{"adoption": {"forks": 171, "observed_at": "2026-08-28T04:04:36.143114+00:00", "stars": 1392}, "canonical_url": "https://ross.abutalabs.com/products/safety-research-bloom", "card": {"archived": false, "artifact_type": "library", "description": "bloom - evaluate any behavior immediately  🌸🌱", "domain": ["artificial-intelligence", "large-language-models", "machine-learning", "developer-tools"], "enriched": true, "function": ["llm-inference", "testing", "benchmarking", "agent-framework"], "health_score": 69, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["safety-research/bloom"], "name": "safety-research/bloom", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2026-05-07T20:47:35+00:00", "repo": "safety-research/bloom", "stars": 1392, "tags": ["llm-evaluation", "ai-safety", "behavioral-testing", "red-teaming", "sycophancy", "benchmark-generation"], "topics": [], "urls": [], "use_cases": ["evaluate llm for sycophancy", "test if a model exhibits self-preservation behavior", "probe political bias in a chatbot", "generate custom behavioral benchmarks for a language model", "run automated safety evaluations on an llm api", "measure behavior stability under emotional pressure variations"], "what_it_is": "Bloom is a Python tool that automatically generates behavioral evaluation suites for LLMs, probing target models for behaviors like sycophancy, self-preservation, and political bias. It creates diverse test scenarios from a seed configuration, runs conversations with the target model, and scores the results.", "when_to_avoid": ["you need a fixed, widely-cited benchmark with stable results", "you want actively developed features - the repo is frozen and moved to Meridian Labs", "you need non-LLM software testing"], "when_to_choose": ["you need to probe a specific LLM behavior beyond fixed benchmarks", "you want reproducible, seed-configurable evaluation suites", "you're doing AI safety research on model behaviors"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/safety-research-bloom", "repo": "safety-research/bloom", "role": "main", "score": 55}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.143114+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:39:33.366167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7569d2e013d00c6d180e941bf810093749240d6fd25a61ec8b679377538856b", "fetched_at": "2026-08-28T04:04:36.143114+00:00", "kind": "readme", "missing": false, "url": "https://github.com/safety-research/bloom"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.143114+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:39:33.366167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7569d2e013d00c6d180e941bf810093749240d6fd25a61ec8b679377538856b", "fetched_at": "2026-08-28T04:04:36.143114+00:00", "kind": "readme", "missing": false, "url": "https://github.com/safety-research/bloom"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:39:33.366167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7569d2e013d00c6d180e941bf810093749240d6fd25a61ec8b679377538856b", "fetched_at": "2026-08-28T04:04:36.143114+00:00", "kind": "readme", "missing": false, "url": "https://github.com/safety-research/bloom"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.143114+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.143114+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.143114+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:39:33.366167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7569d2e013d00c6d180e941bf810093749240d6fd25a61ec8b679377538856b", "fetched_at": "2026-08-28T04:04:36.143114+00:00", "kind": "readme", "missing": false, "url": "https://github.com/safety-research/bloom"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.143114+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.143114+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:39:33.366167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7569d2e013d00c6d180e941bf810093749240d6fd25a61ec8b679377538856b", "fetched_at": "2026-08-28T04:04:36.143114+00:00", "kind": "readme", "missing": false, "url": "https://github.com/safety-research/bloom"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.143114+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.143114+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.143114+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:39:33.366167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7569d2e013d00c6d180e941bf810093749240d6fd25a61ec8b679377538856b", "fetched_at": "2026-08-28T04:04:36.143114+00:00", "kind": "readme", "missing": false, "url": "https://github.com/safety-research/bloom"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.143114+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:36.143114+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:39:33.366167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7569d2e013d00c6d180e941bf810093749240d6fd25a61ec8b679377538856b", "fetched_at": "2026-08-28T04:04:36.143114+00:00", "kind": "readme", "missing": false, "url": "https://github.com/safety-research/bloom"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:39:33.366167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7569d2e013d00c6d180e941bf810093749240d6fd25a61ec8b679377538856b", "fetched_at": "2026-08-28T04:04:36.143114+00:00", "kind": "readme", "missing": false, "url": "https://github.com/safety-research/bloom"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:39:33.366167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7569d2e013d00c6d180e941bf810093749240d6fd25a61ec8b679377538856b", "fetched_at": "2026-08-28T04:04:36.143114+00:00", "kind": "readme", "missing": false, "url": "https://github.com/safety-research/bloom"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:39:33.366167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7569d2e013d00c6d180e941bf810093749240d6fd25a61ec8b679377538856b", "fetched_at": "2026-08-28T04:04:36.143114+00:00", "kind": "readme", "missing": false, "url": "https://github.com/safety-research/bloom"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 81, "longevity": 31, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 435, "days_push": 118, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 55, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}