$ timeahead.in
๐Ÿ† top by score๐Ÿ“ฆ most downloaded๐Ÿ†• new arrivalsโš  security risks๐Ÿ“‰ score dropsโšก compare
231 servers scoredยท updated nightlyยท security-first

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We score every MCP server on security, freshness, adoption, quality, and trust. Independent. No vendor money.

Security35%
+
Freshness25%
+
Adoption20%
+
Quality10%
+
Trust10%
=
MCPScore0โ€“100

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// filtered results
#1
93
fastapi-mcppypi
Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!
3.9Mweekly dl
โ˜… 12kstars
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#2
86
ddgspypi
A metasearch library that aggregates results from diverse web search services
โš  1 secret
1.5Mweekly dl
โ˜… 3kstars
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#3
93
mcp-proxypypi
A bridge between Streamable HTTP and stdio MCP transports
614kweekly dl
โ˜… 3kstars
โ†’
#4
91
mcp-server-qdrantpypi
An official Qdrant Model Context Protocol (MCP) server implementation
596kweekly dl
โ˜… 1kstars
โ†’
#5
92
excel-mcp-serverpypi
A Model Context Protocol server for Excel file manipulation
373kweekly dl
โ˜… 4kstars
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#6
95
scraplingpypi
๐Ÿ•ท๏ธ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!
174kweekly dl
โ˜… 63kstars
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#7
90
linkedin-scraper-mcppypi
Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI assistant access to profiles, companies, jobs, and messages.
105kweekly dl
โ˜… 2kstars
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#8
87
mcp-server-duckdbpypi
A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities
70kweekly dl
โ˜… 176stars
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#9
84
arcade-mcppypi
MCP Server Framework and Tool Development library for building custom capabilities into agents.
โš  1 secret
56kweekly dl
โ˜… 918stars
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#10
90
mcpadaptpypi
Unlock 650+ MCP servers tools in your favorite agentic framework.
48kweekly dl
โ˜… 422stars
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#11
85
flightspypi
Google Flights MCP and Python Library
โš  1 secret
45kweekly dl
โ˜… 3kstars
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#12
65
cisco-ai-skill-scannerpypi
๐Ÿ” Discover and analyze AI skills in your projects with Skill Scanner to enhance development and improve security.
โš  3 secrets
44kweekly dl
โ˜… 0stars
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#13
55
bernsteinpypi
Deterministic orchestrator for 40+ CLI AI agents. Git worktree isolation, HMAC audit trail, MCP server mode. https://bernstein.run
โš  173 secrets
40kweekly dl
โ˜… 566stars
โ†’
#14
92
mcpopypi
A simple, secure MCP-to-OpenAPI proxy server
38kweekly dl
โ˜… 4kstars
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#15
93
semblepypi
Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read
36kweekly dl
โ˜… 5kstars
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#16
90
oxylabs-mcppypi
Official Oxylabs MCP integration
34kweekly dl
โ˜… 96stars
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#17
90
django-mcp-serverpypi
Django MCP Server is a Django extensions to easily enable AI Agents to interact with Django Apps through the Model Context Protocol it works equally well on WSGI and ASGI
31kweekly dl
โ˜… 343stars
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#18
83
dbt-mcppypi
A MCP (Model Context Protocol) server for interacting with dbt.
โš  1 secret
29kweekly dl
โ˜… 577stars
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#19
91
workspace-mcppypi
Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace / G Suite MCP Server & CLI Tool
29kweekly dl
โ˜… 3kstars
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#20
57
fast-agent-mcppypi
Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support
โš  8 secrets
25kweekly dl
โ˜… 4kstars
โ†’
#21
71
gpt-researcherpypi
An autonomous agent that conducts deep research on any data using any LLM providers
โš  3 secrets
25kweekly dl
โ˜… 28kstars
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#22
70
snyk-agent-scanpypi
Security scanner for AI agents, MCP servers and agent skills.
โš  3 secrets
23kweekly dl
โ˜… 3kstars
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#23
88
minimax-coding-plan-mcppypi
Specialized MiniMax Model Context Protocol (MCP) server designed for coding-plan users, featuring AI-powered search and vision analysis APIs optimized for code development workflows
19kweekly dl
โ˜… 91stars
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#24
91
serena-agentpypi
A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
16kweekly dl
โ˜… 25kstars
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#25
89
meilisearch-mcppypi
A Model Context Protocol (MCP) server for interacting with Meilisearch through LLM interfaces.
14kweekly dl
โ˜… 189stars
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#26
76
mcp-google-sheetspypi
This MCP server integrates with your Google Drive and Google Sheets, to enable creating and modifying spreadsheets.
โš  2 secrets
12kweekly dl
โ˜… 900stars
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#27
86
uipath-mcppypi
Build and host Coded MCP Servers within UiPath
11kweekly dl
โ˜… 9stars
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#28
69
jupyter_mcp_serverpypi
๐Ÿช ๐Ÿ”ง Model Context Protocol (MCP) Server for Jupyter.
โš  3 secrets
10kweekly dl
โ˜… 1kstars
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#29
89
yfmcppypi
10kweekly dl
โ˜… 155stars
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#30
80
keboola-mcp-serverpypi
Model Context Protocol (MCP) Server for the Keboola Platform
โš  1 secret
8kweekly dl
โ˜… 84stars
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showing 30 of 231 servers

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