$ timeahead.in
🏆 top by score📦 most downloaded🆕 new arrivals⚠ security risks📉 score drops⚡ compare
230 servers scored· updated nightly· security-first

The MCP trust registry
that tells you when things get worse.

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

Security35%
+
Freshness25%
+
Adoption20%
+
Quality10%
+
Trust10%
=
MCPScore0–100

Methodology is public and versioned — read how scoring works →

Browse by category

Server directory

Compare servers →
// filtered results
#1
94
scraplingpypi
🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!
187kweekly dl
61kstars
#2
72
trendradarpypi
⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载,你的 AI 舆情监控助手与热点筛选工具!聚合多平台热点 + RSS 订阅,支持关键词精准筛选。AI 智能筛选新闻 + AI 翻译 + AI 分析简报直推手机,也支持接入 MCP 架构,赋能 AI 自然语言对话分析、情感洞察与趋势预测等。支持 Docker ,数据本地/云端自持。集成微信/飞书/钉钉/Telegram/邮件/ntfy/bark/slack 等渠道智能推送。
2 secrets
58weekly dl
59kstars
#3
71
gpt-researcherpypi
An autonomous agent that conducts deep research on any data using any LLM providers
3 secrets
24kweekly dl
28kstars
#4
91
serena-agentpypi
A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
18kweekly dl
25kstars
#5
55
skill-seekerspypi
Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection
8 secrets
4kweekly dl
14kstars
#6
93
fastapi-mcppypi
Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!
4.4Mweekly dl
12kstars
#7
90
ida-pro-mcppypi
AI-powered reverse engineering assistant that bridges IDA Pro with language models through MCP.
2kweekly dl
9kstars
#8
93
semblepypi
Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read
37kweekly dl
5kstars
#9
92
mcpopypi
A simple, secure MCP-to-OpenAPI proxy server
29kweekly dl
4kstars
#10
92
excel-mcp-serverpypi
A Model Context Protocol server for Excel file manipulation
336kweekly dl
4kstars
#11
57
fast-agent-mcppypi
Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support
8 secrets
24kweekly dl
4kstars
#12
85
flightspypi
Google Flights MCP and Python Library
1 secret
32kweekly dl
3kstars
#13
86
ddgspypi
A metasearch library that aggregates results from diverse web search services
1 secret
1.9Mweekly dl
3kstars
#14
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
53kweekly dl
3kstars
#15
93
mcp-proxypypi
A bridge between Streamable HTTP and stdio MCP transports
683kweekly dl
3kstars
#16
70
snyk-agent-scanpypi
Security scanner for AI agents, MCP servers and agent skills.
3 secrets
19kweekly dl
3kstars
#17
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.
26kweekly dl
2kstars
#18
55
mcp-memory-servicepypi
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
27 secrets
10kweekly dl
2kstars
#19
88
paperbananapypi
Open source implementation and extension of Google Research’s PaperBanana for automated academic figures, diagrams, and research visuals, expanded to new domains like slide generation.
2kweekly dl
2kstars
#20
89
paper-search-mcppypi
MCP, CLI, Skills for searching and downloading academic papers from multiple sources like arXiv, PubMed, bioRxiv, etc.
3kweekly dl
2kstars
#21
53
mcp-brasilpypi
MCP Server para 70 APIs públicas brasileiras
5 secrets
769weekly dl
2kstars
#22
82
minimax-mcppypi
Official MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.
1 secret
3kweekly dl
2kstars
#23
91
mcp-server-qdrantpypi
An official Qdrant Model Context Protocol (MCP) server implementation
689kweekly dl
1kstars
#24
87
mcp-windbgpypi
Model Context Protocol for WinDBG
492weekly dl
1kstars
#25
86
chunkhoundpypi
Local first codebase intelligence
805weekly dl
1kstars
#26
86
ros-mcppypi
Connect AI models like Claude & GPT with robots using MCP and ROS.
154weekly dl
1kstars
#27
81
voice-modepypi
Natural (2-way) voice conversations with Claude Code
1 secret
3kweekly dl
1kstars
#28
69
jupyter_mcp_serverpypi
🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.
3 secrets
9kweekly dl
1kstars
#29
72
tradememory-protocolpypi
Decision audit trail + persistent memory for AI trading agents. Outcome-weighted recall, SHA-256 tamper detection, 17 MCP tools.
2 secrets
97weekly dl
1kstars
#30
61
mirobodypypi
Your Data, Your AI — Health, Finance & More. Open Source, Privacy-First.
3 secrets
8weekly dl
1kstars
showing 30 of 230 servers

Watch your MCP stack.
Get alerts when scores drop.

Free for 3 servers. No credit card.

Used by developers worldwide