[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-c1370b9683657678-automate-low-noise-tech-summaries-with-github-acti-summary":3,"summaries-facets-categories":130,"summary-related-c1370b9683657678-automate-low-noise-tech-summaries-with-github-acti-summary":3795},{"id":4,"title":5,"ai":6,"body":13,"categories":91,"created_at":93,"date_modified":93,"description":84,"extension":94,"faq":93,"featured":95,"kicker_label":93,"meta":96,"navigation":111,"path":112,"published_at":113,"question":93,"scraped_at":114,"seo":115,"sitemap":116,"source_id":117,"source_name":118,"source_type":119,"source_url":120,"stem":121,"tags":122,"thumbnail_url":93,"tldr":127,"tweet":93,"unknown_tags":128,"__hash__":129},"summaries\u002Fsummaries\u002Fc1370b9683657678-automate-low-noise-tech-summaries-with-github-acti-summary.md","Automate Low-Noise Tech Summaries with GitHub Actions for $3\u002FYear",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",5321,1470,34536,0.00129235,{"type":14,"value":15,"toc":83},"minimark",[16,21,30,33,37,48,51,55,58,61,65],[17,18,20],"h2",{"id":19},"achieve-zero-maintenance-daily-tech-overviews-in-3-minutes","Achieve Zero-Maintenance Daily Tech Overviews in 3 Minutes",[22,23,24,25,29],"p",{},"Replace hours of filtering tech news with an automated pipeline that scrapes trending GitHub repos, Hugging Face models, and Product Hunt posts daily, then distills them into plain-English summaries. The system generates a 2-minute ",[26,27,28],"code",{},"overview.md"," for quick skims and detailed Markdown reports per source, pushed to Telegram if configured. Running serverlessly on GitHub Actions for a year costs $3, with no server upkeep—proven stable for 10+ days.",[22,31,32],{},"Start by securing access tokens for GitHub, Hugging Face, Product Hunt, and an OpenRouter API key (use paid low-cost models; free ones fail on GitHub Actions due to no Time-to-First-Token response). Store them as environment variables to avoid hardcoding. This setup acts as \"mining permits\" and \"ignition key\" for the pipeline.",[17,34,36],{"id":35},"scrape-deep-clean-aggressively-for-high-quality-inputs","Scrape Deep, Clean Aggressively for High-Quality Inputs",[22,38,39,40,43,44,47],{},"Deploy spiders to fetch surface data (titles, summaries) then dive for full content: GitHub READMEs, HF Model Cards, PH post bodies and descriptions. 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These burn away marketing jargon, code clutter, and fluff, outputting structured \"information gold\"—exactly what each project\u002Fmodel\u002Fproduct is in plain English.",[22,59,60],{},"Trade-off: GitHub Actions timeouts demand paid models (e.g., low-cost options succeed where free fail, as shown in TTFT tests). Result: Tireless AI handles root-cause filtering, freeing you from aggregators or feeds.",[17,62,64],{"id":63},"generate-and-archive-markdown-reports-automatically","Generate and Archive Markdown Reports Automatically",[22,66,67,68,71,72,74,75,82],{},"Pipeline outputs batch-organized Markdown to ",[26,69,70],{},"reports\u002F"," dir: global ",[26,73,28],{}," plus source-specific details. Telegram integration delivers to your phone. 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MCP Turns Claude Code into Content Automator",{"provider":7,"model":8,"input_tokens":3800,"output_tokens":3801,"processing_time_ms":3802,"cost_usd":3803},7345,1680,14945,0.0022865,{"type":14,"value":3805,"toc":3843},[3806,3810,3813,3817,3829,3833,3836,3840],[17,3807,3809],{"id":3808},"unified-access-to-top-ai-content-models","Unified Access to Top AI Content Models",[22,3811,3812],{},"Higgsfield's MCP server eliminates the fragmentation of AI content tools by providing a single programmatic endpoint to 17 image models (e.g., GPT Images 2, DALL-E variants), 14 video models, and proprietary options. Previously, integrating tools like VO3, Kling, or Seedance required separate APIs, payments, and setups—locking users into outdated options as leaders shift weekly. Now, connect once via Claude's custom connector (web, desktop, or Code terminal) to access everything, paying per use without lock-in. This delivers reliable automation: Claude Code pulls data (e.g., top 10 GitHub AI repos trending weekly\u002Fmonthly, ranked by stars), structures it into prompts, sends to MCP for generation, and retrieves assets—creating deliverables like carousels with minimal intervention.",[17,3814,3816],{"id":3815},"seamless-setup-in-claude-code-for-terminal-automation","Seamless Setup in Claude Code for Terminal Automation",[22,3818,3819,3820,3824,3825,3828],{},"Install takes seconds: In Claude.ai settings > Connectors > Add Custom, paste Higgsfield's MCP URL (from ",[76,3821,3822],{"href":3822,"rel":3823},"https:\u002F\u002Fhiggsfield.ai\u002Fmcp",[80],"), authenticate once. For Claude Code (terminal), prompt 'set up this MCP server' with the URL—it handles config, confirms via ",[26,3826,3827],{},"\u002Fmcp"," command showing 'Higgsfield connected.' Restart if needed. Test with natural language: 'Create 16 images with GPT Images 2' downloads files automatically (poll MCP every 60-90s as it doesn't callback). Inline web\u002Fdesktop previews enable recreate\u002Fedit\u002Fanimate options (e.g., edit via Nano Banana 2 with reference image linked). Trade-off: Terminal lacks previews, so pair with file viewers; speed varies by model\u002Fquality (e.g., 4 high-quality 2K GPT Images 2 variants take ~5min).",[17,3830,3832],{"id":3831},"automating-high-impact-content-like-github-carousels","Automating High-Impact Content Like GitHub Carousels",[22,3834,3835],{},"Combine with Claude Code automations for end-to-end pipelines: Daily script fetches new GitHub repos (last 7\u002F30 days, top 10\u002F5 by stars\u002Fdescriptions—no API setup needed, just prompt Claude Code). Feed data + reference images (cover\u002Fbody slides) to generate carousel prompts matching style. Claude researches repo assets (screenshots, logos), crafts prompts incorporating GitHub copy, sends to MCP (e.g., GPT Images 2 for cover: 'Top 5 Trending AI Repos This Month' in exact reference aesthetic). Produces 4 variants per slide; repeat for bodies using repo visuals. Hybrid optimize: AI for hero images (high aesthetics), code-generated HTML for bodies (lower cost\u002Ftokens). Result: Evergreen posts like one hitting 100k views in 24h. Scale by chaining into single 'skill' (e.g., post-GitHub fetch → auto-carousel → optional review\u002Fpost). Review manually first to refine, then fully automate.",[17,3837,3839],{"id":3838},"trade-offs-and-production-tips","Trade-offs and Production Tips",[22,3841,3842],{},"MCP excels for creative heavy-lifting but requires prompting Claude to poll for completion. Use references for style fidelity; ignore unrelated skills like 'carousel skill.' For volume, rapid-fire requests or batch into one flow. Options abound: Full AI vs. hybrid; daily GitHub vs. other sources. Unlocks Claude Code as 'marketing machine' for solos—grab trends, analyze, generate, deliver—without tool-hopping.",{"title":84,"searchDepth":85,"depth":85,"links":3844},[3845,3846,3847,3848],{"id":3808,"depth":85,"text":3809},{"id":3815,"depth":85,"text":3816},{"id":3831,"depth":85,"text":3832},{"id":3838,"depth":85,"text":3839},[92],{"content_references":3851,"triage":3863},[3852,3854,3857,3860],{"type":99,"title":3853,"url":3822,"context":105},"Higgsfield MCP",{"type":99,"title":3855,"url":3856,"context":102},"Claude Code","https:\u002F\u002Fwww.skool.com\u002Fchase-ai",{"type":3858,"title":3859,"url":3856,"context":102},"other","Master Claude Code",{"type":3858,"title":3861,"url":3862,"context":105},"Chase AI Community","https:\u002F\u002Fwww.skool.com\u002Fchase-ai-community",{"relevance":108,"novelty":3864,"quality":108,"actionability":108,"composite":3865,"reasoning":3866},3,3.8,"Category: AI Automation. The article discusses a new tool that integrates multiple AI models for content automation, addressing the pain point of fragmented AI tools. It provides a clear setup process and practical examples of automating content generation, making it actionable for builders.","\u002Fsummaries\u002Fe9495e7aa5a35588-higgsfield-mcp-turns-claude-code-into-content-auto-summary","2026-04-29 16:27:37","2026-05-03 16:55:33",{"title":3798,"description":84},{"loc":3867},"3d488a4a3245d79c","Chase AI","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=20BDYk-CU_o","summaries\u002Fe9495e7aa5a35588-higgsfield-mcp-turns-claude-code-into-content-auto-summary",[125,3877,124,126],"ai-tools","Higgsfield's MCP server unifies 17 image + 14 video AI models for Claude Code, enabling automated pipelines like daily GitHub trending carousels that generated 100k views in 24h.",[126],"amh3Vcep2xqGqvbvVPcjE3jprVPenNmMILtTEldg1AA",{"id":3882,"title":3883,"ai":3884,"body":3889,"categories":3932,"created_at":93,"date_modified":93,"description":84,"extension":94,"faq":93,"featured":95,"kicker_label":93,"meta":3933,"navigation":111,"path":3950,"published_at":3951,"question":93,"scraped_at":3952,"seo":3953,"sitemap":3954,"source_id":3955,"source_name":3956,"source_type":119,"source_url":3957,"stem":3958,"tags":3959,"thumbnail_url":93,"tldr":3960,"tweet":93,"unknown_tags":3961,"__hash__":3962},"summaries\u002Fsummaries\u002F22f98979d216ca44-claude-code-automates-full-video-editing-pipeline-summary.md","Claude Code Automates Full Video Editing Pipeline",{"provider":7,"model":8,"input_tokens":3885,"output_tokens":3886,"processing_time_ms":3887,"cost_usd":3888},8701,1555,15348,0.00249505,{"type":14,"value":3890,"toc":3927},[3891,3895,3898,3901,3905,3908,3911,3914,3918,3921,3924],[17,3892,3894],{"id":3893},"pipeline-setup-local-tools-for-end-to-end-editing","Pipeline Setup: Local Tools for End-to-End Editing",[22,3896,3897],{},"Create a folder with 'raw' and 'outputs' subfolders. Use Claude Code in terminal (install via its quick-start paste; drag folder path in). Switch to planning mode (Shift+Tab) and prompt: transcribe with free faster-Whisper (no API key), detect repetitions\u002Fbloopers\u002Ferrors\u002Fsilences via transcript analysis, cut with FFmpeg, add hook overlay in first 6 seconds (big bold font, top third), burn in captions, export to outputs with date\u002Fname. Auto-accept edits to build scripts. Run full pipeline by dropping raw video into 'raw'—processes in minutes, handling errors like apostrophes automatically.",[22,3899,3900],{},"This local setup (Claude API for intelligence, Whisper\u002FFFmpeg for heavy lifting) turns unedited footage into tight shorts optimized for Reels\u002FShorts\u002FTikTok, trimming silences for high retention and avoiding platform-native captions.",[17,3902,3904],{"id":3903},"hook-and-caption-techniques-psychology-backed-overlays","Hook and Caption Techniques: Psychology-Backed Overlays",[22,3906,3907],{},"Text hooks run parallel to spoken hook but differ: intrigue via paradox (e.g., \"She was right\" or \"It cost me everything\"), social proof gap (\"78,000 people knew this before me\"), or confession (\"I almost didn't post this\"). Position big\u002Fbold in top third, first 6 seconds, plain white on solid black background—no opacity.",[22,3909,3910],{},"Captions mimic top creators like Mino Wee (530k IG followers): small\u002Fnonchalant font (e.g., Inter), white with black drop shadow for contrast\u002Flegibility, break into 2 words early (first 10s for speed), 4-5 words mid-video, center-aligned, line breaks every 15-20 words later. Auto-correct spelling\u002Fgrammar (e.g., \"Claude\" not \"Claw\"). AB test styles—nonchalant boosts authenticity, reduces clutter for better retention.",[22,3912,3913],{},"Integrate by feeding these rules\u002Fexamples (e.g., Mino's transcript) into Claude prompts during build.",[17,3915,3917],{"id":3916},"refinement-testing-and-daily-scheduling","Refinement, Testing, and Daily Scheduling",[22,3919,3920],{},"Test end-to-end first: drop video, run pipeline, review output (e.g., fix cropping, jumping captions, compression via FFmpeg flags for quality). Iterate conversationally—Claude self-fixes (e.g., re-transcribe post-edit for timing). Read its logs\u002Fresponses to learn error patterns, speeding future builds (e.g., preempt apostrophes).",[22,3922,3923],{},"Schedule in Claude desktop app: open folder, prompt routine for 9AM daily—scan 'raw', process in parallel (CPU-heavy, overnight ideal) or sequential, output to 'outputs', move raw to 'processed'. Computer must stay on\u002Fawake. Extend with tools like Blowtato for auto-publishing.",[22,3925,3926],{},"Outcome: Scales content (Duncan grew 110k followers, 6-figure agency in 12 months; 2k community members automate in \u003C3h\u002Fweek). Trade-off: Local processing ties to your machine; read Claude outputs to partner effectively without coding knowledge.",{"title":84,"searchDepth":85,"depth":85,"links":3928},[3929,3930,3931],{"id":3893,"depth":85,"text":3894},{"id":3903,"depth":85,"text":3904},{"id":3916,"depth":85,"text":3917},[92],{"content_references":3934,"triage":3948},[3935,3938,3940,3942,3944],{"type":3858,"title":3936,"url":3937,"context":105},"The #1 community for building a highly-profitable personal brand with AI and Claude Code.","https:\u002F\u002Fwww.skool.com\u002Fbuildroom\u002F",{"type":99,"title":3939,"context":105},"faster Whisper",{"type":99,"title":3941,"context":105},"FFmpeg",{"type":99,"title":3943,"context":105},"Blowtato",{"type":3858,"title":3945,"author":3946,"context":3947},"Mino Wee Instagram video: This one editing hack got me 1.8 million followers","Mino Wee","cited",{"relevance":107,"novelty":108,"quality":108,"actionability":107,"composite":109,"reasoning":3949},"Category: AI Automation. The article provides a detailed, actionable guide on automating a video editing pipeline using Claude Code, Whisper, and FFmpeg, which directly addresses the audience's need for practical applications in AI tooling. It includes specific steps for setup and execution, making it highly actionable.","\u002Fsummaries\u002F22f98979d216ca44-claude-code-automates-full-video-editing-pipeline-summary","2026-04-27 14:45:13","2026-05-03 16:55:45",{"title":3883,"description":84},{"loc":3950},"fc871bead432b878","Duncan Rogoff | AI Automation","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=xN1N0l6_a4Y","summaries\u002F22f98979d216ca44-claude-code-automates-full-video-editing-pipeline-summary",[124,125,3877,126],"Build a folder-based system in Claude Code using Whisper and FFmpeg: auto-transcribe raw videos, cut mistakes\u002Fsilences, add text hooks\u002Fcaptions, output ready shorts—frees 15-20 hours\u002Fweek for more content creation.",[126],"drNx6xPKa5DLduwR5LD6IWb2rT9Pn8OXFOqNfuzYrEo",{"id":3964,"title":3965,"ai":3966,"body":3971,"categories":4020,"created_at":93,"date_modified":93,"description":84,"extension":94,"faq":93,"featured":95,"kicker_label":93,"meta":4021,"navigation":111,"path":4036,"published_at":4037,"question":93,"scraped_at":4038,"seo":4039,"sitemap":4040,"source_id":4041,"source_name":3956,"source_type":119,"source_url":4042,"stem":4043,"tags":4044,"thumbnail_url":93,"tldr":4045,"tweet":93,"unknown_tags":4046,"__hash__":4047},"summaries\u002Fsummaries\u002F309a2070d4011328-automate-youtube-shorts-with-claude-code-remotion-summary.md","Automate YouTube Shorts with Claude Code & Remotion",{"provider":7,"model":8,"input_tokens":3967,"output_tokens":3968,"processing_time_ms":3969,"cost_usd":3970},7467,1838,15832,0.0023899,{"type":14,"value":3972,"toc":4015},[3973,3977,3993,3997,4008,4012],[17,3974,3976],{"id":3975},"pipeline-planning-delivers-full-architecture-in-minutes","Pipeline Planning Delivers Full Architecture in Minutes",[22,3978,3979,3980,3983,3984,3987,3988,3992],{},"Start Claude Code in Antigravity (antigravity.google) with ",[26,3981,3982],{},"\u002Fplan"," mode to outline the entire system before coding. Provide a detailed prompt specifying inputs (folder of MP4 videos + transcripts), goals (extract 5 high-tension moments per video via Claude analysis, inspired by Alex Hormozi's advice), and outputs (vertical 9:16 MP4s with HeyGen avatar intro hooks, Remotion animated captions, FFmpeg trims). Include a ",[26,3985,3986],{},"viral-hooks.md"," file with 1000+ templates like \"This represents your X before, during, and after ",[3989,3990,3991],"span",{},"mind-blowing method",".\" Claude generates a step-by-step plan in 5-6 minutes: Claude for transcript analysis, FFmpeg for fast trimming, HeyGen for 5-10s avatar hooks (select best hook, fill variables contextually, end with \"Watch this\"), Remotion for TikTok-style captions (one word at a time), FFmpeg concatenation. Project structure auto-plans folders for inputs\u002Foutputs. This front-loaded planning prevents scope creep, enabling 15-minute initial builds.",[17,3994,3996],{"id":3995},"tool-setup-unlocks-programmatic-video-editing","Tool Setup Unlocks Programmatic Video Editing",[22,3998,3999,4000,4003,4004,4007],{},"Install Claude Code via quick-start command in Antigravity terminal. Add Remotion skill globally (",[26,4001,4002],{},"npx @remotion\u002Fmcp@latest install",") for code-based video rendering (free, handles captions\u002Fmotion graphics\u002Fcompositing). Create ",[26,4005,4006],{},".env"," with Anthropic API key (platform.anthropic.com), HeyGen API key\u002Favatar ID\u002Fvoice ID (heygen.com; clone voice or use ElevenLabs import). HeyGen generates hooks: wide shot for hook, punch-in 30% zoom on \"Watch this,\" no speech gaps. FFmpeg handles picture-in-picture reformatting (screen top half, facecam bottom full-frame). Enable auto-accept edits to build index.ts + utils in one pass. Remotion excels for deterministic overlays vs. manual editors; scales to batch 40+ videos without per-clip tweaks.",[17,4009,4011],{"id":4010},"iterative-refinement-yields-usable-clips-fast","Iterative Refinement Yields Usable Clips Fast",[22,4013,4014],{},"Run on single video first: processes one folder's MP4\u002Ftranscript into 5 clips. Initial output impresses—avatar hook + trimmed content + captions—but fix via notes: redirect outputs to project folder (not prior projects), raise captions 100-150px, center on split-screen, add top-third text hook supporting spoken one. Rerun refines: blurry upscales fixed by vertical stacking, HeyGen captions synced word-by-word. Total: 20-30 minutes to production-ready shorts despite first-pass issues like folder paths or credit shortages. Scale by batching folders; next: auto-publishing. Trade-off: AI avatars need credits\u002Ftuning for polish, but 80% automation frees manual polish for hooks. Result: repurposes long-form into viral-ready TikTok\u002FReels\u002FShorts, boosting distribution without daily editing.",{"title":84,"searchDepth":85,"depth":85,"links":4016},[4017,4018,4019],{"id":3975,"depth":85,"text":3976},{"id":3995,"depth":85,"text":3996},{"id":4010,"depth":85,"text":4011},[92],{"content_references":4022,"triage":4034},[4023,4026,4027,4029,4031,4032],{"type":99,"title":4024,"url":4025,"context":105},"Antigravity","https:\u002F\u002Fantigravity.google",{"type":99,"title":3855,"context":105},{"type":99,"title":4028,"context":105},"Remotion",{"type":99,"title":4030,"context":105},"HeyGen",{"type":99,"title":3941,"context":105},{"type":3858,"title":4033,"url":3937,"context":102},"Buildroom Skool Community",{"relevance":107,"novelty":108,"quality":108,"actionability":107,"composite":109,"reasoning":4035},"Category: AI Automation. The article provides a detailed, actionable guide on automating YouTube Shorts using Claude Code and Remotion, addressing the audience's need for practical applications of AI tools in content creation. It outlines specific steps for setting up the pipeline and tools, making it immediately applicable for builders looking to streamline video editing processes.","\u002Fsummaries\u002F309a2070d4011328-automate-youtube-shorts-with-claude-code-remotion-summary","2026-04-20 14:45:07","2026-04-21 15:23:20",{"title":3965,"description":84},{"loc":4036},"e5ed1507e3725733","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=L5zMizSVyNI","summaries\u002F309a2070d4011328-automate-youtube-shorts-with-claude-code-remotion-summary",[125,3877,124,126],"Claude Code builds a full YouTube clipping agent in 15-30 minutes: analyzes transcripts for high-tension moments, generates HeyGen avatar hooks from 1000+ viral templates, trims with FFmpeg, captions via Remotion, outputs 9:16 shorts.",[126],"m64ELnYZMNn6bE0o9ndN7UN1wSltIwMXRb9JRde7YLU",{"id":4049,"title":4050,"ai":4051,"body":4056,"categories":4232,"created_at":93,"date_modified":93,"description":84,"extension":94,"faq":93,"featured":95,"kicker_label":93,"meta":4233,"navigation":111,"path":4246,"published_at":4247,"question":93,"scraped_at":4248,"seo":4249,"sitemap":4250,"source_id":4251,"source_name":4252,"source_type":119,"source_url":4253,"stem":4254,"tags":4255,"thumbnail_url":93,"tldr":4256,"tweet":93,"unknown_tags":4257,"__hash__":4258},"summaries\u002Fsummaries\u002F2b86b56581be5fbf-crawl4ai-build-async-web-crawlers-with-extraction--summary.md","Crawl4AI: Build Async Web Crawlers with Extraction & JS",{"provider":7,"model":8,"input_tokens":4052,"output_tokens":4053,"processing_time_ms":4054,"cost_usd":4055},9389,1775,8916,0.00274265,{"type":14,"value":4057,"toc":4226},[4058,4062,4077,4103,4107,4114,4131,4135,4150,4161,4175,4179,4186,4193,4204,4219],[17,4059,4061],{"id":4060},"environment-setup-for-reliable-crawling","Environment Setup for Reliable Crawling",[22,4063,4064,4065,4068,4069,4072,4073,4076],{},"Install Crawl4AI v0.8.x in Colab with system deps (libnss3, libatk1.0-0, etc.), pip packages (crawl4ai, nest_asyncio, pydantic), and Playwright Chromium via ",[26,4066,4067],{},"playwright install chromium && install-deps",". Apply ",[26,4070,4071],{},"nest_asyncio"," for async notebooks. Use ",[26,4074,4075],{},"AsyncWebCrawler()"," context manager for all runs.",[22,4078,4079,4080,4083,4084,4087,4088,4087,4091,4094,4095,4098,4099,4102],{},"Basic crawl: ",[26,4081,4082],{},"await crawler.arun(url=\"https:\u002F\u002Fexample.com\")"," yields ",[26,4085,4086],{},"result.success",", ",[26,4089,4090],{},"result.metadata['title']",[26,4092,4093],{},"result.markdown.raw_markdown",". Config via ",[26,4096,4097],{},"BrowserConfig(headless=True, viewport_width=1920, user_agent=...)"," and ",[26,4100,4101],{},"CrawlerRunConfig(cache_mode=CacheMode.BYPASS, page_timeout=30000, wait_until=\"networkidle\")"," handles dynamic sites like httpbin.org\u002Fhtml, ensuring full JS-rendered content.",[17,4104,4106],{"id":4105},"markdown-cleaning-and-query-filtering","Markdown Cleaning and Query Filtering",[22,4108,4109,4110,4113],{},"Generate clean markdown with ",[26,4111,4112],{},"DefaultMarkdownGenerator(content_filter=PruningContentFilter(threshold=0.4, threshold_type=\"fixed\", min_word_threshold=20))",". On Wikipedia's Web_scraping page, raw markdown shrinks ~50-70% to fit_markdown by removing noise.",[22,4115,4116,4117,4120,4121,4087,4124,4098,4127,4130],{},"For relevance, apply ",[26,4118,4119],{},"BM25ContentFilter(user_query=\"legal aspects privacy data protection\", bm25_threshold=1.2)","—filters Wikipedia to query-matched sections only, e.g., 800+ chars of privacy-focused content. Use ",[26,4122,4123],{},"css_selector=\"article, main\"",[26,4125,4126],{},"excluded_tags=[\"nav\", \"footer\"]",[26,4128,4129],{},"remove_overlay_elements=True"," to target main content, yielding concise markdown (e.g., 500 chars preview without nav junk).",[17,4132,4134],{"id":4133},"structured-extraction-css-llm-and-js-handling","Structured Extraction: CSS, LLM, and JS Handling",[22,4136,4137,4138,4141,4142,4145,4146,4149],{},"CSS extraction via ",[26,4139,4140],{},"JsonCssExtractionStrategy(schema)",": Define ",[26,4143,4144],{},"baseSelector"," (e.g., \"div.mw-parser-output h2\") and fields like ",[26,4147,4148],{},"{\"name\": \"heading_text\", \"selector\": \"span.mw-headline\", \"type\": \"text\"}"," or attributes. Extracts 10+ Wikipedia Python headings or Hacker News top stories (rank, title, url, site) as JSON list—fast, no LLM needed.",[22,4151,4152,4153,4156,4157,4160],{},"LLM extraction: Pydantic schema ",[26,4154,4155],{},"class Article(BaseModel): title: str; summary: str; topics: List[str]",". Use ",[26,4158,4159],{},"LLMExtractionStrategy(llm_config=LLMConfig(provider=\"openai\u002Fgpt-4o-mini\", api_token=...), schema=Article.model_json_schema(), instruction=\"Extract article titles and summaries.\")"," on HN for structured JSON.",[22,4162,4163,4164,4167,4168,4087,4171,4174],{},"JS execution: Inject ",[26,4165,4166],{},"js_code=[\"window.scrollTo(0, document.body.scrollHeight); await new Promise(r => setTimeout(r, 1000));\"]"," with ",[26,4169,4170],{},"wait_for=\"css:body\"",[26,4172,4173],{},"delay_before_return_html=1.0"," to load dynamic content.",[17,4176,4178],{"id":4177},"scaling-deep-crawls-concurrency-sessions-and-outputs","Scaling: Deep Crawls, Concurrency, Sessions, and Outputs",[22,4180,4181,4182,4185],{},"Deep crawl with ",[26,4183,4184],{},"BFSDeepCrawlStrategy(max_depth=2, max_pages=5, filter_chain=FilterChain([DomainFilter(allowed_domains=[\"docs.crawl4ai.com\"]), URLPatternFilter(patterns=[\"*quickstart*\"])]))","—crawls 5 targeted docs.crawl4ai.com pages.",[22,4187,4188,4189,4192],{},"Concurrent: ",[26,4190,4191],{},"await crawler.arun_many(urls=[\"httpbin.org\u002Fhtml\", ...])"," processes 5 URLs in parallel, reporting success\u002Fcontent lengths.",[22,4194,4195,4196,4199,4200,4203],{},"Sessions: Share ",[26,4197,4198],{},"session_id=\"my_session\""," across ",[26,4201,4202],{},"arun()"," calls to persist cookies (e.g., set\u002Fread via httpbin.org\u002Fcookies).",[22,4205,4206,4207,4210,4211,4214,4215,4218],{},"Extras: ",[26,4208,4209],{},"screenshot=True"," captures base64 PNG; ",[26,4212,4213],{},"media['images']"," lists img srcs; ",[26,4216,4217],{},"result.links['internal\u002Fexternal']"," analyzes site structure (e.g., 20+ internals from docs.crawl4ai.com).",[22,4220,4221,4222,4225],{},"Real-world: Combine CSS schema for HN stories + pruning for 15 clean stories JSON, saved via ",[26,4223,4224],{},"json.dump(stories, 'hacker_news_stories.json')",". Trade-offs: Bypassing cache speeds dev but risks duplicates; headless=True hides browser but misses visual debug.",{"title":84,"searchDepth":85,"depth":85,"links":4227},[4228,4229,4230,4231],{"id":4060,"depth":85,"text":4061},{"id":4105,"depth":85,"text":4106},{"id":4133,"depth":85,"text":4134},{"id":4177,"depth":85,"text":4178},[92],{"content_references":4234,"triage":4244},[4235,4238,4241],{"type":99,"title":4236,"url":4237,"context":3947},"Crawl4AI","https:\u002F\u002Fgithub.com\u002Funclecode\u002Fcrawl4ai",{"type":3858,"title":4239,"url":4240,"context":102},"Crawl4AI Docs","https:\u002F\u002Fdocs.crawl4ai.com\u002F",{"type":3858,"title":4242,"url":4243,"context":105},"Crawl4AI Discord","https:\u002F\u002Fdiscord.gg\u002FjP8KfhDhyN",{"relevance":107,"novelty":108,"quality":108,"actionability":107,"composite":109,"reasoning":4245},"Category: AI Automation. The article provides a detailed implementation guide for building asynchronous web crawlers using Crawl4AI, which directly addresses practical automation needs for AI-powered product builders. It includes specific code examples and configurations that can be immediately applied, making it highly actionable.","\u002Fsummaries\u002F2b86b56581be5fbf-crawl4ai-build-async-web-crawlers-with-extraction-summary","2026-04-15 00:39:12","2026-04-15 15:39:38",{"title":4050,"description":84},{"loc":4246},"2b86b56581be5fbf","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F04\u002F14\u002Fa-coding-implementation-of-crawl4ai-for-web-crawling-markdown-generation-javascript-execution-and-llm-based-structured-extraction\u002F","summaries\u002F2b86b56581be5fbf-crawl4ai-build-async-web-crawlers-with-extraction--summary",[123,124,3877,126],"Crawl4AI simplifies advanced web scraping in Python: async crawling, markdown cleaning via pruning\u002FBM25, CSS\u002FLLM structured extraction, JS execution, deep\u002Fconcurrent crawls, sessions, screenshots—all powered by Playwright.",[126],"dTQFBNkWaAgaughpD6dXHDEhCVQtFtdF2lg4_xpYDpY"]