{"adoption": {"forks": 51, "observed_at": "2026-09-03T02:15:05.968900+00:00", "stars": 1165}, "canonical_url": "https://ross.abutalabs.com/products/ganyuanran-aegis", "card": {"archived": false, "artifact_type": "plugin", "description": "Make AI coding agents architecture-aware: baseline-first, evidence-verified, drift-checked, and safe across long tasks.", "domain": ["developer-tools"], "enriched": true, "function": ["agent-framework", "prompt-engineering", "developer-tools", "workflow-automation"], "health_score": 100, "homepage": "https://github.com/GanyuanRan/Aegis", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["GanyuanRan/Aegis"], "name": "GanyuanRan/Aegis", "platform": ["cli", "cross-platform", "python"], "pushed_at": "2026-09-02T15:15:53+00:00", "repo": "GanyuanRan/Aegis", "stars": 1165, "tags": ["ai-coding-agents", "claude-code", "codex", "method-pack", "spec-driven-development", "architecture-driven-development", "agent-skills", "drift-checking", "ai-agents", "software-architecture", "automation"], "topics": ["agent-skills", "ai-agents", "ai-coding", "architecture-driven-development", "claude-code", "codex", "coding-agents", "evidence-driven", "opencode", "software-architecture", "baseline-first", "first-principles", "awsome-coding-plugin", "dive", "spec-driven-development", "spec-kit", "dsh-plugin"], "urls": [], "use_cases": ["make my AI coding agent follow the codebase architecture", "stop my coding agent from breaking things in long tasks", "verify agent changes against a baseline before accepting them", "add spec-driven development skills to Claude Code or Codex", "reduce rework from AI-generated code", "detect drift when an AI agent edits my project"], "what_it_is": "Aegis is a method pack (plugin/skills collection) that makes AI coding agents architecture-aware, baseline-first, evidence-verified, and drift-checked across long tasks. It ships as plugins for tools like Claude Code, Codex, Cursor, OpenCode, and Windsurf to make agent edits safer and more reliable.", "when_to_avoid": ["you don't use AI coding agents in your workflow", "you need a standalone application rather than an agent plugin/method pack", "you want fully autonomous agents without baseline/evidence constraints"], "when_to_choose": ["you use AI coding agents like Claude Code, Codex, Cursor, or OpenCode on real codebases", "you want evidence-based 'done' criteria and drift checks for agent edits", "you want a method pack of agent skills rather than building your own prompts"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ganyuanran-aegis", "repo": "GanyuanRan/Aegis", "role": "main", "score": 77}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.968900+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:37:23.930300+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "627632ca8079c9b04c25ce67d58b95c8a147764b164905354e772b5d01ff6a0f", "fetched_at": "2026-09-03T02:15:05.968900+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}, {"content_hash": "0c38e0eff74fed5416399d25b2ea268eecd1c176755525feb91346acf424b5c6", "fetched_at": "2026-08-29T12:42:10.669457+00:00", "kind": "homepage", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.968900+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:37:23.930300+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "627632ca8079c9b04c25ce67d58b95c8a147764b164905354e772b5d01ff6a0f", "fetched_at": "2026-09-03T02:15:05.968900+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}, {"content_hash": "0c38e0eff74fed5416399d25b2ea268eecd1c176755525feb91346acf424b5c6", "fetched_at": "2026-08-29T12:42:10.669457+00:00", "kind": "homepage", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:37:23.930300+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "627632ca8079c9b04c25ce67d58b95c8a147764b164905354e772b5d01ff6a0f", "fetched_at": "2026-09-03T02:15:05.968900+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}, {"content_hash": "0c38e0eff74fed5416399d25b2ea268eecd1c176755525feb91346acf424b5c6", "fetched_at": "2026-08-29T12:42:10.669457+00:00", "kind": "homepage", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.968900+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.968900+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.968900+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:37:23.930300+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "627632ca8079c9b04c25ce67d58b95c8a147764b164905354e772b5d01ff6a0f", "fetched_at": "2026-09-03T02:15:05.968900+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}, {"content_hash": "0c38e0eff74fed5416399d25b2ea268eecd1c176755525feb91346acf424b5c6", "fetched_at": "2026-08-29T12:42:10.669457+00:00", "kind": "homepage", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.968900+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.968900+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:37:23.930300+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "627632ca8079c9b04c25ce67d58b95c8a147764b164905354e772b5d01ff6a0f", "fetched_at": "2026-09-03T02:15:05.968900+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}, {"content_hash": "0c38e0eff74fed5416399d25b2ea268eecd1c176755525feb91346acf424b5c6", "fetched_at": "2026-08-29T12:42:10.669457+00:00", "kind": "homepage", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.968900+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.968900+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.968900+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:37:23.930300+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "627632ca8079c9b04c25ce67d58b95c8a147764b164905354e772b5d01ff6a0f", "fetched_at": "2026-09-03T02:15:05.968900+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}, {"content_hash": "0c38e0eff74fed5416399d25b2ea268eecd1c176755525feb91346acf424b5c6", "fetched_at": "2026-08-29T12:42:10.669457+00:00", "kind": "homepage", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.968900+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-09-03T02:15:05.968900+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:37:23.930300+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "627632ca8079c9b04c25ce67d58b95c8a147764b164905354e772b5d01ff6a0f", "fetched_at": "2026-09-03T02:15:05.968900+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}, {"content_hash": "0c38e0eff74fed5416399d25b2ea268eecd1c176755525feb91346acf424b5c6", "fetched_at": "2026-08-29T12:42:10.669457+00:00", "kind": "homepage", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:37:23.930300+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "627632ca8079c9b04c25ce67d58b95c8a147764b164905354e772b5d01ff6a0f", "fetched_at": "2026-09-03T02:15:05.968900+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}, {"content_hash": "0c38e0eff74fed5416399d25b2ea268eecd1c176755525feb91346acf424b5c6", "fetched_at": "2026-08-29T12:42:10.669457+00:00", "kind": "homepage", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:37:23.930300+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "627632ca8079c9b04c25ce67d58b95c8a147764b164905354e772b5d01ff6a0f", "fetched_at": "2026-09-03T02:15:05.968900+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}, {"content_hash": "0c38e0eff74fed5416399d25b2ea268eecd1c176755525feb91346acf424b5c6", "fetched_at": "2026-08-29T12:42:10.669457+00:00", "kind": "homepage", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:37:23.930300+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "627632ca8079c9b04c25ce67d58b95c8a147764b164905354e772b5d01ff6a0f", "fetched_at": "2026-09-03T02:15:05.968900+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}, {"content_hash": "0c38e0eff74fed5416399d25b2ea268eecd1c176755525feb91346acf424b5c6", "fetched_at": "2026-08-29T12:42:10.669457+00:00", "kind": "homepage", "missing": false, "url": "https://github.com/GanyuanRan/Aegis"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 100, "longevity": 8, "rhythm": 88}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": ["young"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 125, "days_push": 0, "days_rel": 1, "gap_med": 0, "n_releases_24m": 108}, "score": 77, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 3, "stale_scrape": false}}