{"adoption": {"forks": 186, "observed_at": "2026-08-28T04:04:25.194964+00:00", "stars": 1335}, "canonical_url": "https://ross.abutalabs.com/products/kimi-dev", "card": {"archived": false, "artifact_type": "library", "description": "open-source coding LLM for software engineering tasks", "domain": ["large-language-models", "developer-tools", "artificial-intelligence"], "enriched": true, "function": ["llm-inference", "llm-training", "machine-learning", "agent-framework"], "health_score": 47, "homepage": null, "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["MoonshotAI/Kimi-Dev"], "name": "MoonshotAI/Kimi-Dev", "platform": ["python"], "pushed_at": "2025-09-30T02:15:54+00:00", "repo": "MoonshotAI/Kimi-Dev", "stars": 1335, "tags": ["coding-llm", "swe-bench", "issue-resolution", "bug-fixing", "reinforcement-learning", "vllm", "72b-model", "open-weights", "docker", "gpu", "linux"], "topics": [], "urls": [], "use_cases": ["resolve github issues automatically with an llm", "patch real repositories to fix bugs", "benchmark coding llms on swe-bench verified", "self-host a 72b coding model with vllm", "generate unit tests for code repair tasks", "research rl training for software engineering agents"], "what_it_is": "Kimi-Dev-72B is an open-source coding LLM from Moonshot AI specialized in software engineering tasks like issue resolution and bug fixing, achieving state-of-the-art results on SWE-bench Verified among open models. The repository provides tooling to deploy the model with vLLM and run its two-stage file-localization and patch-generation pipeline on real repositories.", "when_to_avoid": ["you need a lightweight coding assistant without large GPU resources", "you want a general-purpose chat model rather than a specialized repair pipeline", "you need a hosted API service rather than self-deployment"], "when_to_choose": ["you need an open-weights model tuned for issue resolution and repo-level bug fixing", "you want to reproduce or compare SWE-bench Verified results", "you have multi-GPU infrastructure to self-host a 72B model"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/kimi-dev", "repo": "MoonshotAI/Kimi-Dev", "role": "main", "score": 38}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.194964+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:44:21.270578+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "235102fd7316585ac2302db0780cee2b0c3f29ec043aadd725729a3eaaf88ea3", "fetched_at": "2026-08-28T04:04:25.194964+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MoonshotAI/Kimi-Dev"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.194964+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:44:21.270578+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "235102fd7316585ac2302db0780cee2b0c3f29ec043aadd725729a3eaaf88ea3", "fetched_at": "2026-08-28T04:04:25.194964+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MoonshotAI/Kimi-Dev"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:44:21.270578+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "235102fd7316585ac2302db0780cee2b0c3f29ec043aadd725729a3eaaf88ea3", "fetched_at": "2026-08-28T04:04:25.194964+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MoonshotAI/Kimi-Dev"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.194964+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.194964+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.194964+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:44:21.270578+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "235102fd7316585ac2302db0780cee2b0c3f29ec043aadd725729a3eaaf88ea3", "fetched_at": "2026-08-28T04:04:25.194964+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MoonshotAI/Kimi-Dev"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.194964+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.194964+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:44:21.270578+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "235102fd7316585ac2302db0780cee2b0c3f29ec043aadd725729a3eaaf88ea3", "fetched_at": "2026-08-28T04:04:25.194964+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MoonshotAI/Kimi-Dev"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.194964+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.194964+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.194964+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:44:21.270578+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "235102fd7316585ac2302db0780cee2b0c3f29ec043aadd725729a3eaaf88ea3", "fetched_at": "2026-08-28T04:04:25.194964+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MoonshotAI/Kimi-Dev"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.194964+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.194964+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:44:21.270578+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "235102fd7316585ac2302db0780cee2b0c3f29ec043aadd725729a3eaaf88ea3", "fetched_at": "2026-08-28T04:04:25.194964+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MoonshotAI/Kimi-Dev"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:44:21.270578+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "235102fd7316585ac2302db0780cee2b0c3f29ec043aadd725729a3eaaf88ea3", "fetched_at": "2026-08-28T04:04:25.194964+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MoonshotAI/Kimi-Dev"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:44:21.270578+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "235102fd7316585ac2302db0780cee2b0c3f29ec043aadd725729a3eaaf88ea3", "fetched_at": "2026-08-28T04:04:25.194964+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MoonshotAI/Kimi-Dev"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:44:21.270578+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "235102fd7316585ac2302db0780cee2b0c3f29ec043aadd725729a3eaaf88ea3", "fetched_at": "2026-08-28T04:04:25.194964+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MoonshotAI/Kimi-Dev"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 44, "longevity": 31, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+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": 443, "days_push": 338, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 38, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}