{"adoption": {"forks": 140, "observed_at": "2026-08-28T04:07:33.032660+00:00", "stars": 2977}, "canonical_url": "https://ross.abutalabs.com/products/limboai", "card": {"archived": false, "artifact_type": "plugin", "description": "LimboAI - Behavior Trees and State Machines for Godot 4", "domain": ["artificial-intelligence", "gaming-tools"], "enriched": true, "function": ["game-engine", "simulation", "agent-framework"], "health_score": 100, "homepage": "https://limboai.readthedocs.io/", "language": "C++", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["limbonaut/limboai"], "name": "limbonaut/limboai", "platform": ["cpp", "cross-platform"], "pushed_at": "2026-08-26T12:53:42+00:00", "repo": "limbonaut/limboai", "stars": 2977, "tags": ["behavior-trees", "state-machines", "godot4", "game-ai", "visual-debugger", "gdscript", "game-development", "godot"], "topics": ["behavior-tree", "godot-engine", "game-developement", "state-machines", "artificial-intelligence", "godot4"], "urls": [], "use_cases": ["create enemy AI behaviors in Godot 4", "model NPC decision-making with behavior trees", "implement hierarchical state machines for game characters", "debug AI agent behavior visually in the editor", "write custom AI tasks in GDScript", "learn behavior trees through a tutorial demo project"], "what_it_is": "LimboAI is an open-source C++ plugin for Godot Engine 4 that provides Behavior Trees and Hierarchical State Machines for building game AI. It includes a behavior tree editor, visual debugger, built-in documentation, and a demo project with a tutorial, with full GDScript support for custom tasks and states.", "when_to_avoid": ["you're not using Godot Engine", "you need AI for non-game applications like chatbots or agents", "you target Godot 3.x", "you want a general-purpose machine learning framework"], "when_to_choose": ["you're building games with Godot 4 and need structured AI", "you want both behavior trees and state machines in one plugin", "you need a visual editor and debugger for game AI", "you prefer GDScript for extending AI logic"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/limboai", "repo": "limbonaut/limboai", "role": "main", "score": 95}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:33.032660+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:31:33.701816+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "545f7c8001c37442afc7d5b6045e8a86525a2f60cbfce928bbb8123811dc75cd", "fetched_at": "2026-08-28T04:07:33.032660+00:00", "kind": "readme", "missing": false, "url": "https://github.com/limbonaut/limboai"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:33.032660+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:31:33.701816+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "545f7c8001c37442afc7d5b6045e8a86525a2f60cbfce928bbb8123811dc75cd", "fetched_at": "2026-08-28T04:07:33.032660+00:00", "kind": "readme", "missing": false, "url": "https://github.com/limbonaut/limboai"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:31:33.701816+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "545f7c8001c37442afc7d5b6045e8a86525a2f60cbfce928bbb8123811dc75cd", "fetched_at": "2026-08-28T04:07:33.032660+00:00", "kind": "readme", "missing": false, "url": "https://github.com/limbonaut/limboai"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:33.032660+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:33.032660+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:33.032660+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:31:33.701816+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "545f7c8001c37442afc7d5b6045e8a86525a2f60cbfce928bbb8123811dc75cd", "fetched_at": "2026-08-28T04:07:33.032660+00:00", "kind": "readme", "missing": false, "url": "https://github.com/limbonaut/limboai"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:33.032660+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:33.032660+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:31:33.701816+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "545f7c8001c37442afc7d5b6045e8a86525a2f60cbfce928bbb8123811dc75cd", "fetched_at": "2026-08-28T04:07:33.032660+00:00", "kind": "readme", "missing": false, "url": "https://github.com/limbonaut/limboai"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:33.032660+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:33.032660+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:33.032660+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:31:33.701816+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "545f7c8001c37442afc7d5b6045e8a86525a2f60cbfce928bbb8123811dc75cd", "fetched_at": "2026-08-28T04:07:33.032660+00:00", "kind": "readme", "missing": false, "url": "https://github.com/limbonaut/limboai"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:33.032660+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:33.032660+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:31:33.701816+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "545f7c8001c37442afc7d5b6045e8a86525a2f60cbfce928bbb8123811dc75cd", "fetched_at": "2026-08-28T04:07:33.032660+00:00", "kind": "readme", "missing": false, "url": "https://github.com/limbonaut/limboai"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:31:33.701816+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "545f7c8001c37442afc7d5b6045e8a86525a2f60cbfce928bbb8123811dc75cd", "fetched_at": "2026-08-28T04:07:33.032660+00:00", "kind": "readme", "missing": false, "url": "https://github.com/limbonaut/limboai"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:31:33.701816+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "545f7c8001c37442afc7d5b6045e8a86525a2f60cbfce928bbb8123811dc75cd", "fetched_at": "2026-08-28T04:07:33.032660+00:00", "kind": "readme", "missing": false, "url": "https://github.com/limbonaut/limboai"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:31:33.701816+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "545f7c8001c37442afc7d5b6045e8a86525a2f60cbfce928bbb8123811dc75cd", "fetched_at": "2026-08-28T04:07:33.032660+00:00", "kind": "readme", "missing": false, "url": "https://github.com/limbonaut/limboai"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 81, "rhythm": 98}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1134, "days_push": 7, "days_rel": 13, "gap_med": 30.0, "n_releases_24m": 15}, "score": 95, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}