{"adoption": {"forks": 373, "observed_at": "2026-08-28T04:08:32.260015+00:00", "stars": 4010}, "canonical_url": "https://ross.abutalabs.com/products/claude-octopus", "card": {"archived": false, "artifact_type": "plugin", "description": "Run multiple AI models against the same research, design, or coding task. Surface disagreements before you ship.", "domain": ["large-language-models", "developer-tools"], "enriched": true, "function": ["agent-framework", "llm-inference", "developer-tools", "code-review", "workflow-automation"], "health_score": 100, "homepage": "https://reddit.com/r/ClaudeOctopus/", "language": "Shell", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["nyldn/claude-octopus"], "name": "nyldn/claude-octopus", "platform": ["cli", "cross-platform"], "pushed_at": "2026-08-26T14:17:13+00:00", "repo": "nyldn/claude-octopus", "stars": 4010, "tags": ["claude-code-plugin", "multi-llm", "consensus-gates", "ai-orchestration", "shell", "ai-agents", "automation"], "topics": ["ai-agents", "ai-orchestration", "claude-code", "claude-code-plugin", "codex", "copilot", "developer-tools", "double-diamond", "gemini", "multi-ai", "multi-llm", "ollama"], "urls": [], "use_cases": ["get second opinions from multiple AI models on a coding task", "run adversarial code review across different LLMs", "flag disagreements between AI models before shipping code", "orchestrate multiple AI providers from Claude Code", "run an autonomous spec-to-software pipeline", "compare model opinions on a design or research question"], "what_it_is": "A Claude Code plugin that orchestrates multiple AI model providers (Codex, Copilot, Gemini, Ollama, and others) against the same task, using consensus gates to surface disagreements before shipping. It implements a four-phase Discover-Define-Develop-Deliver methodology with specialized personas and optional autonomous pipeline mode.", "when_to_avoid": ["you don't use Claude Code as your primary coding assistant", "you need a single-model workflow or minimal tooling", "you want a language-agnostic SDK rather than a Claude Code plugin"], "when_to_choose": ["you already use Claude Code and want multi-model escalation", "you want consensus checks or adversarial review before merging code", "you want structured multi-phase AI workflows with quality gates"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/claude-octopus", "repo": "nyldn/claude-octopus", "role": "main", "score": 78}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:32.260015+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:24:02.005561+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca52fea3ef343cc6f54c1e0d9783c41c9d13edd677d25c531882ccd2acef90a", "fetched_at": "2026-08-28T04:08:32.260015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nyldn/claude-octopus"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:32.260015+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:24:02.005561+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca52fea3ef343cc6f54c1e0d9783c41c9d13edd677d25c531882ccd2acef90a", "fetched_at": "2026-08-28T04:08:32.260015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nyldn/claude-octopus"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:24:02.005561+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca52fea3ef343cc6f54c1e0d9783c41c9d13edd677d25c531882ccd2acef90a", "fetched_at": "2026-08-28T04:08:32.260015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nyldn/claude-octopus"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:32.260015+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:32.260015+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:32.260015+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:24:02.005561+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca52fea3ef343cc6f54c1e0d9783c41c9d13edd677d25c531882ccd2acef90a", "fetched_at": "2026-08-28T04:08:32.260015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nyldn/claude-octopus"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:32.260015+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:32.260015+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:24:02.005561+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca52fea3ef343cc6f54c1e0d9783c41c9d13edd677d25c531882ccd2acef90a", "fetched_at": "2026-08-28T04:08:32.260015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nyldn/claude-octopus"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:32.260015+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:32.260015+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:32.260015+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:24:02.005561+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca52fea3ef343cc6f54c1e0d9783c41c9d13edd677d25c531882ccd2acef90a", "fetched_at": "2026-08-28T04:08:32.260015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nyldn/claude-octopus"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:32.260015+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:32.260015+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:24:02.005561+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca52fea3ef343cc6f54c1e0d9783c41c9d13edd677d25c531882ccd2acef90a", "fetched_at": "2026-08-28T04:08:32.260015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nyldn/claude-octopus"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:24:02.005561+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca52fea3ef343cc6f54c1e0d9783c41c9d13edd677d25c531882ccd2acef90a", "fetched_at": "2026-08-28T04:08:32.260015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nyldn/claude-octopus"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:24:02.005561+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca52fea3ef343cc6f54c1e0d9783c41c9d13edd677d25c531882ccd2acef90a", "fetched_at": "2026-08-28T04:08:32.260015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nyldn/claude-octopus"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:24:02.005561+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca52fea3ef343cc6f54c1e0d9783c41c9d13edd677d25c531882ccd2acef90a", "fetched_at": "2026-08-28T04:08:32.260015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nyldn/claude-octopus"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 16, "rhythm": 87}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 230, "days_push": 7, "days_rel": 7, "gap_med": 0, "n_releases_24m": 274}, "score": 78, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}