MCP Server Quality Scores
Independent quality analysis of 45235 public MCP servers
Last updated 1 hour, 22 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 44401 |
ToolBooth
Claim
Toolbooth eliminates API key friction for AI agents. Instead of managing
doze…
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| 44402 |
mcp-file-lens
Claim
An MCP server that provides a flexible lens into directory structures and files…
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| 44403 |
filemaker-odata-mcp
Claim
MCP server for FileMaker Server OData 4.01 API integration, enabling AI assista…
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| 44404 |
Enables comprehensive WhatsApp integration through WaPulse API, supporting mess…
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| 44405 |
BLUEPRINT.MCP
Claim
Provides architectural memory for AI coding agents, enabling reuse of existing …
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| 44406 |
3DCityDB MCP Server
Claim
Enables AI assistants to interact with 3DCityDB v5 through natural language, dy…
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| 44407 |
hot-news
Claim
Track breaking stories and trending topics across Chinese and global sources in…
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| 44408 |
mcp-test-test
Claim
Multiply numbers quickly and accurately within your workflows. Automate repetit…
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| 44409 |
mcp-apps
Claim
Enables interacting with YouTube Data API v3 through MCP tools (get-video, get-…
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| 44410 |
openapi-fetch-mcp
Claim
A CLI tool that registers OpenAPI GET endpoints as MCP tools, enabling API requ…
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| 44411 |
github-mcp
Claim
Enables AI assistants to directly operate GitHub repositories, such as listing …
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| 44412 |
mcp-md-pdf
Claim
Converts Markdown files to Word (.docx) and PDF documents. Supports .dotx templ…
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| 44413 |
AWS S3 MCP Server
Claim
Enables browsing S3 buckets and objects, and generating secure presigned URLs f…
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| 44414 |
Pagos Data MCP Server
Claim
Enables users to retrieve BIN data for a given BIN number, with optional enhanc…
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| 44415 |
SheetForge MCP
Claim
Local-first Excel MCP server for AI agents enabling structured reads, workbook …
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| 44416 |
docx-mcp-server
Claim
A local MCP server for reading and editing Word (.docx) documents with 33 tools…
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| 44417 |
mcp-media-engine
Claim
MCP server for AI-powered image, audio, and video generation, enabling media cr…
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| 44418 |
UniFuncs MCP Server
Claim
Provides web search, content extraction, and deep research capabilities through…
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| 44419 |
Markdown to HTML converter API for AI agents. Convert Markdown to clean HTML wi…
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| 44420 |
schoology-mcp
Claim
An MCP server that automates login to PAUSD Schoology via ClassLink and provide…
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| 44421 |
Enables AI assistants to generate UI components and web interfaces from natural…
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| 44422 |
Canvas MCP Server
Claim
Enables AI assistants to manage Canvas LMS courses, announcements, rubrics, ass…
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| 44423 |
OpenWeatherMap_MCP
Claim
Provides current weather and forecasts for any city via natural language, using…
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| 44424 |
http-client-mcp
Claim
An MCP server that provides HTTP client capabilities with support for full HTTP…
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| 44425 |
vibefix
Claim
Bug bounty platform for vibe coders. Post bugs, find fixes, run diagnostics.
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| 44426 |
Distributed MCP Server
Claim
Provides tools for querying Chinese criminal law, US weather alerts, Azure pric…
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| 44427 |
D&D Knowledge Navigator
Claim
Connects AI assistants to Dungeons & Dragons 5e game information via the Model …
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| 44428 |
Interagent
Claim
An MCP server that enables multiple Claude Code agents to communicate, share me…
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| 44429 |
all-agents-mcp
Claim
Enables orchestrating multiple AI CLI agents (Claude Code, Codex, Gemini CLI, C…
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| 44430 |
Mittwald MCP Server
Claim
Enables external MCP clients to execute Mittwald CLI commands on behalf of user…
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| 44431 |
market-intelligence
Claim
Query live Upwork freelance market intelligence directly from your AI agent. Ge…
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| 44432 |
Docker MCP Server
Claim
Universal Docker MCP server for AI assistants (Cursor, Claude Desktop). Manage …
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| 44433 |
Files MCP Server
Claim
An MCP server for local testing that enables file management operations, requir…
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| 44434 |
repobase-mcp
Claim
MCP server for indexing and searching Git repositories with AI. Enables tools l…
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| 44435 |
alaya
Claim
Enables Claude Code to serve as the primary interface for a personal knowledge …
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| 44436 |
mac2win-zip MCP Server
Claim
Creates Windows-compatible ZIP files from macOS by normalizing Unicode filename…
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| 44437 |
valerie-mcp
Claim
French real estate AI: DVF transactions, internet coverage, market insights. Fr…
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| 44438 |
Enables building AI-powered Slack apps using the Slack MCP server and OpenAI mo…
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| 44439 |
Enables AI assistants to generate high-quality images using SiliconFlow's Flux …
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| 44440 |
Linear MCP Server
Claim
Enables interaction with Linear workspace through the Model Context Protocol, s…
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| 44441 |
DataPacket MCP Server
Claim
An MCP server that provides access to the DataPacket GraphQL API, enabling LLMs…
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| 44442 |
seracade
Claim
LLM cost optimization. Audit your calls, prove savings, route to the cheapest q…
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| 44443 |
ytmcp
Claim
Enables AI assistants to fetch YouTube video transcripts with precise timestamp…
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| 44444 |
contract-risk-analyzer
Claim
Analyzes financial contract PDFs to extract clauses, flag risk terms, and compa…
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| 44445 |
victron-tcp
Claim
Connect AI assistants to Victron Energy systems to read real-time solar, batter…
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| 44446 |
ChEMBL-MCP-Server
Claim
A FastMCP wrapper server that provides API access to the ChEMBL database, enabl…
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| 44447 |
engmanager-mcp
Claim
Provides LLMs with structured workflow guidance and next-step instructions for …
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| 44448 |
mcp-docsrs
Claim
A Docs.rs MCP server that enables AI models to deeply access Rust crate documen…
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| 44449 |
ScoutAgent
Claim
MCP server that enables AI workflows to query on-chain AI Scout agents, leaderb…
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| 44450 |
xiaohongshu-mcp-py
Claim
MCP server for Xiaohongshu automation, enabling feed browsing, search, note pub…
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