{"adoption": {"forks": 199, "observed_at": "2026-08-28T04:05:11.574492+00:00", "stars": 1616}, "canonical_url": "https://ross.abutalabs.com/products/awesome-gpt-prompt-engineering", "card": {"archived": false, "artifact_type": "learning-resource", "description": "A curated list of awesome resources, tools, and other shiny things for LLM prompt engineering.", "domain": ["large-language-models", "artificial-intelligence", "awesome-lists", "tutorials"], "enriched": true, "function": ["prompt-engineering", "documentation"], "health_score": 61, "homepage": null, "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["snwfdhmp/awesome-gpt-prompt-engineering"], "name": "snwfdhmp/awesome-gpt-prompt-engineering", "platform": [], "pushed_at": "2026-02-23T12:11:18+00:00", "repo": "snwfdhmp/awesome-gpt-prompt-engineering", "stars": 1616, "tags": ["awesome-list", "curated-resources", "gpt", "chatgpt", "llm", "prompts", "web-server"], "topics": ["awesome", "chatgpt", "gpt", "gpt-4", "prompt", "prompt-engineering", "awesome-list", "awesome-lists", "awesome-readme", "gpt-3", "gpt-35-turbo", "large-language-models", "openai", "llm", "resources", "awesome-resources", "prompt-learning", "prompt-generator", "prompts"], "urls": [], "use_cases": ["learn prompt engineering from scratch", "find guides and papers on prompting techniques", "discover prompt collections and generators for ChatGPT", "research prompt injection and LLM security", "find playgrounds and alternative UIs for GPT models", "keep up with the latest prompt engineering resources"], "what_it_is": "A curated awesome-list of resources, tools, guides, papers, and prompt collections for GPT/LLM prompt engineering. It aggregates links to roadmaps, guides, prompt generators, prompt injection material, and playgrounds rather than providing software itself.", "when_to_avoid": ["you need an actual tool or library to run prompts programmatically", "you want production prompt management or evaluation infrastructure", "you need non-GPT/LLM AI resources"], "when_to_choose": ["you want a single curated index of prompt engineering learning material", "you are exploring the LLM prompting ecosystem and need starting points", "you want links to papers, books, and communities around GPT prompting"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/awesome-gpt-prompt-engineering", "repo": "snwfdhmp/awesome-gpt-prompt-engineering", "role": "main", "score": 60}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.574492+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:50:04.574088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2cb6b8184f1e200354b741ed6b59c41278a1d20c170da8a059caafeafe0f296f", "fetched_at": "2026-08-28T04:05:11.574492+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snwfdhmp/awesome-gpt-prompt-engineering"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.574492+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:50:04.574088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2cb6b8184f1e200354b741ed6b59c41278a1d20c170da8a059caafeafe0f296f", "fetched_at": "2026-08-28T04:05:11.574492+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snwfdhmp/awesome-gpt-prompt-engineering"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:50:04.574088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2cb6b8184f1e200354b741ed6b59c41278a1d20c170da8a059caafeafe0f296f", "fetched_at": "2026-08-28T04:05:11.574492+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snwfdhmp/awesome-gpt-prompt-engineering"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.574492+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.574492+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.574492+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:50:04.574088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2cb6b8184f1e200354b741ed6b59c41278a1d20c170da8a059caafeafe0f296f", "fetched_at": "2026-08-28T04:05:11.574492+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snwfdhmp/awesome-gpt-prompt-engineering"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.574492+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.574492+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:50:04.574088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2cb6b8184f1e200354b741ed6b59c41278a1d20c170da8a059caafeafe0f296f", "fetched_at": "2026-08-28T04:05:11.574492+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snwfdhmp/awesome-gpt-prompt-engineering"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.574492+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.574492+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.574492+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:50:04.574088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2cb6b8184f1e200354b741ed6b59c41278a1d20c170da8a059caafeafe0f296f", "fetched_at": "2026-08-28T04:05:11.574492+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snwfdhmp/awesome-gpt-prompt-engineering"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.574492+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:11.574492+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:50:04.574088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2cb6b8184f1e200354b741ed6b59c41278a1d20c170da8a059caafeafe0f296f", "fetched_at": "2026-08-28T04:05:11.574492+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snwfdhmp/awesome-gpt-prompt-engineering"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:50:04.574088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2cb6b8184f1e200354b741ed6b59c41278a1d20c170da8a059caafeafe0f296f", "fetched_at": "2026-08-28T04:05:11.574492+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snwfdhmp/awesome-gpt-prompt-engineering"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:50:04.574088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2cb6b8184f1e200354b741ed6b59c41278a1d20c170da8a059caafeafe0f296f", "fetched_at": "2026-08-28T04:05:11.574492+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snwfdhmp/awesome-gpt-prompt-engineering"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:50:04.574088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2cb6b8184f1e200354b741ed6b59c41278a1d20c170da8a059caafeafe0f296f", "fetched_at": "2026-08-28T04:05:11.574492+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snwfdhmp/awesome-gpt-prompt-engineering"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 69, "longevity": 85, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1190, "days_push": 191, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 60, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}