{"adoption": {"forks": 518, "observed_at": "2026-08-28T04:08:38.610974+00:00", "stars": 4186}, "canonical_url": "https://ross.abutalabs.com/products/ai-for-grant-writing", "card": {"archived": false, "artifact_type": "learning-resource", "description": "A curated list of resources for using LLMs to develop more competitive grant applications.", "domain": ["large-language-models", "education", "tutorials"], "enriched": true, "function": ["prompt-engineering", "nlp", "documentation"], "health_score": 72, "homepage": "https://eseckel.github.io/ai-for-grant-writing/", "language": "Python", "license": "CC-BY-4.0", "license_family": "other", "maturity": "active", "member_repos": ["eseckel/ai-for-grant-writing"], "name": "eseckel/ai-for-grant-writing", "platform": [], "pushed_at": "2026-06-06T03:41:28+00:00", "repo": "eseckel/ai-for-grant-writing", "stars": 4186, "tags": ["awesome-list", "grant-writing", "scientific-writing", "curated-resources", "llm-prompts", "natural-language-processing", "web-server"], "topics": ["generative-ai", "grant-proposals", "grants", "llms", "scientific-writing"], "urls": [], "use_cases": ["find prompts for writing grant proposals", "learn prompt engineering for scientific writing", "compare AI tools for grant writing", "improve clarity of research grant text", "get feedback on specific aims section", "resources for using ChatGPT in academia"], "what_it_is": "A curated list of resources for using LLMs and AI services to write more competitive grant applications. It collects prompt collections, prompt engineering guides, ready-to-use prompts, and a comparison of AI writing services.", "when_to_avoid": ["you need software that generates or manages grant applications programmatically", "you want a general-purpose LLM library or API"], "when_to_choose": ["you are preparing a grant or fellowship application and want AI-assisted writing help", "you need curated prompts and tool comparisons for academic proposal writing"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ai-for-grant-writing", "repo": "eseckel/ai-for-grant-writing", "role": "main", "score": 65}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:38.610974+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:22:37.769696+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "61aaf1e1866424fd91f1e839e5311619215f2a96d80db15eb80efb6e7cfeb211", "fetched_at": "2026-08-28T04:08:38.610974+00:00", "kind": "readme", "missing": false, "url": "https://github.com/eseckel/ai-for-grant-writing"}, {"content_hash": "897a815d3a38e24f1258e56ab33758011bf4bc76a411cf99b806b785c3deb6fb", "fetched_at": "2026-08-29T09:13:04.879313+00:00", "kind": "homepage", "missing": false, "url": "https://eseckel.github.io/ai-for-grant-writing/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:38.610974+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:22:37.769696+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "61aaf1e1866424fd91f1e839e5311619215f2a96d80db15eb80efb6e7cfeb211", "fetched_at": "2026-08-28T04:08:38.610974+00:00", "kind": "readme", "missing": false, "url": "https://github.com/eseckel/ai-for-grant-writing"}, {"content_hash": "897a815d3a38e24f1258e56ab33758011bf4bc76a411cf99b806b785c3deb6fb", "fetched_at": "2026-08-29T09:13:04.879313+00:00", "kind": "homepage", "missing": false, "url": "https://eseckel.github.io/ai-for-grant-writing/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:22:37.769696+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "61aaf1e1866424fd91f1e839e5311619215f2a96d80db15eb80efb6e7cfeb211", "fetched_at": "2026-08-28T04:08:38.610974+00:00", "kind": "readme", "missing": false, "url": "https://github.com/eseckel/ai-for-grant-writing"}, {"content_hash": "897a815d3a38e24f1258e56ab33758011bf4bc76a411cf99b806b785c3deb6fb", "fetched_at": "2026-08-29T09:13:04.879313+00:00", "kind": "homepage", "missing": false, "url": "https://eseckel.github.io/ai-for-grant-writing/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:38.610974+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:38.610974+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:38.610974+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:22:37.769696+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "61aaf1e1866424fd91f1e839e5311619215f2a96d80db15eb80efb6e7cfeb211", "fetched_at": "2026-08-28T04:08:38.610974+00:00", "kind": "readme", "missing": false, "url": "https://github.com/eseckel/ai-for-grant-writing"}, {"content_hash": "897a815d3a38e24f1258e56ab33758011bf4bc76a411cf99b806b785c3deb6fb", "fetched_at": "2026-08-29T09:13:04.879313+00:00", "kind": "homepage", "missing": false, "url": "https://eseckel.github.io/ai-for-grant-writing/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:38.610974+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:38.610974+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:22:37.769696+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "61aaf1e1866424fd91f1e839e5311619215f2a96d80db15eb80efb6e7cfeb211", "fetched_at": "2026-08-28T04:08:38.610974+00:00", "kind": "readme", "missing": false, "url": "https://github.com/eseckel/ai-for-grant-writing"}, {"content_hash": "897a815d3a38e24f1258e56ab33758011bf4bc76a411cf99b806b785c3deb6fb", "fetched_at": "2026-08-29T09:13:04.879313+00:00", "kind": "homepage", "missing": false, "url": "https://eseckel.github.io/ai-for-grant-writing/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:38.610974+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:38.610974+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:38.610974+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:22:37.769696+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "61aaf1e1866424fd91f1e839e5311619215f2a96d80db15eb80efb6e7cfeb211", "fetched_at": "2026-08-28T04:08:38.610974+00:00", "kind": "readme", "missing": false, "url": "https://github.com/eseckel/ai-for-grant-writing"}, {"content_hash": "897a815d3a38e24f1258e56ab33758011bf4bc76a411cf99b806b785c3deb6fb", "fetched_at": "2026-08-29T09:13:04.879313+00:00", "kind": "homepage", "missing": false, "url": "https://eseckel.github.io/ai-for-grant-writing/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:38.610974+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:38.610974+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:22:37.769696+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "61aaf1e1866424fd91f1e839e5311619215f2a96d80db15eb80efb6e7cfeb211", "fetched_at": "2026-08-28T04:08:38.610974+00:00", "kind": "readme", "missing": false, "url": "https://github.com/eseckel/ai-for-grant-writing"}, {"content_hash": "897a815d3a38e24f1258e56ab33758011bf4bc76a411cf99b806b785c3deb6fb", "fetched_at": "2026-08-29T09:13:04.879313+00:00", "kind": "homepage", "missing": false, "url": "https://eseckel.github.io/ai-for-grant-writing/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:22:37.769696+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "61aaf1e1866424fd91f1e839e5311619215f2a96d80db15eb80efb6e7cfeb211", "fetched_at": "2026-08-28T04:08:38.610974+00:00", "kind": "readme", "missing": false, "url": "https://github.com/eseckel/ai-for-grant-writing"}, {"content_hash": "897a815d3a38e24f1258e56ab33758011bf4bc76a411cf99b806b785c3deb6fb", "fetched_at": "2026-08-29T09:13:04.879313+00:00", "kind": "homepage", "missing": false, "url": "https://eseckel.github.io/ai-for-grant-writing/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:22:37.769696+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "61aaf1e1866424fd91f1e839e5311619215f2a96d80db15eb80efb6e7cfeb211", "fetched_at": "2026-08-28T04:08:38.610974+00:00", "kind": "readme", "missing": false, "url": "https://github.com/eseckel/ai-for-grant-writing"}, {"content_hash": "897a815d3a38e24f1258e56ab33758011bf4bc76a411cf99b806b785c3deb6fb", "fetched_at": "2026-08-29T09:13:04.879313+00:00", "kind": "homepage", "missing": false, "url": "https://eseckel.github.io/ai-for-grant-writing/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:22:37.769696+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "61aaf1e1866424fd91f1e839e5311619215f2a96d80db15eb80efb6e7cfeb211", "fetched_at": "2026-08-28T04:08:38.610974+00:00", "kind": "readme", "missing": false, "url": "https://github.com/eseckel/ai-for-grant-writing"}, {"content_hash": "897a815d3a38e24f1258e56ab33758011bf4bc76a411cf99b806b785c3deb6fb", "fetched_at": "2026-08-29T09:13:04.879313+00:00", "kind": "homepage", "missing": false, "url": "https://eseckel.github.io/ai-for-grant-writing/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 86, "longevity": 68, "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": 961, "days_push": 88, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 65, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}