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

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that tells you when things get worse.

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

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

Methodology is public and versioned โ€” read how scoring works โ†’

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// filtered results
#1
93
fastapi-mcppypi
Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!
8.1Mweekly dl
โ˜… 12kstars
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#2
86
ddgspypi
A metasearch library that aggregates results from diverse web search services
โš  1 secret
1.2Mweekly dl
โ˜… 3kstars
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#3
92
mcp-proxypypi
A bridge between Streamable HTTP and stdio MCP transports
312kweekly dl
โ˜… 3kstars
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#4
92
excel-mcp-serverpypi
A Model Context Protocol server for Excel file manipulation
285kweekly dl
โ˜… 4kstars
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#5
95
scraplingpypi
๐Ÿ•ท๏ธ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!
217kweekly dl
โ˜… 70kstars
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#6
91
mcp-server-qdrantpypi
An official Qdrant Model Context Protocol (MCP) server implementation
177kweekly dl
โ˜… 1kstars
โ†’
#7
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
54kweekly dl
โ˜… 3kstars
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#8
84
arcade-mcppypi
MCP Server Framework and Tool Development library for building custom capabilities into agents.
โš  1 secret
52kweekly dl
โ˜… 975stars
โ†’
#9
85
flightspypi
Google Flights MCP and Python Library
โš  1 secret
49kweekly dl
โ˜… 3kstars
โ†’
#10
87
mcpadaptpypi
Unlock 650+ MCP servers tools in your favorite agentic framework.
44kweekly dl
โ˜… 421stars
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#11
66
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
39kweekly dl
โ˜… 1stars
โ†’
#12
92
mcpopypi
A simple, secure MCP-to-OpenAPI proxy server
36kweekly dl
โ˜… 4kstars
โ†’
#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
32kweekly dl
โ˜… 712stars
โ†’
#14
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
26kweekly dl
โ˜… 360stars
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#15
83
dbt-mcppypi
A MCP (Model Context Protocol) server for interacting with dbt.
โš  1 secret
26kweekly dl
โ˜… 595stars
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#16
93
semblepypi
Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read
25kweekly dl
โ˜… 6kstars
โ†’
#17
92
jcodemunch-mcppypi
Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.
24kweekly dl
โ˜… 2kstars
โ†’
#18
90
oxylabs-mcppypi
Official Oxylabs MCP integration
24kweekly dl
โ˜… 100stars
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#19
57
fast-agent-mcppypi
Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support
โš  8 secrets
21kweekly dl
โ˜… 4kstars
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#20
87
uipath-mcppypi
Build and host Coded MCP Servers within UiPath
20kweekly dl
โ˜… 11stars
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#21
70
gpt-researcherpypi
An autonomous agent that conducts deep research on any data using any LLM providers
โš  3 secrets
20kweekly dl
โ˜… 29kstars
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#22
90
mcp-server-duckdbpypi
A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities
20kweekly dl
โ˜… 177stars
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#23
91
serena-agentpypi
A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
19kweekly dl
โ˜… 27kstars
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#24
62
hayhookspypi
Easily deploy Haystack pipelines as REST APIs and MCP Tools.
โš  3 secrets
15kweekly dl
โ˜… 148stars
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#25
69
jupyter_mcp_serverpypi
๐Ÿช ๐Ÿ”ง Model Context Protocol (MCP) Server for Jupyter.
โš  4 secrets
14kweekly dl
โ˜… 1kstars
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#26
57
snyk-agent-scanpypi
Security scanner for AI agents, MCP servers and agent skills.
โš  5 secrets
14kweekly dl
โ˜… 3kstars
โ†’
#27
76
mcp-google-sheetspypi
This MCP server integrates with your Google Drive and Google Sheets, to enable creating and modifying spreadsheets.
โš  2 secrets
13kweekly dl
โ˜… 953stars
โ†’
#28
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
13kweekly dl
โ˜… 94stars
โ†’
#29
92
financetoolkitpypi
Transparent and Efficient Financial Analysis
13kweekly dl
โ˜… 5kstars
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#30
89
meilisearch-mcppypi
A Model Context Protocol (MCP) server for interacting with Meilisearch through LLM interfaces.
12kweekly dl
โ˜… 194stars
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showing 30 of 235 servers

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