REPO·RANK #375·1/6 firing·Python
Rank#375Python
Cross-signal1.00 / 6.0
Single-channel signal so far. and X posts (60 / 24h). Reddit, Bluesky and Dev.to are still cold — typical for a niche project at this stage.
Cross-signal · 30D+0
GitHubQUIET+0 stars24h
HackerNewsQUIET0 posts7d
RedditQUIET0 posts7d
BlueskyQUIET0 posts7d
Dev.toQUIET0 posts7d
XFIRING60 posts24h
Stars25.1k+109 7d+0 today
Forks2.3k+0 7d9% fork ratio
Contribs1+0 30dsolo-led
Momentum19.33.5stars-velocity score
SurfaceTHIN1 / 6last commit 2d ago
Coverage2 / 13 sources fired (7d)
·60
Mentioned 60 times in the last 24 hours across tracked communities — social buzz outpacing GitHub stars.
// 01 · GITHUB MOMENTUM
19.3
0 stars 24h | +109 7d
// 02 · MENTIONS
10
0 in 24h | 1 source
// 03 · CROSS-SIGNAL
1.00
1/6 channels firing
// 04 · PACKAGE ADOPTION
-
no linked package yet
// 05 · PROJECT SURFACE
thin
last commit 2d ago
// 01
Breakdown
How is this scored?
- 6.0
- strong signal across ≥5 of 6 channels
- 5.0
- strong signal across ≥4 of 6 channels
- 4.0
- strong signal across ≥3 of 6 channels
- 3.0+
- active on 2+ channels
- <1.0
- low or no cross-channel activity
Each channel contributes 0-1. Per-channel tiers: GitHub (breakout 1.0 / hot 0.7 / rising 0.4), HN (front-page 1.0 / ≥3 mentions 0.7 / 1-2 mentions 0.4), Bluesky (≥5 mentions 1.0 / 2-4 0.7 / 1 0.4), dev.to (≥3 articles 1.0 / 2 0.7 / 1 0.4), Reddit (corpus-normalized 48h velocity), X (≥10 mentions 24h 1.0 / 3-9 0.7 / 1-2 0.4).
- GitHub momentum0.00
- Reddit0.00
- HackerNews0.00
- Bluesky0.00
- dev.to0.00
- X (Twitter)1.00
* Reddit bar shows a per-repo velocity proxy (raw score / 100); the score formula uses the corpus-normalized version so a single repo's bar may not match its contribution to the corpus-wide ranking.
// KNOWN REPO · PACKAGE · LAUNCH · SITE SURFACES
GitHubScrapeGraphAI/Scrapegraph-ai25.1k starsWebsitescrapegraphai.comsite found; profile scan queued
Docspendingdocs scanner pending
npmnoneno linked npm package
ProductHuntnoneno launch linked
Paper/modelpendingHF/arXiv resolver not attached yet
// 02
Growth
Today
25k
+111 last 24h
7d
+540
2% wow
30d
+540
2% mom
Spike
+24.5k/d
5d ago · peak day
// 03
Mentions
// last scanreddit 10mhn 30mbluesky 3mdevto 2hph 1hnpm 11h
- X→ OPEN
开源 AI 搜索引擎分享 ——它们都是怎么搜索信息的呢？ 自 Perplexity 之后，开源社区就开始不断涌现出新的 AI 搜索引擎，也把这类产品的开发门槛降的非常低。 不过相比于 Google、Bing、Baidu 等依托于庞大的数据获取和索引体系，开源 AI 搜索引擎更多是实时获取信息，再通过 LLM RAG + 信息组合的方式来增强搜索结果和提升信息展示友好度等。 今天我们在 Github 选取了 6 个更新时间比较近、Star 也比较多，认可度更高的项目，来看看它们都是怎么搜索信息的。 01 - Morphic @miiura 5.4k✨ github.com/miurla/morphic - 网络搜索： -> Tavily AI @tavilyai tavily.com/ -> Serper @serperapi serper.dev/ - 网址读取： -> Jina AI Reader @JinaAI_ jina.ai/reader/ 02 - Perplexica 12k✨ github.com/ItzCrazyKns/Perpl… - 网络搜索： -> Searxng @searxng github.com/searxng/searxng 03 - MindSearch @intern_lm 3.1k✨ github.com/InternLM/MindSear… - 网络搜索： -> DuckDuckGo Search @DuckDuckGo duckduckgo.com/ 04 - Search with Lepton @LeptonAI 7.6k✨ github.com/leptonai/search_w… - 网络搜索： -> Bing Web Search microsoft.com/en-us/bing/api… -> Google Search @searchapi_io @serperapi searchapi.io/ serper.dev/ 05 - Turboseek @nutlope 777✨ github.com/Nutlope/turboseek - 网络搜索： -> Serper serper.dev/ -> Bing Web Search microsoft.com/en-us/bing/api… 06 - Farfalle @rashadphz 2.4k✨ github.com/rashadphz/farfall… - 网络搜索： -> SearXNG github.com/searxng/searxng -> Tavily AI tavily.com/ -> Serper serper.dev/ -> Bing Web Search microsoft.com/en-us/bing/api… -- 通过网址读取网页内容引擎分享 -- 以上 AI 搜索引擎，有部分用到了网址读取网页内容的方式，来补充特定网站的信息增强获取，咱们再看看这个方向有哪些开源项目： 01 - Firecrawl @firecrawl 8.8k✨ github.com/mendableai/firecr… 02 - Jina AI Reader 6k✨ github.com/jina-ai/reader 03 - Scrapegraph-ai @scrapegraphai 13.7k✨ github.com/ScrapeGraphAI/Scr… 04 - LLM Scraper @mishushakov 2k✨ github.com/mishushakov/llm-s…▶ Twitter4d ago - X→ OPEN
#BestBlogs 几款有代表性的 AI 爬虫开源项目 ｜ 山行 AI 本文介绍了几款与 AI 结合紧密的数据抓取工具及其特点，这些工具在 AI 快速发展的时代中，数据无疑是核心竞争力。讨论的工具包括： 1. Scrapegraph-ai: 一个 Python 库，通过集成大型语言模型（LLMs）和基于图的管道来自动化数据抓取。 2. llm-scraper: 一个 TypeScript 库，使用 LLM 将任何网页转换为结构化数据。 3. Firecrawl: 由 Mendable.ai 和 Firecrawl 社区开发的工具，能够抓取并将网站转换为 Markdown 或结构化数据。 4. MediaCrawler: 能抓取小红书、抖音、快手、B 站、微博等平台的数据。 5. gpt-crawler: 一个项目，通过抓取网页文档并生成文件，用于创建自定义 GPT。 6. gpt4V-scraper: 基于 GPT-4V 的 Web Agent，用于自动化抓取网页数据。 7. EasySpider: 一个可视化无代码的浏览器自动化测试/数据采集/爬虫软件。 8. 基础爬虫框架: 常见的爬虫框架如 Playwright、Cypress、Puppeteer 和 Selenium。 文章链接： bestblogs.dev/article/242187▶ Twitter4d ago - X→ OPEN
olm bu Scrapegraph-ai cidden müthişmiş ya - lokale indir - ollama üzerinden llama3.2'ye bağla - istediğin siteyi bedava scrape et. harika lan.▶ Twitter4d ago - X→ OPEN
🚀 HUGE Langflow update! Here’s what’s new in Langflow 1.1.2 : 🤖 New models: @deepseek_ai , @SambaNovaAI , @novita_ai_labs , @openrouter ♾️Loop functionality 🆕 Component Bundles: Needle Retriever, AgentQL, ScrapeGraph AI 🛠️ More Tool-ready components 📊 New IO type: Dataframe ✨ Refactored components, fixes, & more! Release details: github.com/langflow-ai/langf…▶ Twitter4d ago - X→ OPEN
🚀 Langflow 1.1.2 is here! Join our livestream TOMORROW, Wed Jan 29 at 9am PT to see: ✨ New models: @deepseek_ai , @SambaNovaAI , & more 🛠️ Agent features, tools, & fixes ♾️Loop functionality + DataFrame IO 📦 New bundles: Needle Retriever, AgentQL, ScrapeGraph AI 🎥 Join us at: crowdcast.io/c/langflow-v112▶ Twitter4d ago - X→ OPEN
🎥 Missed the Langflow 1.1.2 deep dive? Watch the replay! 🚀 This update includes: ✨ New AI models: DeepSeek, SambaNova & more ♾️ Loop functionality & DataFrames 📦 New Bundles: Needle Retriever, AgentQL, ScrapeGraph AI 🛠️ More Components & major performance boosts! 🔥 Watch the full livestream replay now: invidious.tiekoetter.com/watch?v=zNx27F_r…▶ Twitter4d ago - X→ OPEN
🚀 STARTING NOW! Join us live for the Langflow 1.1.2 Release Livestream! We’re diving into the latest updates, including: ✨ New models – DeepSeek, SambaNova & more! 🛠️ Agent upgrades – More tools, features & fixes ♾️ Loop functionality & DataFrame IO 📦 New bundles – Needle Retriever, AgentQL, ScrapeGraph AI 🔴 Tune in now! → crowdcast.io/c/langflow-v112▶ Twitter4d ago - X→ OPEN
I was literally looking at this yesterday. I’m halfway through implementing @ExaAILabs Other options I found; Firecrawl Tavily Jina scrapegraph ai bright data▶ Twitter4d ago - X→ OPEN
🚀 Built an AI agent in 3 hours using $1 worth of tools. Here's the exact stack: 1. OpenRouter - All LLM APIs, crypto payments 2. Eliza framework - Quick setup 3. Scrapegraph - AI web scraping for knowledge base That's it. No overthinking. Start building! 🧠▶ Twitter4d ago - X→ OPEN
GitHub - ScrapeGraphAI/Scrapegraph-ai: Python scraper based on AI github.com/ScrapeGraphAI/Scr…▶ Twitter4d ago
// 04
Context
- United States of America
- https://scrapegraphai.com/
- @scrapegraphai
- 29 public repos
- 395 followers
- browser-use/browser-usePython · 93.6k stars
🌐 Make websites accessible for AI agents. Automate tasks online with ease.
- soxoj/maigretPython · 28.1k stars
🕵️♂️ Collect a dossier on a person by username from 3000+ sites
- D4Vinci/ScraplingPython · 49.1k stars
🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!
- CloakHQ/CloakBrowserPython · 7.7k stars
Stealth Chromium that passes every bot detection test. Drop-in Playwright replacement with source-level fingerprint patches. 30/30 tests passed.
- VectifyAI/PageIndexPython · 30.8k stars
📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG
- cocoindex-io/cocoindexPython · 9.7k stars
Incremental engine for long horizon agents 🌟 Star if you like it!
// 05Deep dive
// STARS25.1k+109/ 7dJust updated
// FORKS2.3k—/ 7dJust updated
// CONTRIBUTORS1—/ 30dJust updated
Open Issues1
Last Commit2d ago
Latest Release—
// TREND24h07d+10930d0
X
Ranked confirmation layer for repo-specific X buzz in the last 24h.
Mentions 24h
60
Authors 24h
36
Engagement
987
Peak hour
06:14
Score
100.0
Meaningful X activity confirmed. 60 matched posts across 36 authors.
Top matched posts
- @sengpt705 eng
olm bu Scrapegraph-ai cidden müthişmiş ya - lokale indir - ollama üzerinden llama3.2'ye bağla - istediğin siteyi bedava scrape et. harika lan.
mediumphrase4d agoopenMatched through a repo-specific project phrase query.
- @akaclandestine98 eng
GitHub - ScrapeGraphAI/Scrapegraph-ai: Python scraper based on AI github.com/ScrapeGraphAI/Scr…
highrepo_slug4d agoopenContains the exact GitHub repo slug.
- @langflow_ai60 eng
🚀 HUGE Langflow update! Here’s what’s new in Langflow 1.1.2 : 🤖 New models: @deepseek_ai , @SambaNovaAI , @novita_ai_labs , @openrouter ♾️Loop functionality 🆕 Component Bundles: Needle Retriever, AgentQL, ScrapeGraph AI 🛠️ More Tool-ready components 📊 New IO type: Dataframe ✨ Refactored components, fixes, & more! Release details: github.com/langflow-ai/langf…
mediumphrase4d agoopenMatched through a repo-specific project phrase query.
- @shao__meng20 eng
开源 AI 搜索引擎分享 ——它们都是怎么搜索信息的呢？ 自 Perplexity 之后，开源社区就开始不断涌现出新的 AI 搜索引擎，也把这类产品的开发门槛降的非常低。 不过相比于 Google、Bing、Baidu 等依托于庞大的数据获取和索引体系，开源 AI 搜索引擎更多是实时获取信息，再通过 LLM RAG + 信息组合的方式来增强搜索结果和提升信息展示友好度等。 今天我们在 Github 选取了 6 个更新时间比较近、Star 也比较多，认可度更高的项目，来看看它们都是怎么搜索信息的。 01 - Morphic @miiura 5.4k✨ github.com/miurla/morphic - 网络搜索： -> Tavily AI @tavilyai tavily.com/ -> Serper @serperapi serper.dev/ - 网址读取： -> Jina AI Reader @JinaAI_ jina.ai/reader/ 02 - Perplexica 12k✨ github.com/ItzCrazyKns/Perpl… - 网络搜索： -> Searxng @searxng github.com/searxng/searxng 03 - MindSearch @intern_lm 3.1k✨ github.com/InternLM/MindSear… - 网络搜索： -> DuckDuckGo Search @DuckDuckGo duckduckgo.com/ 04 - Search with Lepton @LeptonAI 7.6k✨ github.com/leptonai/search_w… - 网络搜索： -> Bing Web Search microsoft.com/en-us/bing/api… -> Google Search @searchapi_io @serperapi searchapi.io/ serper.dev/ 05 - Turboseek @nutlope 777✨ github.com/Nutlope/turboseek - 网络搜索： -> Serper serper.dev/ -> Bing Web Search microsoft.com/en-us/bing/api… 06 - Farfalle @rashadphz 2.4k✨ github.com/rashadphz/farfall… - 网络搜索： -> SearXNG github.com/searxng/searxng -> Tavily AI tavily.com/ -> Serper serper.dev/ -> Bing Web Search microsoft.com/en-us/bing/api… -- 通过网址读取网页内容引擎分享 -- 以上 AI 搜索引擎，有部分用到了网址读取网页内容的方式，来补充特定网站的信息增强获取，咱们再看看这个方向有哪些开源项目： 01 - Firecrawl @firecrawl 8.8k✨ github.com/mendableai/firecr… 02 - Jina AI Reader 6k✨ github.com/jina-ai/reader 03 - Scrapegraph-ai @scrapegraphai 13.7k✨ github.com/ScrapeGraphAI/Scr… 04 - LLM Scraper @mishushakov 2k✨ github.com/mishushakov/llm-s…
mediumphrase4d agoopenMatched through a repo-specific project phrase query.
- @hongming73113 eng
#BestBlogs 几款有代表性的 AI 爬虫开源项目 ｜ 山行 AI 本文介绍了几款与 AI 结合紧密的数据抓取工具及其特点，这些工具在 AI 快速发展的时代中，数据无疑是核心竞争力。讨论的工具包括： 1. Scrapegraph-ai: 一个 Python 库，通过集成大型语言模型（LLMs）和基于图的管道来自动化数据抓取。 2. llm-scraper: 一个 TypeScript 库，使用 LLM 将任何网页转换为结构化数据。 3. Firecrawl: 由 Mendable.ai 和 Firecrawl 社区开发的工具，能够抓取并将网站转换为 Markdown 或结构化数据。 4. MediaCrawler: 能抓取小红书、抖音、快手、B 站、微博等平台的数据。 5. gpt-crawler: 一个项目，通过抓取网页文档并生成文件，用于创建自定义 GPT。 6. gpt4V-scraper: 基于 GPT-4V 的 Web Agent，用于自动化抓取网页数据。 7. EasySpider: 一个可视化无代码的浏览器自动化测试/数据采集/爬虫软件。 8. 基础爬虫框架: 常见的爬虫框架如 Playwright、Cypress、Puppeteer 和 Selenium。 文章链接： bestblogs.dev/article/242187
mediumphrase4d agoopenMatched through a repo-specific project phrase query.
- @langflow_ai13 eng
🚀 Langflow 1.1.2 is here! Join our livestream TOMORROW, Wed Jan 29 at 9am PT to see: ✨ New models: @deepseek_ai , @SambaNovaAI , & more 🛠️ Agent features, tools, & fixes ♾️Loop functionality + DataFrame IO 📦 New bundles: Needle Retriever, AgentQL, ScrapeGraph AI 🎥 Join us at: crowdcast.io/c/langflow-v112
mediumphrase4d agoopenMatched through a repo-specific project phrase query.
- @langflow_ai10 eng
🎥 Missed the Langflow 1.1.2 deep dive? Watch the replay! 🚀 This update includes: ✨ New AI models: DeepSeek, SambaNova & more ♾️ Loop functionality & DataFrames 📦 New Bundles: Needle Retriever, AgentQL, ScrapeGraph AI 🛠️ More Components & major performance boosts! 🔥 Watch the full livestream replay now: invidious.tiekoetter.com/watch?v=zNx27F_r…
mediumphrase4d agoopenMatched through a repo-specific project phrase query.
- @langflow_ai10 eng
🚀 STARTING NOW! Join us live for the Langflow 1.1.2 Release Livestream! We’re diving into the latest updates, including: ✨ New models – DeepSeek, SambaNova & more! 🛠️ Agent upgrades – More tools, features & fixes ♾️ Loop functionality & DataFrame IO 📦 New bundles – Needle Retriever, AgentQL, ScrapeGraph AI 🔴 Tune in now! → crowdcast.io/c/langflow-v112
mediumphrase4d agoopenMatched through a repo-specific project phrase query.
- @NickADobos7 eng
I was literally looking at this yesterday. I’m halfway through implementing @ExaAILabs Other options I found; Firecrawl Tavily Jina scrapegraph ai bright data
mediumphrase4d agoopenMatched through a repo-specific project phrase query.
- @BhanuSanghi5 eng
🚀 Built an AI agent in 3 hours using $1 worth of tools. Here's the exact stack: 1. OpenRouter - All LLM APIs, crypto payments 2. Eliza framework - Quick setup 3. Scrapegraph - AI web scraping for knowledge base That's it. No overthinking. Start building! 🧠
mediumphrase4d agoopenMatched through a repo-specific project phrase query.