{"adoption": {"forks": 758, "observed_at": "2026-08-28T04:09:41.399658+00:00", "stars": 6292}, "canonical_url": "https://ross.abutalabs.com/products/awesome-prompt-engineering", "card": {"archived": false, "artifact_type": "learning-resource", "description": "This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc ", "domain": ["large-language-models", "artificial-intelligence", "tutorials", "awesome-lists"], "enriched": true, "function": ["prompt-engineering", "llm-inference", "rag", "agent-framework", "developer-tools"], "health_score": 80, "homepage": "https://discord.gg/m88xfYMbK6", "language": "TypeScript", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["promptslab/Awesome-Prompt-Engineering"], "name": "promptslab/Awesome-Prompt-Engineering", "platform": ["cross-platform"], "pushed_at": "2026-08-26T06:59:01+00:00", "repo": "promptslab/Awesome-Prompt-Engineering", "stars": 6292, "tags": ["awesome-list", "prompt-engineering", "context-engineering", "curated-resources", "gpt", "chatgpt", "papers", "courses", "natural-language-processing", "web-server"], "topics": ["chatgpt", "chatgpt-api", "few-shot-learning", "gpt", "gpt-3", "openai", "prompt", "promptengineering", "text-to-image", "text-to-speech", "text-to-video", "prompt-engineering", "prompt-generator", "prompt-learning", "prompt-toolkit", "prompt-tuning", "prompt-based-learning", "deep-learning", "machine-learning"], "urls": [], "use_cases": ["learn prompt engineering from scratch", "find research papers on prompting techniques", "discover prompt engineering tools and courses", "study context engineering for AI agents", "find guides for OpenAI and Anthropic prompting", "locate benchmarks for evaluating prompts"], "what_it_is": "A hand-curated awesome-list of prompt engineering and context engineering resources for large language models like GPT, ChatGPT, and PaLM. It aggregates papers, tools, courses, benchmarks, guides, and communities rather than providing runnable software.", "when_to_avoid": ["you need a runnable library or SDK for prompt management", "you want production prompt tooling rather than reference material", "you need executable code or APIs"], "when_to_choose": ["you want a curated starting point for learning prompt engineering", "you need links to papers, guides, and courses on LLM prompting", "you want to keep up with the prompt engineering research landscape"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/awesome-prompt-engineering", "repo": "promptslab/Awesome-Prompt-Engineering", "role": "main", "score": 75}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.399658+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.553205+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c00291c4c6aab3e43dfcd91f12dbc77ccfcf7331ee2c7267ecac09d71671b98b", "fetched_at": "2026-08-28T04:09:41.399658+00:00", "kind": "readme", "missing": false, "url": "https://github.com/promptslab/Awesome-Prompt-Engineering"}, {"content_hash": "a230d7af22371a71f62a67a9670f41fedd7afab6521b6078e01e3735e885ae24", "fetched_at": "2026-08-29T08:43:03.562558+00:00", "kind": "homepage", "missing": false, "url": "https://discord.gg/m88xfYMbK6"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.399658+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.553205+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c00291c4c6aab3e43dfcd91f12dbc77ccfcf7331ee2c7267ecac09d71671b98b", "fetched_at": "2026-08-28T04:09:41.399658+00:00", "kind": "readme", "missing": false, "url": "https://github.com/promptslab/Awesome-Prompt-Engineering"}, {"content_hash": "a230d7af22371a71f62a67a9670f41fedd7afab6521b6078e01e3735e885ae24", "fetched_at": "2026-08-29T08:43:03.562558+00:00", "kind": "homepage", "missing": false, "url": "https://discord.gg/m88xfYMbK6"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.553205+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c00291c4c6aab3e43dfcd91f12dbc77ccfcf7331ee2c7267ecac09d71671b98b", "fetched_at": "2026-08-28T04:09:41.399658+00:00", "kind": "readme", "missing": false, "url": "https://github.com/promptslab/Awesome-Prompt-Engineering"}, {"content_hash": "a230d7af22371a71f62a67a9670f41fedd7afab6521b6078e01e3735e885ae24", "fetched_at": "2026-08-29T08:43:03.562558+00:00", "kind": "homepage", "missing": false, "url": "https://discord.gg/m88xfYMbK6"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.399658+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.399658+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.399658+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.553205+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c00291c4c6aab3e43dfcd91f12dbc77ccfcf7331ee2c7267ecac09d71671b98b", "fetched_at": "2026-08-28T04:09:41.399658+00:00", "kind": "readme", "missing": false, "url": "https://github.com/promptslab/Awesome-Prompt-Engineering"}, {"content_hash": "a230d7af22371a71f62a67a9670f41fedd7afab6521b6078e01e3735e885ae24", "fetched_at": "2026-08-29T08:43:03.562558+00:00", "kind": "homepage", "missing": false, "url": "https://discord.gg/m88xfYMbK6"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.399658+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.399658+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.553205+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c00291c4c6aab3e43dfcd91f12dbc77ccfcf7331ee2c7267ecac09d71671b98b", "fetched_at": "2026-08-28T04:09:41.399658+00:00", "kind": "readme", "missing": false, "url": "https://github.com/promptslab/Awesome-Prompt-Engineering"}, {"content_hash": "a230d7af22371a71f62a67a9670f41fedd7afab6521b6078e01e3735e885ae24", "fetched_at": "2026-08-29T08:43:03.562558+00:00", "kind": "homepage", "missing": false, "url": "https://discord.gg/m88xfYMbK6"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.399658+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.399658+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.399658+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.553205+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c00291c4c6aab3e43dfcd91f12dbc77ccfcf7331ee2c7267ecac09d71671b98b", "fetched_at": "2026-08-28T04:09:41.399658+00:00", "kind": "readme", "missing": false, "url": "https://github.com/promptslab/Awesome-Prompt-Engineering"}, {"content_hash": "a230d7af22371a71f62a67a9670f41fedd7afab6521b6078e01e3735e885ae24", "fetched_at": "2026-08-29T08:43:03.562558+00:00", "kind": "homepage", "missing": false, "url": "https://discord.gg/m88xfYMbK6"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.399658+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.399658+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.553205+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c00291c4c6aab3e43dfcd91f12dbc77ccfcf7331ee2c7267ecac09d71671b98b", "fetched_at": "2026-08-28T04:09:41.399658+00:00", "kind": "readme", "missing": false, "url": "https://github.com/promptslab/Awesome-Prompt-Engineering"}, {"content_hash": "a230d7af22371a71f62a67a9670f41fedd7afab6521b6078e01e3735e885ae24", "fetched_at": "2026-08-29T08:43:03.562558+00:00", "kind": "homepage", "missing": false, "url": "https://discord.gg/m88xfYMbK6"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.553205+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c00291c4c6aab3e43dfcd91f12dbc77ccfcf7331ee2c7267ecac09d71671b98b", "fetched_at": "2026-08-28T04:09:41.399658+00:00", "kind": "readme", "missing": false, "url": "https://github.com/promptslab/Awesome-Prompt-Engineering"}, {"content_hash": "a230d7af22371a71f62a67a9670f41fedd7afab6521b6078e01e3735e885ae24", "fetched_at": "2026-08-29T08:43:03.562558+00:00", "kind": "homepage", "missing": false, "url": "https://discord.gg/m88xfYMbK6"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.553205+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c00291c4c6aab3e43dfcd91f12dbc77ccfcf7331ee2c7267ecac09d71671b98b", "fetched_at": "2026-08-28T04:09:41.399658+00:00", "kind": "readme", "missing": false, "url": "https://github.com/promptslab/Awesome-Prompt-Engineering"}, {"content_hash": "a230d7af22371a71f62a67a9670f41fedd7afab6521b6078e01e3735e885ae24", "fetched_at": "2026-08-29T08:43:03.562558+00:00", "kind": "homepage", "missing": false, "url": "https://discord.gg/m88xfYMbK6"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.553205+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c00291c4c6aab3e43dfcd91f12dbc77ccfcf7331ee2c7267ecac09d71671b98b", "fetched_at": "2026-08-28T04:09:41.399658+00:00", "kind": "readme", "missing": false, "url": "https://github.com/promptslab/Awesome-Prompt-Engineering"}, {"content_hash": "a230d7af22371a71f62a67a9670f41fedd7afab6521b6078e01e3735e885ae24", "fetched_at": "2026-08-29T08:43:03.562558+00:00", "kind": "homepage", "missing": false, "url": "https://discord.gg/m88xfYMbK6"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 92, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1301, "days_push": 7, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 75, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}