your org's data in natural language — read-only MCP access to SQL, NoSQL,…
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| 63693 |
Microsoft Ads MCP Server
Claim
A Model Context Protocol (MCP) server for Microsoft Advertising (Bing Ads / Duc…
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| 63694 |
mcp-cn-commerce
Claim
Read-only merchant data from 8 Chinese e-commerce platforms: orders, products, …
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| 63695 |
Swift MCP Server
Claim
An MCP server that provides Swift and SwiftUI best practices, acting as a senio…
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| 63696 |
smithery-mcp
Claim
Greet anyone by name with a friendly message. Toggle pirate mode for playful, s…
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| 63697 |
Quaderno MCP Server
Claim
Connects AI assistants to Quaderno's tax compliance engine, enabling tax calcul…
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| 63698 |
semhood
Claim
AST-based semantic code search; results ship with their call graph (calls + cal…
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| 63699 |
AigoHotel MCP Server
Claim
Enables AI assistants to search for hotels globally via the MCP protocol, suppo…
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| 63700 |
mcp-watermelon
Claim
MCP server for Watermelon.ai that exposes all 13 public API endpoints as tools,…
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