{"adoption": {"forks": 1684, "observed_at": "2026-08-28T04:10:44.235691+00:00", "stars": 10775}, "canonical_url": "https://ross.abutalabs.com/products/llm-engineer-toolkit", "card": {"archived": false, "artifact_type": "learning-resource", "description": "A curated list of  120+ LLM libraries category wise. ", "domain": ["large-language-models", "artificial-intelligence", "awesome-lists", "tutorials"], "enriched": true, "function": ["developer-tools", "documentation"], "health_score": 80, "homepage": "https://www.linkedin.com/in/kalyanksnlp/", "language": null, "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["KalyanKS-NLP/llm-engineer-toolkit"], "name": "KalyanKS-NLP/llm-engineer-toolkit", "platform": ["cross-platform"], "pushed_at": "2026-08-25T04:55:56+00:00", "repo": "KalyanKS-NLP/llm-engineer-toolkit", "stars": 10775, "tags": ["curated-list", "awesome-list", "llm-libraries", "generative-ai", "resource-directory"], "topics": ["ai-engineer", "generative-ai", "large-language-models", "llms", "llm-engineer"], "urls": [], "use_cases": ["find libraries for building LLM applications", "discover RAG and agent frameworks", "compare LLM inference and serving tools", "find LLM evaluation and monitoring tools", "explore the generative AI tooling ecosystem", "find fine-tuning and training libraries for LLMs"], "what_it_is": "A curated list of 120+ LLM libraries organized by category, covering training, inference, RAG, agents, evaluation, and more. It serves as a reference directory for LLM engineers discovering tooling across the generative AI ecosystem.", "when_to_avoid": ["you need working software rather than a list of links", "you need in-depth tutorials or documentation for a specific tool", "you need non-LLM machine learning libraries"], "when_to_choose": ["you want a broad, categorized overview of the LLM tooling landscape", "you're starting an LLM project and need to survey available libraries", "you want a regularly updated reference of LLM resources"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/llm-engineer-toolkit", "repo": "KalyanKS-NLP/llm-engineer-toolkit", "role": "main", "score": 64}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.235691+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:17:52.516267+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29e927f795273ea232056da3ac7ecf1cda0c259a901897906ee8590589f0105e", "fetched_at": "2026-08-28T04:10:44.235691+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KalyanKS-NLP/llm-engineer-toolkit"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.235691+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:17:52.516267+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29e927f795273ea232056da3ac7ecf1cda0c259a901897906ee8590589f0105e", "fetched_at": "2026-08-28T04:10:44.235691+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KalyanKS-NLP/llm-engineer-toolkit"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:17:52.516267+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29e927f795273ea232056da3ac7ecf1cda0c259a901897906ee8590589f0105e", "fetched_at": "2026-08-28T04:10:44.235691+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KalyanKS-NLP/llm-engineer-toolkit"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.235691+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.235691+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.235691+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:17:52.516267+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29e927f795273ea232056da3ac7ecf1cda0c259a901897906ee8590589f0105e", "fetched_at": "2026-08-28T04:10:44.235691+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KalyanKS-NLP/llm-engineer-toolkit"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.235691+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.235691+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:17:52.516267+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29e927f795273ea232056da3ac7ecf1cda0c259a901897906ee8590589f0105e", "fetched_at": "2026-08-28T04:10:44.235691+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KalyanKS-NLP/llm-engineer-toolkit"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.235691+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.235691+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.235691+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:17:52.516267+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29e927f795273ea232056da3ac7ecf1cda0c259a901897906ee8590589f0105e", "fetched_at": "2026-08-28T04:10:44.235691+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KalyanKS-NLP/llm-engineer-toolkit"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.235691+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:44.235691+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:17:52.516267+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29e927f795273ea232056da3ac7ecf1cda0c259a901897906ee8590589f0105e", "fetched_at": "2026-08-28T04:10:44.235691+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KalyanKS-NLP/llm-engineer-toolkit"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:17:52.516267+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29e927f795273ea232056da3ac7ecf1cda0c259a901897906ee8590589f0105e", "fetched_at": "2026-08-28T04:10:44.235691+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KalyanKS-NLP/llm-engineer-toolkit"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:17:52.516267+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29e927f795273ea232056da3ac7ecf1cda0c259a901897906ee8590589f0105e", "fetched_at": "2026-08-28T04:10:44.235691+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KalyanKS-NLP/llm-engineer-toolkit"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:17:52.516267+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "29e927f795273ea232056da3ac7ecf1cda0c259a901897906ee8590589f0105e", "fetched_at": "2026-08-28T04:10:44.235691+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KalyanKS-NLP/llm-engineer-toolkit"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 38, "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": 542, "days_push": 8, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 64, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}