{"adoption": {"forks": 1558, "observed_at": "2026-08-28T04:08:47.239270+00:00", "stars": 4392}, "canonical_url": "https://ross.abutalabs.com/products/ai-cookbook", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Examples and tutorials to help developers build AI systems", "domain": ["artificial-intelligence", "large-language-models", "tutorials", "developer-tools"], "enriched": true, "function": ["agent-framework", "llm-inference", "rag", "prompt-engineering", "developer-tools"], "health_score": 75, "homepage": "https://www.youtube.com/@daveebbelaar", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["daveebbelaar/ai-cookbook"], "name": "daveebbelaar/ai-cookbook", "platform": ["python"], "pushed_at": "2026-07-09T07:55:18+00:00", "repo": "daveebbelaar/ai-cookbook", "stars": 4392, "tags": ["cookbook", "code-examples", "openai", "anthropic", "genai", "ai-agents"], "topics": ["agents", "ai", "anthropic", "llm", "openai", "python"], "urls": [], "use_cases": ["learn to build ai agents in python", "find llm code examples to copy into my project", "tutorial for building ai systems with openai and anthropic", "get started with generative ai development", "example code for rag and agent patterns"], "what_it_is": "A collection of examples and tutorials with copy/paste code snippets for building AI systems with LLMs. It covers agents, OpenAI, Anthropic, and related Python-based AI development patterns.", "when_to_avoid": ["you need a production-ready library or framework rather than example code", "you need a non-Python stack", "you want comprehensive official documentation instead of curated tutorials"], "when_to_choose": ["you want practical, copy-paste Python snippets for LLM and agent development", "you are learning to build AI systems and want tutorial-style examples", "you work with OpenAI or Anthropic APIs and want reference patterns"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ai-cookbook", "repo": "daveebbelaar/ai-cookbook", "role": "main", "score": 61}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:47.239270+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:21:11.650393+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc3945a62fb4927557b4928543331687f23ff601b747bbeb12f1a2d656f35a6a", "fetched_at": "2026-08-28T04:08:47.239270+00:00", "kind": "readme", "missing": false, "url": "https://github.com/daveebbelaar/ai-cookbook"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T09:09:05.395262+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/@daveebbelaar"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:47.239270+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:21:11.650393+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc3945a62fb4927557b4928543331687f23ff601b747bbeb12f1a2d656f35a6a", "fetched_at": "2026-08-28T04:08:47.239270+00:00", "kind": "readme", "missing": false, "url": "https://github.com/daveebbelaar/ai-cookbook"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T09:09:05.395262+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/@daveebbelaar"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:21:11.650393+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc3945a62fb4927557b4928543331687f23ff601b747bbeb12f1a2d656f35a6a", "fetched_at": "2026-08-28T04:08:47.239270+00:00", "kind": "readme", "missing": false, "url": "https://github.com/daveebbelaar/ai-cookbook"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T09:09:05.395262+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/@daveebbelaar"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:47.239270+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:47.239270+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:47.239270+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:21:11.650393+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc3945a62fb4927557b4928543331687f23ff601b747bbeb12f1a2d656f35a6a", "fetched_at": "2026-08-28T04:08:47.239270+00:00", "kind": "readme", "missing": false, "url": "https://github.com/daveebbelaar/ai-cookbook"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T09:09:05.395262+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/@daveebbelaar"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:47.239270+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:47.239270+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:21:11.650393+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc3945a62fb4927557b4928543331687f23ff601b747bbeb12f1a2d656f35a6a", "fetched_at": "2026-08-28T04:08:47.239270+00:00", "kind": "readme", "missing": false, "url": "https://github.com/daveebbelaar/ai-cookbook"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T09:09:05.395262+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/@daveebbelaar"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:47.239270+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:47.239270+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:47.239270+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:21:11.650393+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc3945a62fb4927557b4928543331687f23ff601b747bbeb12f1a2d656f35a6a", "fetched_at": "2026-08-28T04:08:47.239270+00:00", "kind": "readme", "missing": false, "url": "https://github.com/daveebbelaar/ai-cookbook"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T09:09:05.395262+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/@daveebbelaar"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:47.239270+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:47.239270+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:21:11.650393+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc3945a62fb4927557b4928543331687f23ff601b747bbeb12f1a2d656f35a6a", "fetched_at": "2026-08-28T04:08:47.239270+00:00", "kind": "readme", "missing": false, "url": "https://github.com/daveebbelaar/ai-cookbook"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T09:09:05.395262+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/@daveebbelaar"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:21:11.650393+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc3945a62fb4927557b4928543331687f23ff601b747bbeb12f1a2d656f35a6a", "fetched_at": "2026-08-28T04:08:47.239270+00:00", "kind": "readme", "missing": false, "url": "https://github.com/daveebbelaar/ai-cookbook"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T09:09:05.395262+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/@daveebbelaar"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:21:11.650393+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc3945a62fb4927557b4928543331687f23ff601b747bbeb12f1a2d656f35a6a", "fetched_at": "2026-08-28T04:08:47.239270+00:00", "kind": "readme", "missing": false, "url": "https://github.com/daveebbelaar/ai-cookbook"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T09:09:05.395262+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/@daveebbelaar"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:21:11.650393+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc3945a62fb4927557b4928543331687f23ff601b747bbeb12f1a2d656f35a6a", "fetched_at": "2026-08-28T04:08:47.239270+00:00", "kind": "readme", "missing": false, "url": "https://github.com/daveebbelaar/ai-cookbook"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T09:09:05.395262+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/@daveebbelaar"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 91, "longevity": 41, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 580, "days_push": 55, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 61, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}