[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-8a174f172dfd650f-how-to-install-the-home-assistant-community-store-summary":3,"summaries-facets-categories":135,"summary-related-8a174f172dfd650f-how-to-install-the-home-assistant-community-store-summary":7039},{"id":4,"title":5,"ai":6,"body":13,"categories":95,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":100,"navigation":117,"path":118,"published_at":119,"question":97,"scraped_at":120,"seo":121,"sitemap":122,"source_id":123,"source_name":124,"source_type":125,"source_url":126,"stem":127,"tags":128,"thumbnail_url":97,"tldr":132,"tweet":97,"unknown_tags":133,"__hash__":134},"summaries\u002Fsummaries\u002F8a174f172dfd650f-how-to-install-the-home-assistant-community-store-summary.md","How to Install the Home Assistant Community Store (HACS)",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4616,643,3395,0.0021185,{"type":14,"value":15,"toc":88},"minimark",[16,21,25,47,51,54,64,68],[17,18,20],"h2",{"id":19},"installation-methods-by-environment","Installation Methods by Environment",[22,23,24],"p",{},"The Home Assistant Community Store (HACS) allows users to extend their smart home setup with community-developed integrations, themes, and dashboard cards. The installation process is determined by your Home Assistant deployment type:",[26,27,28,41],"ul",{},[29,30,31,35,36,40],"li",{},[32,33,34],"strong",{},"HAOS \u002F Supervised:"," Navigate to Settings → Add-ons → Add-on Store. Add the repository ",[37,38,39],"code",{},"https:\u002F\u002Fgithub.com\u002Fhacs\u002Faddons",", install the \"Get HACS\" add-on, and follow the instructions provided in the add-on logs.",[29,42,43,46],{},[32,44,45],{},"Container \u002F Core:"," You must have terminal access to your configuration directory to run the official installation script directly.",[17,48,50],{"id":49},"configuration-and-authorization","Configuration and Authorization",[22,52,53],{},"After the initial download, a full system restart (Settings → System → Restart) is mandatory for Home Assistant to recognize the new integration. Once restarted, navigate to Settings → Devices & Services → Add Integration and search for \"HACS.\"",[22,55,56,59,60,63],{},[32,57,58],{},"Pro-tip:"," If HACS does not appear in the list, perform a hard refresh or clear your browser cache; this is the most frequent point of failure for new users. After adding the integration, you must complete the GitHub device OAuth flow by entering the provided code at ",[37,61,62],{},"github.com\u002Flogin\u002Fdevice"," to grant HACS access to your account.",[17,65,67],{"id":66},"maintenance-and-troubleshooting","Maintenance and Troubleshooting",[26,69,70,76,82],{},[29,71,72,75],{},[32,73,74],{},"Updates:"," HACS simplifies maintenance by displaying available updates for your custom integrations directly within its panel. Applying an update typically requires only a single click followed by a system restart.",[29,77,78,81],{},[32,79,80],{},"Empty HACS Panel:"," If the HACS sidebar remains empty after installation, it usually indicates that the GitHub authorization step was skipped or failed.",[29,83,84,87],{},[32,85,86],{},"Rate Limiting:"," If you encounter GitHub rate limit errors, wait a few minutes before attempting the authorization process again.",{"title":89,"searchDepth":90,"depth":90,"links":91},"",2,[92,93,94],{"id":19,"depth":90,"text":20},{"id":49,"depth":90,"text":50},{"id":66,"depth":90,"text":67},[96],"AI Automation",null,"md",false,{"content_references":101,"triage":113},[102,107,110],{"type":103,"title":104,"url":105,"context":106},"tool","Home Assistant","https:\u002F\u002Fwww.home-assistant.io\u002F","mentioned",{"type":103,"title":108,"url":109,"context":106},"HACS (Home Assistant Community Store)","https:\u002F\u002Fhacs.xyz\u002F",{"type":103,"title":111,"url":112,"context":106},"GitHub","https:\u002F\u002Fgithub.com",{"relevance":114,"novelty":90,"quality":114,"actionability":115,"composite":114,"reasoning":116},3,4,"Category: Automation. The article provides a step-by-step guide on installing the Home Assistant Community Store (HACS), which is relevant for users looking to automate their smart home setups. While it offers practical installation methods, the content does not introduce new concepts or insights beyond the installation process.",true,"\u002Fsummaries\u002F8a174f172dfd650f-how-to-install-the-home-assistant-community-store-summary","2026-06-08 04:17:27","2026-06-10 12:56:57",{"title":5,"description":89},{"loc":118},"8a174f172dfd650f","Level Up Coding","article","https:\u002F\u002Flevelup.gitconnected.com\u002Fhow-to-install-hacs-in-home-assistant-step-by-step-76eb6bd268c4?source=rss----5517fd7b58a6---4","summaries\u002F8a174f172dfd650f-how-to-install-the-home-assistant-community-store-summary",[129,130,131],"automation","open-source","home-assistant","HACS enables custom integrations and themes in Home Assistant. Installation requires a GitHub account and varies slightly depending on whether you use HAOS\u002FSupervised or Container\u002FCore 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Avoids no-code limitations by allowing code injection, scaling from simple triggers to AI-orchestrated chains.",[17,7072,7074],{"id":7073},"adoption-metrics-and-active-development","Adoption Metrics and Active Development",[22,7076,7077],{},"Massive traction: 182k stars, 56.3k forks, 18,672 commits, 2,952 branches, 1,921 tags signal battle-tested reliability. Open issues (375), PRs (1.1k) indicate vibrant community fixing flakiness (e.g., unit tests) and enhancing eval\u002Ftest runs. AI accelerates dev: Recent commits (e.g., Mar 2026) co-authored by Claude Opus\u002FHaiku for chores like devcontainer fixes, plan saving in PRs, and npm rebuilds. Folders like .claude store AI prompts\u002Fskills (n8n-plan for PR planning), showing how teams embed LLMs in workflows to boost productivity 10x on maintenance.",[22,7079,7080],{},"Outcome: Builders ship automations faster—e.g., content pipelines or agent swarms—without building from scratch, leveraging the repo's structure for forking\u002Fextending.",{"title":89,"searchDepth":90,"depth":90,"links":7082},[7083,7084,7085],{"id":7053,"depth":90,"text":7054},{"id":7063,"depth":90,"text":7064},{"id":7073,"depth":90,"text":7074},[96],{"content_references":7088,"triage":7089},[],{"relevance":7090,"novelty":115,"quality":115,"actionability":7090,"composite":7091,"reasoning":7092},5,4.55,"Category: AI Automation. The article provides a comprehensive overview of n8n, a tool for automating AI workflows, which directly addresses the needs of builders looking to integrate AI into their products. It includes practical details on deployment, customization, and integration, making it immediately actionable for developers and indie builders.","\u002Fsummaries\u002Fc37165a31cd3fc39-n8n-ai-powered-workflow-automation-with-400-integr-summary","2026-04-15 15:27:26",{"title":7042,"description":89},{"loc":7093},"c37165a31cd3fc39","__oneoff__","https:\u002F\u002Fgithub.com\u002Fn8n-io\u002Fn8n","summaries\u002Fc37165a31cd3fc39-n8n-ai-powered-workflow-automation-with-400-integr-summary",[129,7102,130],"ai-tools","n8n combines visual workflow building, custom code, native AI features, self-hosting or cloud deployment, and 400+ integrations; 182k GitHub stars and 56k forks show massive adoption for automating AI pipelines.",[],"VbI757scwk7DuunsvXTOmj6ZgvjqOMVuwrkJML6oYmM",{"id":7107,"title":7108,"ai":7109,"body":7114,"categories":7306,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7307,"navigation":117,"path":7322,"published_at":7323,"question":97,"scraped_at":7324,"seo":7325,"sitemap":7326,"source_id":7327,"source_name":7328,"source_type":125,"source_url":7329,"stem":7330,"tags":7331,"thumbnail_url":97,"tldr":7333,"tweet":97,"unknown_tags":7334,"__hash__":7335},"summaries\u002Fsummaries\u002Fce5909da8e6a1633-local-serp-index-with-typesense-0-faceted-search-summary.md","Local SERP Index with Typesense: $0 Faceted Search",{"provider":7,"model":7044,"input_tokens":7110,"output_tokens":7111,"processing_time_ms":7112,"cost_usd":7113},8571,2181,28010,0.0027822,{"type":14,"value":7115,"toc":7301},[7116,7120,7143,7146,7150,7188,7234,7254,7258,7290],[17,7117,7119],{"id":7118},"pipeline-delivers-instant-faceted-search-over-live-serps","Pipeline Delivers Instant Faceted Search Over Live SERPs",[22,7121,7122,7123,7126,7127,7130,7131,7134,7135,7138,7139,7142],{},"Replace manual JSON grepping for research (e.g., arXiv RAG papers) with a local index: query Google via ",[37,7124,7125],{},"site:arxiv.org + topic"," using Bright Data SERP API, transform organics to docs, bulk upsert into Typesense—a free, Dockerized Algolia alternative running on localhost:8108. Default fetches 10 results per query (sliced client-side since Google ignores ",[37,7128,7129],{},"&num="," post-2025 deprecation), delays 0.6s between calls to respect rates. Run ",[37,7132,7133],{},"ingest.py"," to drop\u002Frecreate collection or ",[37,7136,7137],{},"--append"," to accumulate across runs, enabling cross-query analysis like overlaps in \"agentic RAG\" vs. \"hybrid search\". Browser queries proxy through ",[37,7140,7141],{},"serve.py"," (stdlib http.server, 30 lines) to hide admin API key; UI shows keyword results, source_query\u002Fdomain chips, position-sorted cards with provenance.",[22,7144,7145],{},"Yields sub-second faceted search: filter by seed query chips (exact strings like \"site:arxiv.org long context vs RAG 2026\") or domains, revealing patterns like papers surfacing under multiple angles. Total cost $0 beyond Bright Data credits; scales to any domain where Google outperforms native search.",[17,7147,7149],{"id":7148},"schema-and-doc-mapping-unlocks-provenance","Schema and Doc Mapping Unlocks Provenance",[22,7151,7152,7153,7156,7157,7160,7161,7164,7165,7168,7169,7156,7172,7175,7176,7179,7180,7183,7184,7187],{},"Define Typesense collection with fields mirroring SERP organics: ",[37,7154,7155],{},"title","\u002F",[37,7158,7159],{},"snippet"," (capped 8000\u002F16000 chars), ",[37,7162,7163],{},"url",", ",[37,7166,7167],{},"position"," (int32, defaults to rank or index+1), ",[37,7170,7171],{},"source_query",[37,7173,7174],{},"domain"," (string, ",[37,7177,7178],{},"facet: true","). Set ",[37,7181,7182],{},"default_sorting_field: \"position\""," to preserve Google's order as baseline ranking signal. Generate doc IDs as ",[37,7185,7186],{},"sha256(url + \"\\t\" + source_query)","—critical for duplicates: same arXiv paper under two queries becomes two docs, each facet-tagged, letting you spot multi-angle surfacing. Hash URL alone loses this; index stays \"clean\" but provenance vanishes.",[22,7189,7190,7193,7194,7156,7197,7164,7199,7156,7202,7164,7204,7156,7207,7209,7210,7213,7214,7217,7218,7221,7222,7225,7226,7229,7230,7233],{},[37,7191,7192],{},"organic_to_documents"," handles var names (",[37,7195,7196],{},"link",[37,7198,7163],{},[37,7200,7201],{},"description",[37,7203,7159],{},[37,7205,7206],{},"rank",[37,7208,7167],{},"); skips invalids. ",[37,7211,7212],{},"import_"," with ",[37,7215,7216],{},"{\"action\": \"upsert\"}"," on JSONL batch reports errors per line (e.g., check ",[37,7219,7220],{},"'\"success\":false'","). ",[37,7223,7224],{},"--num-results 8"," arg caps post-fetch; retries 2x with 0.5*(attempt+1)s backoff on Bright Data 200-but-empty or non-200 inner status. Validates unwrap from ",[37,7227,7228],{},"body"," (often JSON string) before ",[37,7231,7232],{},"organic"," access—skipping silently indexes nothing.",[22,7235,7236,7237,7241,7242,7245,7246,7249,7250,7253],{},"Demo queries: ",[7238,7239,7240],"span",{},"\"site:arxiv.org retrieval augmented generation 2026\", etc.","; override via ",[37,7243,7244],{},"--query"," (repeatable) or ",[37,7247,7248],{},"--queries-file"," (one\u002Fline, skip #\u002Fblanks). ",[37,7251,7252],{},"--delay 0.6"," tunes politeness.",[17,7255,7257],{"id":7256},"proxy-shields-api-key-ui-leverages-facets-natively","Proxy Shields API Key; UI Leverages Facets Natively",[22,7259,7260,7262,7263,7266,7267,7270,7271,7274,7275,7278,7279,7282,7283,7286,7287,7289],{},[37,7261,7141],{}," proxies ",[37,7264,7265],{},"\u002Fapi\u002Fsearch"," (fixed params: q, filter_by=",[37,7268,7269],{},"source_query:*chip* || domain:*chip*",", facet_by=",[37,7272,7273],{},"source_query,domain",", per_page=20) to Typesense, stripping auth from response. No frameworks—pure ",[37,7276,7277],{},"http.server"," + ",[37,7280,7281],{},"urllib.parse"," for static\u002Findex.html. UI: input triggers fetch, chips toggle facets (e.g., ",[37,7284,7285],{},"q=graph RAG&filter_by=source_query:site:arxiv.org graph RAG 2026","), results as cards (",[37,7288,7155],{},", snippet, url, position, chips).",[22,7291,7292,7293,7296,7297,7300],{},"Docker Compose persists ",[37,7294,7295],{},"\u002Fdata"," volume; ",[37,7298,7299],{},"--api-key devtypesense"," matches .env. Swap SERP providers by editing .env only. Explores snapshot (recreate) vs. corpus (--append) modes: add Thursday query to Monday index without reset, query once-collected data many times.",{"title":89,"searchDepth":90,"depth":90,"links":7302},[7303,7304,7305],{"id":7118,"depth":90,"text":7119},{"id":7148,"depth":90,"text":7149},{"id":7256,"depth":90,"text":7257},[141],{"content_references":7308,"triage":7319},[7309,7312,7315],{"type":103,"title":7310,"url":7311,"context":106},"Bright Data","https:\u002F\u002Fget.brightdata.com\u002Fbd-serp-api",{"type":103,"title":7313,"url":7314,"context":106},"Typesense","https:\u002F\u002Ftypesense.org\u002F",{"type":7316,"title":7317,"url":7318,"context":106},"other","sixthextinction\u002Ftypesense","https:\u002F\u002Fgithub.com\u002Fsixthextinction\u002Ftypesense",{"relevance":115,"novelty":114,"quality":115,"actionability":115,"composite":7320,"reasoning":7321},3.8,"Category: AI Automation. The article provides a practical guide on building a local search engine using Typesense, addressing the pain point of manual data handling for AI-powered product builders. It includes specific steps for implementation, such as using Bright Data's SERP API and Typesense for faceted search, making it actionable for developers.","\u002Fsummaries\u002Fce5909da8e6a1633-local-serp-index-with-typesense-0-faceted-search-summary","2026-04-21 06:19:56","2026-04-21 15:25:51",{"title":7108,"description":89},{"loc":7322},"ce5909da8e6a1633","Python in Plain English","https:\u002F\u002Fpython.plainenglish.io\u002Fi-built-a-0-search-engine-on-real-web-data-no-algolia-or-elasticsearch-10be241aef3b?source=rss----78073def27b8---4","summaries\u002Fce5909da8e6a1633-local-serp-index-with-typesense-0-faceted-search-summary",[7332,130,129],"python","Fetch Google SERPs via Bright Data, index organics into local Typesense for fast faceted search across queries\u002Fdomains. Beats grepping JSON; open-source Python\u002FDocker setup accumulates runs with --append.",[],"AbbMi-hgMYR87OSYp4wOlS1r12rbfYehoZ6-dhuTnHQ",{"id":7337,"title":7338,"ai":7339,"body":7344,"categories":7372,"created_at":97,"date_modified":97,"description":7373,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7374,"navigation":117,"path":7375,"published_at":7376,"question":97,"scraped_at":7377,"seo":7378,"sitemap":7379,"source_id":7380,"source_name":7381,"source_type":7382,"source_url":7383,"stem":7384,"tags":7385,"thumbnail_url":97,"tldr":7387,"tweet":97,"unknown_tags":7388,"__hash__":7389},"summaries\u002Fsummaries\u002Ff3c6374fde7e6a28-appsmith-build-internal-tools-in-minutes-open-sour-summary.md","Appsmith: Build Internal Tools in Minutes, Open-Source",{"provider":7,"model":7044,"input_tokens":7340,"output_tokens":7341,"processing_time_ms":7342,"cost_usd":7343},4286,949,8010,0.00130905,{"type":14,"value":7345,"toc":7367},[7346,7350,7353,7357,7360,7364],[17,7347,7349],{"id":7348},"drag-and-drop-speed-for-crud-apps-cuts-build-time-to-minutes","Drag-and-Drop Speed for CRUD Apps Cuts Build Time to Minutes",[22,7351,7352],{},"Connect databases like Postgres directly, then drag in widgets (tables, inputs, buttons) that auto-populate from queries. Bind data instantly: a table pulls employee records, an input filters via SQL query on submit, and a button triggers updates with toast notifications. Deploy a full CRUD app without React setup, API layers, or auth wiring—takes 1-2 minutes. UI widgets handle forms\u002Ftables, data sources link databases\u002FAPIs\u002FSaaS\u002FLLMs, and queries use SQL\u002FREST\u002FJS. Result: ship dashboards\u002Fforms 10x faster than custom code, ideal for internal tools not customer-facing apps.",[17,7354,7356],{"id":7355},"javascript-everywhere-git-keeps-devs-in-control","JavaScript Everywhere + Git Keeps Devs in Control",[22,7358,7359],{},"Unlike no-code tools hiding logic, inject JS freely for custom logic, themes, and triggers—never stuck with presets. Git integrates natively: branch, merge, CI\u002FCD as expected. Self-host via Docker\u002FKubernetes for free unlimited users, no vendor lock-in or costs. Build custom React\u002FJS components; production features include RBAC, audit logs, SSO. AI generates editable code. Own your data\u002Fcosts fully, scaling from prototypes to enterprise without switching tools.",[17,7361,7363],{"id":7362},"trade-offs-fast-prototyping-not-pixel-perfect-scale","Trade-offs: Fast Prototyping, Not Pixel-Perfect Scale",[22,7365,7366],{},"Client-side rendering slows on massive datasets—use server-side pagination. Mobile layouts require manual tweaks, no auto-responsiveness. State management confuses no-code users initially. UI lags Retool's polish for fancy dashboards. Still, open-source (39k+ GitHub stars) beats Retool's expense\u002Fclosed-source and Bubble\u002FWebflow's customer-app focus. Outshines ToolJet on Git. Choose Appsmith for quick internal tools where speed > perfection; export JS\u002Fcode if needs grow.",{"title":89,"searchDepth":90,"depth":90,"links":7368},[7369,7370,7371],{"id":7348,"depth":90,"text":7349},{"id":7355,"depth":90,"text":7356},{"id":7362,"depth":90,"text":7363},[141],"If you’re a developer tired of rebuilding the same internal tools over and over—admin panels, dashboards, CRUD apps, auth flows—this video breaks down a faster, smarter way to ship them. \n\nI’ll show how you can build a full CRUD app in under a minute using an open-source, self-hosted platform designed specifically for internal tools. We cover how Appsmith works (widgets, queries, JavaScript bindings), how it connects to databases and APIs, and why many developers are switching from tools like Retool and Bubble.\n\n🔗 Relevant Links\nAppsmith - https:\u002F\u002Fwww.appsmith.com\u002F\nAppsmith Repo - https:\u002F\u002Fgithub.com\u002Fappsmithorg\u002Fappsmith\n\n❤️ More about us\nRadically better observability stack: https:\u002F\u002Fbetterstack.com\u002F\nWritten tutorials: https:\u002F\u002Fbetterstack.com\u002Fcommunity\u002F\nExample projects: https:\u002F\u002Fgithub.com\u002FBetterStackHQ\n\n📱 Socials\nTwitter: https:\u002F\u002Ftwitter.com\u002Fbetterstackhq\nInstagram: https:\u002F\u002Fwww.instagram.com\u002Fbetterstackhq\u002F\nTikTok: https:\u002F\u002Fwww.tiktok.com\u002F@betterstack\nLinkedIn: https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fbetterstack\n\n📌 Chapters:\n0:00 Stop Building Internal Tools From Scratch\n0:30 What Is Appsmith? (Open-Source Internal Tools Platform)\n1:08 Build a Full CRUD App in 60 Seconds (Live Demo)\n1:37 How Appsmith Works (Widgets, Queries, JavaScript)\n2:37 Key Features Developers Care About (Git, APIs, Self-Host)\n2:56 Appsmith Pros (Speed, Open Source, Flexibility)\n3:21 Appsmith Cons (Performance, UI, Learning Curve)\n4:20 Appsmith vs Retool vs Bubble (Comparison)\n4:50 Is Appsmith Worth It in 2026? (Honest Verdict)",{},"\u002Fsummaries\u002Ff3c6374fde7e6a28-appsmith-build-internal-tools-in-minutes-open-sour-summary","2026-04-01 12:00:00","2026-04-03 21:14:38",{"title":7338,"description":7373},{"loc":7375},"f3c6374fde7e6a28","Better Stack","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=8O7AjZIAkpk","summaries\u002Ff3c6374fde7e6a28-appsmith-build-internal-tools-in-minutes-open-sour-summary",[130,129,7386],"dev-productivity","Appsmith replaces Bubble\u002FRetool for internal CRUD apps: drag-drop UI, JS everywhere, Git integration, self-host free with unlimited users—ships faster than React without lock-in.",[7386],"H6TCRRX3C5jvfMTlVkRv9x7jcwGjarch-uDOsqGAiMs",{"id":7391,"title":7392,"ai":7393,"body":7398,"categories":8012,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":8013,"navigation":117,"path":8042,"published_at":97,"question":97,"scraped_at":8043,"seo":8044,"sitemap":8045,"source_id":8046,"source_name":7098,"source_type":125,"source_url":8047,"stem":8048,"tags":8049,"thumbnail_url":97,"tldr":8051,"tweet":97,"unknown_tags":8052,"__hash__":8053},"summaries\u002Fsummaries\u002F992a0953f62632dc-arazzo-defining-executable-api-workflows-summary.md","Arazzo: Defining Executable API Workflows",{"provider":7,"model":7044,"input_tokens":7394,"output_tokens":7395,"processing_time_ms":7396,"cost_usd":7397},8965,3186,21155,0.00309485,{"type":14,"value":7399,"toc":8005},[7400,7404,7407,7426,7432,7451,7455,7462,7506,7511,7626,7673,7678,7681,7685,7705,7710,7819,7843,7856,7861,7875,7879,7902,7924,7927,7930,7934,8001],[17,7401,7403],{"id":7402},"purpose-machine-readable-api-sequences-beyond-static-specs","Purpose: Machine-Readable API Sequences Beyond Static Specs",[22,7405,7406],{},"Arazzo fills a gap in API descriptions like OpenAPI by defining workflows—specific sequences of calls with dependencies to achieve outcomes. It enables human- and machine-readable articulation of how APIs work together, improving developer experience through executable documentation. Unlike static OpenAPI paths, Arazzo weaves calls into stories: search, select, purchase a pet via sequenced endpoints.",[22,7408,7409,7410,7413,7414,7417,7418,7421,7422,7425],{},"Key insight: Workflows reference external API specs (e.g., OpenAPI YAML) via ",[37,7411,7412],{},"sourceDescriptions",", avoiding duplication. Root document (",[37,7415,7416],{},"arazzo.json"," or ",[37,7419,7420],{},".yaml",") uses JSON Schema types, supports YAML 1.2 for round-tripping, and follows ",[37,7423,7424],{},"major.minor.patch"," versioning where patches clarify without feature changes.",[7427,7428,7429],"blockquote",{},[22,7430,7431],{},"\"The aim of the Arazzo Specification is to provide a mechanism that can define sequences of calls and their dependencies to be woven together and expressed in the context of delivering a particular outcome or set of outcomes when dealing with API descriptions (such as OpenAPI descriptions).\"",[22,7433,7434,7435,7164,7438,7164,7441,7164,7444,7164,7447,7450],{},"Data types mirror JSON Schema 2020-12 (string, number, integer, etc.) with OpenAPI-like formats: ",[37,7436,7437],{},"int32",[37,7439,7440],{},"int64",[37,7442,7443],{},"float",[37,7445,7446],{},"double",[37,7448,7449],{},"password",". URLs support relative references per RFC3986.",[17,7452,7454],{"id":7453},"core-structure-root-objects-for-self-contained-workflows","Core Structure: Root Objects for Self-Contained Workflows",[22,7456,7457,7458,7461],{},"Every Arazzo Description ",[32,7459,7460],{},"MUST"," include:",[26,7463,7464,7470,7488,7493,7499],{},[29,7465,7466,7469],{},[37,7467,7468],{},"arazzo",": REQUIRED version string (e.g., \"1.0.1\").",[29,7471,7472,7475,7476,7164,7478,7481,7482,7156,7485,7487],{},[37,7473,7474],{},"info",": Metadata with ",[37,7477,7155],{},[37,7479,7480],{},"version",", optional ",[37,7483,7484],{},"summary",[37,7486,7201],{}," (CommonMark supported).",[29,7489,7490,7492],{},[37,7491,7412],{},": Array of sources (name, url, type: \"openapi\" or \"arazzo\"), at least one.",[29,7494,7495,7498],{},[37,7496,7497],{},"workflows",": Array of workflows, at least one.",[29,7500,7501,7502,7505],{},"Optional ",[37,7503,7504],{},"components"," for reusables.",[22,7507,7508],{},[32,7509,7510],{},"Example root (petstore purchase):",[7512,7513,7517],"pre",{"className":7514,"code":7515,"language":7516,"meta":89,"style":89},"language-yaml shiki shiki-themes github-light github-dark","arazzo: 1.0.1\ninfo:\n  title: A pet purchasing workflow\n  # ...\nsourceDescriptions:\n  - name: petStoreDescription\n    url: https:\u002F\u002Fgithub.com\u002Fswagger-api\u002Fswagger-petstore\u002Fblob\u002Fmaster\u002Fsrc\u002Fmain\u002Fresources\u002Fopenapi.yaml\n    type: openapi\nworkflows:\n  - workflowId: loginUserAndRetrievePet\n    # steps follow\n","yaml",[37,7518,7519,7534,7541,7552,7558,7564,7578,7589,7600,7607,7620],{"__ignoreMap":89},[7238,7520,7523,7526,7530],{"class":7521,"line":7522},"line",1,[7238,7524,7468],{"class":7525},"s9eBZ",[7238,7527,7529],{"class":7528},"sVt8B",": ",[7238,7531,7533],{"class":7532},"sj4cs","1.0.1\n",[7238,7535,7536,7538],{"class":7521,"line":90},[7238,7537,7474],{"class":7525},[7238,7539,7540],{"class":7528},":\n",[7238,7542,7543,7546,7548],{"class":7521,"line":114},[7238,7544,7545],{"class":7525},"  title",[7238,7547,7529],{"class":7528},[7238,7549,7551],{"class":7550},"sZZnC","A pet purchasing workflow\n",[7238,7553,7554],{"class":7521,"line":115},[7238,7555,7557],{"class":7556},"sJ8bj","  # ...\n",[7238,7559,7560,7562],{"class":7521,"line":7090},[7238,7561,7412],{"class":7525},[7238,7563,7540],{"class":7528},[7238,7565,7567,7570,7573,7575],{"class":7521,"line":7566},6,[7238,7568,7569],{"class":7528},"  - ",[7238,7571,7572],{"class":7525},"name",[7238,7574,7529],{"class":7528},[7238,7576,7577],{"class":7550},"petStoreDescription\n",[7238,7579,7581,7584,7586],{"class":7521,"line":7580},7,[7238,7582,7583],{"class":7525},"    url",[7238,7585,7529],{"class":7528},[7238,7587,7588],{"class":7550},"https:\u002F\u002Fgithub.com\u002Fswagger-api\u002Fswagger-petstore\u002Fblob\u002Fmaster\u002Fsrc\u002Fmain\u002Fresources\u002Fopenapi.yaml\n",[7238,7590,7592,7595,7597],{"class":7521,"line":7591},8,[7238,7593,7594],{"class":7525},"    type",[7238,7596,7529],{"class":7528},[7238,7598,7599],{"class":7550},"openapi\n",[7238,7601,7603,7605],{"class":7521,"line":7602},9,[7238,7604,7497],{"class":7525},[7238,7606,7540],{"class":7528},[7238,7608,7610,7612,7615,7617],{"class":7521,"line":7609},10,[7238,7611,7569],{"class":7528},[7238,7613,7614],{"class":7525},"workflowId",[7238,7616,7529],{"class":7528},[7238,7618,7619],{"class":7550},"loginUserAndRetrievePet\n",[7238,7621,7623],{"class":7521,"line":7622},11,[7238,7624,7625],{"class":7556},"    # steps follow\n",[22,7627,7628,7629,7632,7633,7635,7636,7156,7638,7156,7640,7643,7644,7647,7648,7651,7652,7655,7656,7156,7659,7156,7662,7156,7665,7668,7669,7672],{},"Source names follow ",[37,7630,7631],{},"[A-Za-z0-9_-]+","; URLs are URI-references. Workflows have unique ",[37,7634,7614],{}," (same regex), optional ",[37,7637,7484],{},[37,7639,7201],{},[37,7641,7642],{},"inputs"," (JSON Schema), ",[37,7645,7646],{},"dependsOn"," (workflowIds or expressions like ",[37,7649,7650],{},"$sourceDescriptions.petStoreDescription.loginUser","), ",[37,7653,7654],{},"steps"," (REQUIRED), workflow-wide ",[37,7657,7658],{},"parameters",[37,7660,7661],{},"successActions",[37,7663,7664],{},"failureActions",[37,7666,7667],{},"outputs"," (maps to expressions, keys ",[37,7670,7671],{},"^[a-zA-Z0-9._-]+$",").",[7427,7674,7675],{},[22,7676,7677],{},"\"An Arazzo Description uses and conforms to the Arazzo Specification, and MUST contain a valid Arazzo Specification version field (arazzo), an info field, a sourceDescriptions field with at least one defined Source Description, and there MUST be at least one Workflow defined in the workflows fixed field.\"",[22,7679,7680],{},"Multi-document support: Entry doc holds root; others referenced via sources.",[17,7682,7684],{"id":7683},"steps-api-calls-with-overrides-and-flow-control","Steps: API Calls with Overrides and Flow Control",[22,7686,7687,7688,7417,7691,7694,7695,7698,7699,7701,7702,7672],{},"Steps are ordered lists in workflows, each a call to an operation (",[37,7689,7690],{},"operationId",[37,7692,7693],{},"operationPath"," like ",[37,7696,7697],{},"{$sourceDescriptions.petstoreDescription.url}#\u002Fpaths\u002F~1pet~1findByStatus\u002Fget",") or sub-workflow (",[37,7700,7614],{},"). Fields mutually exclusive: pick one of operationId\u002Fpath\u002FworkflowId. Use expressions for cross-source refs (e.g., ",[37,7703,7704],{},"$sourceDescriptions.\u003Cname>.operationId",[22,7706,7707],{},[32,7708,7709],{},"Pet login step example:",[7512,7711,7713],{"className":7514,"code":7712,"language":7516,"meta":89,"style":89},"- stepId: loginStep  # unique per workflow, [A-Za-z0-9_-]+\n  operationId: loginUser\n  parameters:\n    - name: username\n      in: query\n      value: $inputs.username  # runtime expression\n  successCriteria:\n    - condition: $statusCode == 200\n  outputs:\n    sessionToken: $response.body\n",[37,7714,7715,7731,7741,7748,7760,7770,7783,7790,7802,7809],{"__ignoreMap":89},[7238,7716,7717,7720,7723,7725,7728],{"class":7521,"line":7522},[7238,7718,7719],{"class":7528},"- ",[7238,7721,7722],{"class":7525},"stepId",[7238,7724,7529],{"class":7528},[7238,7726,7727],{"class":7550},"loginStep",[7238,7729,7730],{"class":7556},"  # unique per workflow, [A-Za-z0-9_-]+\n",[7238,7732,7733,7736,7738],{"class":7521,"line":90},[7238,7734,7735],{"class":7525},"  operationId",[7238,7737,7529],{"class":7528},[7238,7739,7740],{"class":7550},"loginUser\n",[7238,7742,7743,7746],{"class":7521,"line":114},[7238,7744,7745],{"class":7525},"  parameters",[7238,7747,7540],{"class":7528},[7238,7749,7750,7753,7755,7757],{"class":7521,"line":115},[7238,7751,7752],{"class":7528},"    - ",[7238,7754,7572],{"class":7525},[7238,7756,7529],{"class":7528},[7238,7758,7759],{"class":7550},"username\n",[7238,7761,7762,7765,7767],{"class":7521,"line":7090},[7238,7763,7764],{"class":7525},"      in",[7238,7766,7529],{"class":7528},[7238,7768,7769],{"class":7550},"query\n",[7238,7771,7772,7775,7777,7780],{"class":7521,"line":7566},[7238,7773,7774],{"class":7525},"      value",[7238,7776,7529],{"class":7528},[7238,7778,7779],{"class":7550},"$inputs.username",[7238,7781,7782],{"class":7556},"  # runtime expression\n",[7238,7784,7785,7788],{"class":7521,"line":7580},[7238,7786,7787],{"class":7525},"  successCriteria",[7238,7789,7540],{"class":7528},[7238,7791,7792,7794,7797,7799],{"class":7521,"line":7591},[7238,7793,7752],{"class":7528},[7238,7795,7796],{"class":7525},"condition",[7238,7798,7529],{"class":7528},[7238,7800,7801],{"class":7550},"$statusCode == 200\n",[7238,7803,7804,7807],{"class":7521,"line":7602},[7238,7805,7806],{"class":7525},"  outputs",[7238,7808,7540],{"class":7528},[7238,7810,7811,7814,7816],{"class":7521,"line":7609},[7238,7812,7813],{"class":7525},"    sessionToken",[7238,7815,7529],{"class":7528},[7238,7817,7818],{"class":7550},"$response.body\n",[22,7820,7821,7822,7825,7826,7829,7830,7833,7834,7836,7837,7164,7840,7672],{},"Overrides: Step params\u002Fbodies\u002Factions inherit from workflow but override (never remove). ",[37,7823,7824],{},"requestBody"," supported (avoid on GET\u002FHEAD\u002FDELETE). ",[37,7827,7828],{},"successCriteria",": All ",[37,7831,7832],{},"Criterion"," conditions (expressions) ",[32,7835,7460],{}," pass. Outputs map response parts (e.g., ",[37,7838,7839],{},"$response.header.X-Rate-Limit",[37,7841,7842],{},"$steps.prevStep.outputs.token",[22,7844,7845,7846,7156,7849,7852,7853,7672],{},"Control: ",[37,7847,7848],{},"onSuccess",[37,7850,7851],{},"onFailure"," arrays of actions with optional criteria; first match executes. Default success: next step; failure: break. Workflow outputs aggregate step outputs (e.g., ",[37,7854,7855],{},"available: $steps.getPetStep.outputs.availablePets",[7427,7857,7858],{},[22,7859,7860],{},"\"All assertions MUST be satisfied for the step to be deemed successful.\"",[22,7862,7863,7864,7867,7868,7870,7871,7874],{},"Parameters: ",[37,7865,7866],{},"{name, in, value}"," (expression); ",[37,7869,7824],{}," schema\u002Fobject. Reusables reference ",[37,7872,7873],{},"components.parameters"," etc.",[17,7876,7878],{"id":7877},"reusability-actions-and-expressions","Reusability, Actions, and Expressions",[22,7880,7881,7883,7884,7164,7886,7164,7888,7890,7891,7894,7895,7164,7898,7901],{},[37,7882,7504],{},": Schemas for ",[37,7885,7658],{},[37,7887,7661],{},[37,7889,7664],{},". SuccessAction\u002FFailureAction: ",[37,7892,7893],{},"action"," (\"continue\", \"stop\", \"retry\", etc.?—spec truncated but implies), optional ",[37,7896,7897],{},"criteria",[37,7899,7900],{},"times"," (retry count).",[22,7903,7904,7905,7164,7908,7164,7911,7164,7914,7164,7917,7920,7921,7672],{},"Runtime expressions: ",[37,7906,7907],{},"$inputs.*",[37,7909,7910],{},"$steps.*.outputs.*",[37,7912,7913],{},"$response.*",[37,7915,7916],{},"$statusCode",[37,7918,7919],{},"$sourceDescriptions.*",". Enables dependency chaining (e.g., auth token from login to next call's ",[37,7922,7923],{},"Authorization: $steps.loginStep.outputs.sessionToken",[22,7925,7926],{},"Extensions: Vendor prefixes for custom fields. Case-sensitive keys except noted.",[22,7928,7929],{},"This creates composable, executable API narratives: tooling can generate SDKs, tests, docs from workflows.",[17,7931,7933],{"id":7932},"key-takeaways","Key Takeaways",[26,7935,7936,7944,7953,7964,7971,7980,7983,7986,7995],{},[29,7937,7938,7939,7417,7941,7943],{},"Name entry files ",[37,7940,7416],{},[37,7942,7420],{}," and ensure root fields for validity.",[29,7945,7946,7947,7949,7950,7952],{},"Reference OpenAPI sources via ",[37,7948,7412],{}," with unique ",[37,7951,7572],{},"s matching programming conventions.",[29,7954,7955,7956,7156,7958,7960,7961,7963],{},"Use unique ",[37,7957,7614],{},[37,7959,7722],{},"s with ",[37,7962,7631],{}," regex for tooling.",[29,7965,7966,7967,7970],{},"Chain dependencies with expressions like ",[37,7968,7969],{},"$steps.prev.outputs.token"," in params\u002Foutputs.",[29,7972,7973,7974,7213,7976,7979],{},"Define ",[37,7975,7828],{},[37,7977,7978],{},"$statusCode == 200"," etc.; all must pass.",[29,7981,7982],{},"Override workflow params\u002Factions at step level without removal.",[29,7984,7985],{},"Aggregate workflow outputs from steps for higher-level results.",[29,7987,7988,7989,7991,7992,7994],{},"Prefer ",[37,7990,7690],{}," over ",[37,7993,7693],{},"; use expressions for multi-source disambiguation.",[29,7996,7997,7998,8000],{},"Leverage ",[37,7999,7504],{}," for reusable params\u002Factions across workflows.",[8002,8003,8004],"style",{},"html pre.shiki code .s9eBZ, html code.shiki .s9eBZ{--shiki-default:#22863A;--shiki-dark:#85E89D}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":89,"searchDepth":90,"depth":90,"links":8006},[8007,8008,8009,8010,8011],{"id":7402,"depth":90,"text":7403},{"id":7453,"depth":90,"text":7454},{"id":7683,"depth":90,"text":7684},{"id":7877,"depth":90,"text":7878},{"id":7932,"depth":90,"text":7933},[164],{"content_references":8014,"triage":8039},[8015,8020,8023,8026,8029,8033,8036],{"type":8016,"title":8017,"url":8018,"context":8019},"paper","Key words for use in RFCs to Indicate Requirement Levels","https:\u002F\u002Ftools.ietf.org\u002Fhtml\u002Frfc2119","cited",{"type":8016,"title":8021,"url":8022,"context":8019},"Ambiguity of Uppercase vs Lowercase in RFC 2119 Key Words","https:\u002F\u002Ftools.ietf.org\u002Fhtml\u002Frfc8174",{"type":8016,"title":8024,"url":8025,"context":8019},"Uniform Resource Identifier (URI): Generic Syntax","https:\u002F\u002Ftools.ietf.org\u002Fhtml\u002Frfc3986",{"type":8016,"title":8027,"url":8028,"context":8019},"JSON Schema Specification Draft 2020-12","https:\u002F\u002Ftools.ietf.org\u002Fhtml\u002Fdraft-bhutton-json-schema-00#section-4.2.1",{"type":7316,"title":8030,"url":8031,"context":8032},"YAML 1.2 Specification","https:\u002F\u002Fyaml.org\u002Fspec\u002F1.2\u002Fspec.html","recommended",{"type":7316,"title":8034,"url":8035,"context":106},"CommonMark syntax","https:\u002F\u002Fspec.commonmark.org\u002F",{"type":7316,"title":8037,"url":8038,"context":106},"The Apache License, Version 2.0","https:\u002F\u002Fwww.apache.org\u002Flicenses\u002FLICENSE-2.0.html",{"relevance":115,"novelty":114,"quality":115,"actionability":114,"composite":8040,"reasoning":8041},3.6,"Category: AI Automation. The article discusses Arazzo, which enhances API workflows, addressing a specific pain point for developers looking to improve their API integration processes. It provides a structured approach to defining workflows, which is actionable, though it lacks detailed implementation examples.","\u002Fsummaries\u002F992a0953f62632dc-arazzo-defining-executable-api-workflows-summary","2026-04-15 15:28:18",{"title":7392,"description":89},{"loc":8042},"992a0953f62632dc","http:\u002F\u002Fjentic.com\u002Fopenapi-arazzo","summaries\u002F992a0953f62632dc-arazzo-defining-executable-api-workflows-summary",[129,130,8050],"devops","Arazzo v1.0.1 extends OpenAPI to specify workflows as ordered API call sequences with inputs, dependencies, parameters, success criteria, and outputs for better developer experience.",[],"0vOLEmP84riTiDFXU9pICMSpIJSItwPmPC6VfjzlWQY"]