MCP Server Quality Scores
Independent quality analysis of 33379 public MCP servers
Last updated 17 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 32551 |
mcp-file-oper
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file operation
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| 32552 |
S3 Tools MCP Server
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Enables direct interaction with AWS S3 buckets through the Model Context Protoc…
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| 32553 |
AgentCall
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Programmable phone numbers for AI agents. Provision numbers, send/receive SMS, …
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| 32554 |
Real-time product catalog and inventory across multi-tenant e-commerce stores v…
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| 32555 |
0Latency Memory
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Persistent memory MCP server for AI agents — hybrid semantic recall, multi-agen…
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| 32556 |
Color Palette
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Create harmonious color palettes based on theory and convert colors between for…
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| 32557 |
MCP Europe Tools
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Essential European data validation and formatting tools for AI agents. Validate…
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| 32558 |
swapi
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SWAPI MCP — wraps the Star Wars API (swapi.dev, free, no auth)
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| 32559 |
Zoom MCP Server
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Enables interaction with the Zoom API to manage meetings, retrieve cloud record…
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| 32560 |
Memory MCP Server
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Enables agents to maintain persistent memory through three-tiered architecture:…
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| 32561 |
MCP server providing Playwright test generation wizard with intelligent prompts…
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| 32562 |
AWS cloud security scanners for AI agents — S3, IAM, EC2, EKS, RDS, CloudTrail,…
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| 32563 |
Revit model integration via APS — elements, parameters, schedules, clashes, IFC…
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| 32564 |
Volta Notes
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Burn-after-read encrypted notes on the Internet Computer. Share passwords, keys…
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| 32565 |
Vikunja MCP Server
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Enables interaction with Vikunja task management instances through natural lang…
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| 32566 |
Usaspending
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USAspending MCP — Federal spending data from USAspending.gov API
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| 32567 |
Search providers, check availability, book evaluations, and estimate insurance …
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| 32568 |
Zoro
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Nag MCP powers reminder scheduling that actually sends email (and supports webh…
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| 32569 |
sylex-search
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Universal search engine for AI agents. Discover products, services, and busines…
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| 32570 |
sec-edgar-mcp
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Access SEC EDGAR financial data through your AI assistant. Search public compan…
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| 32571 |
twoslides
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| 32572 |
MIND
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Personal knowledge graph AI memory. 15 tools, 89 actions. Emotional intelligenc…
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| 32573 |
Profile Explorer
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Extract structured insights from personal and organizational profile pages. Sea…
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| 32574 |
lm
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| 32575 |
local-mcp
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Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps: Mail…
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| 32576 |
GitHub Actions MCP
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Connects AI assistants to GitHub Actions workflows to monitor CI/CD pipelines, …
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| 32577 |
MCP Memory System
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Enables AI assistants to maintain persistent conversations and context between …
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| 32578 |
PDF document generation API for AI agents. Generate PDFs from HTML or Markdown:…
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| 32579 |
mcp-wayback-machine
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Save any URL to the Internet Archive and retrieve archived snapshots on demand.…
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| 32580 |
YggTorrent MCP Server
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A Python MCP server that allows programmatic interaction with YggTorrent, enabl…
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| 32581 |
MCP server for read-only MySQL database queries in Claude Desktop
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| 32582 |
Google Calendar
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Allow AI systems to list, create, update, and manage Google Calendar events.
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| 32583 |
Match resumes to job descriptions and evaluate candidate fit using semantic sim…
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| 32584 |
Ladislav Hejdánek
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Explore the digital archive of Czech philosopher Ladislav Hejdánek through sema…
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| 32585 |
Bitbucket MCP
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Bitbucket Cloud MCP in Go: complete API auto-generated from spec, customizable …
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| 32586 |
test
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| 32587 |
Mnemoscope
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Predict context rot, sign every agent write, tier reads. Markdown-native, 100% …
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| 32588 |
Ares DevOps MCP Server
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Enables seamless interaction with Azure DevOps for managing Git repositories, b…
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| 32589 |
AI Applyd
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ATS resume scoring, interview prep, resume optimization, and job analysis. 10 t…
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| 32590 |
plus-ai
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| 32591 |
penni-mcp
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AI bookkeeper. Connect QuickBooks to Claude Desktop.
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| 32592 |
reversecentaur-mcp
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Hire humans for tasks AI can't do. Fair trade pay floors, prepaid escrow, ethic…
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| 32593 |
Figma MCP Server
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Enables AI assistants to read Figma design files and automatically map responsi…
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| 32594 |
Enables AI assistants to manage Instagram Business accounts by automating conte…
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| 32595 |
iMail-mcp
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Retrieve Mail from icloud
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| 32596 |
Enables AI assistants to query and monitor wireless clients in Cisco Catalyst C…
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| 32597 |
Live price quotes and private airport transfers from MBJ, KIN, and OCJ airports…
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| 32598 |
PokeAPI MCP Server
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Give your AI assistant access to the entire Pokémon universe
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| 32599 |
Proxenio MCP Server
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Proxenio is a trust verified professional matching network.
This MCP server al…
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| 32600 |
mcpsmith
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deposit pour un test n8n
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