{"adoption": {"forks": 122, "observed_at": "2026-08-28T04:06:37.572096+00:00", "stars": 2328}, "canonical_url": "https://ross.abutalabs.com/products/chain-of-recursive-thoughts", "card": {"archived": false, "artifact_type": "application", "description": "I made my AI think harder by making it argue with itself repeatedly. It works stupidly well.", "domain": ["large-language-models", "artificial-intelligence", "developer-tools"], "enriched": true, "function": ["llm-inference", "agent-framework", "prompt-engineering"], "health_score": 32, "homepage": null, "language": "JavaScript", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["PhialsBasement/Chain-of-Recursive-Thoughts"], "name": "PhialsBasement/Chain-of-Recursive-Thoughts", "platform": ["python", "cross-platform", "cli"], "pushed_at": "2025-05-02T03:02:43+00:00", "repo": "PhialsBasement/Chain-of-Recursive-Thoughts", "stars": 2328, "tags": ["recursive-thinking", "self-evaluation", "reasoning-enhancement", "openrouter", "llm-wrapper", "web-ui", "nodejs"], "topics": [], "urls": [], "use_cases": ["make a small local LLM reason better on coding tasks", "improve AI response quality by having the model argue with itself", "run recursive self-evaluation loops over LLM answers", "compare and pick the best of several AI-generated responses", "boost Mistral or other OpenRouter models' reasoning depth", "experiment with iterative LLM refinement techniques"], "what_it_is": "CoRT (Chain of Recursive Thoughts) is a tool that makes LLMs recursively refine their answers by generating multiple alternative responses, evaluating them, and picking the best one over several thinking rounds. It ships as a Python CLI script plus an early-stage web UI, and works with models via OpenRouter.", "when_to_avoid": ["you need production-grade, latency-sensitive inference (multiple rounds multiply cost and time)", "you need a maintained library with a stable API rather than an experimental project", "you want built-in support for providers other than OpenRouter without code changes"], "when_to_choose": ["you want better reasoning from small local models without fine-tuning", "you use OpenRouter or compatible APIs and want a drop-in thinking loop", "you want a simple script or early web UI to experiment with self-critique prompting"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/chain-of-recursive-thoughts", "repo": "PhialsBasement/Chain-of-Recursive-Thoughts", "role": "main", "score": 28}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.572096+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:38:12.573167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a427883a35f492b18745a24be7a213095c45a73c4f6f0625fd435e0098d7cac3", "fetched_at": "2026-08-28T04:06:37.572096+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PhialsBasement/Chain-of-Recursive-Thoughts"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.572096+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:38:12.573167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a427883a35f492b18745a24be7a213095c45a73c4f6f0625fd435e0098d7cac3", "fetched_at": "2026-08-28T04:06:37.572096+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PhialsBasement/Chain-of-Recursive-Thoughts"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:38:12.573167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a427883a35f492b18745a24be7a213095c45a73c4f6f0625fd435e0098d7cac3", "fetched_at": "2026-08-28T04:06:37.572096+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PhialsBasement/Chain-of-Recursive-Thoughts"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.572096+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.572096+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.572096+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:38:12.573167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a427883a35f492b18745a24be7a213095c45a73c4f6f0625fd435e0098d7cac3", "fetched_at": "2026-08-28T04:06:37.572096+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PhialsBasement/Chain-of-Recursive-Thoughts"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.572096+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.572096+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:38:12.573167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a427883a35f492b18745a24be7a213095c45a73c4f6f0625fd435e0098d7cac3", "fetched_at": "2026-08-28T04:06:37.572096+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PhialsBasement/Chain-of-Recursive-Thoughts"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.572096+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.572096+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.572096+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:38:12.573167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a427883a35f492b18745a24be7a213095c45a73c4f6f0625fd435e0098d7cac3", "fetched_at": "2026-08-28T04:06:37.572096+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PhialsBasement/Chain-of-Recursive-Thoughts"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.572096+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:37.572096+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:38:12.573167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a427883a35f492b18745a24be7a213095c45a73c4f6f0625fd435e0098d7cac3", "fetched_at": "2026-08-28T04:06:37.572096+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PhialsBasement/Chain-of-Recursive-Thoughts"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:38:12.573167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a427883a35f492b18745a24be7a213095c45a73c4f6f0625fd435e0098d7cac3", "fetched_at": "2026-08-28T04:06:37.572096+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PhialsBasement/Chain-of-Recursive-Thoughts"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:38:12.573167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a427883a35f492b18745a24be7a213095c45a73c4f6f0625fd435e0098d7cac3", "fetched_at": "2026-08-28T04:06:37.572096+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PhialsBasement/Chain-of-Recursive-Thoughts"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:38:12.573167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a427883a35f492b18745a24be7a213095c45a73c4f6f0625fd435e0098d7cac3", "fetched_at": "2026-08-28T04:06:37.572096+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PhialsBasement/Chain-of-Recursive-Thoughts"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 19, "longevity": 35, "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": 493, "days_push": 488, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 28, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}