{"adoption": {"forks": 679, "observed_at": "2026-08-28T04:07:06.340015+00:00", "stars": 2640}, "canonical_url": "https://ross.abutalabs.com/products/inspect_ai", "card": {"archived": false, "artifact_type": "framework", "description": "Inspect: A framework for large language model evaluations", "domain": ["large-language-models", "artificial-intelligence", "machine-learning", "developer-tools", "testing"], "enriched": true, "function": ["llm-inference", "agent-framework", "testing", "benchmarking", "mcp", "chatbot", "machine-learning", "developer-tools", "cli", "data-visualization"], "health_score": 80, "homepage": "https://inspect.aisi.org.uk/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["UKGovernmentBEIS/inspect_ai"], "name": "UKGovernmentBEIS/inspect_ai", "platform": ["python", "cloud", "cli", "cross-platform"], "pushed_at": "2026-08-26T21:47:05+00:00", "repo": "UKGovernmentBEIS/inspect_ai", "stars": 2640, "tags": ["llm-evaluations", "eval-framework", "benchmark-suite", "sandboxing", "model-graded-evals", "vscode-extension", "inspect-view", "agentic-evals", "ai-safety", "prompt-engineering", "ai-agents", "command-line", "docker", "kubernetes"], "topics": [], "urls": [], "use_cases": ["run LLM benchmarks on any model provider", "evaluate coding agents like Claude Code or Codex CLI on agentic tasks", "build custom evaluations with prompt engineering, tool use, and multi-turn dialog", "score model outputs with model-graded and custom scorers", "sandbox untrusted model-generated code safely during evals", "monitor and visualize evaluation logs in a web UI", "test agent behavior, reasoning, and safety properties", "run MCP and custom tools inside evaluations"], "what_it_is": "Inspect is an open-source Python framework from the UK AI Security Institute for running large language model evaluations, with composable building blocks for datasets, solvers, tools, scorers, and agents. It ships 200+ pre-built benchmark evaluations, a web-based Inspect View for visualizing results, a VS Code extension, and sandboxing support for running untrusted model code across Docker, Kubernetes, Modal, and other backends.", "when_to_avoid": ["you only need simple one-off model API calls without evaluation scoring", "you need a production inference-serving framework rather than an eval harness", "your stack is not Python-based and you cannot add Python tooling"], "when_to_choose": ["you need a rigorous, reproducible evaluation harness for LLMs or agents", "you want to run established benchmarks without writing them yourself", "you need sandboxed execution of model-generated code", "you want extensible Python tooling with a mature ecosystem and active development"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/inspect_ai", "repo": "UKGovernmentBEIS/inspect_ai", "role": "main", "score": 71}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.340015+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:19:05.258795+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "40050b0474aaf0641d2b887e240c915b9c058280549d266b5cc8902d9f479cc8", "fetched_at": "2026-08-28T04:07:06.340015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKGovernmentBEIS/inspect_ai"}, {"content_hash": "8a14eb4332696fe6cc5948ee73852d92bd7db3c8ad7d5f9dd3ca64121c381113", "fetched_at": "2026-08-29T10:02:09.371060+00:00", "kind": "homepage", "missing": false, "url": "https://inspect.aisi.org.uk/"}, {"content_hash": "c9c7f93f71defd6728bebcb8f036f8b7b8e210a7780a09b92a49e9d40184f30c", "fetched_at": "2026-08-29T10:02:09.381675+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/inspect_ai/json"}, {"content_hash": "6c022f2fa60a36b0e0c15e9f6f2096215026eab8a1747bcffa5191d8099d1d13", "fetched_at": "2026-08-29T10:02:09.374044+00:00", "kind": "site_page", "missing": false, "url": "https://inspect.aisi.org.uk/CHANGELOG.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.340015+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:19:05.258795+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "40050b0474aaf0641d2b887e240c915b9c058280549d266b5cc8902d9f479cc8", "fetched_at": "2026-08-28T04:07:06.340015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKGovernmentBEIS/inspect_ai"}, {"content_hash": "8a14eb4332696fe6cc5948ee73852d92bd7db3c8ad7d5f9dd3ca64121c381113", "fetched_at": "2026-08-29T10:02:09.371060+00:00", "kind": "homepage", "missing": false, "url": "https://inspect.aisi.org.uk/"}, {"content_hash": "c9c7f93f71defd6728bebcb8f036f8b7b8e210a7780a09b92a49e9d40184f30c", "fetched_at": "2026-08-29T10:02:09.381675+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/inspect_ai/json"}, {"content_hash": "6c022f2fa60a36b0e0c15e9f6f2096215026eab8a1747bcffa5191d8099d1d13", "fetched_at": "2026-08-29T10:02:09.374044+00:00", "kind": "site_page", "missing": false, "url": "https://inspect.aisi.org.uk/CHANGELOG.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:19:05.258795+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "40050b0474aaf0641d2b887e240c915b9c058280549d266b5cc8902d9f479cc8", "fetched_at": "2026-08-28T04:07:06.340015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKGovernmentBEIS/inspect_ai"}, {"content_hash": "8a14eb4332696fe6cc5948ee73852d92bd7db3c8ad7d5f9dd3ca64121c381113", "fetched_at": "2026-08-29T10:02:09.371060+00:00", "kind": "homepage", "missing": false, "url": "https://inspect.aisi.org.uk/"}, {"content_hash": "c9c7f93f71defd6728bebcb8f036f8b7b8e210a7780a09b92a49e9d40184f30c", "fetched_at": "2026-08-29T10:02:09.381675+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/inspect_ai/json"}, {"content_hash": "6c022f2fa60a36b0e0c15e9f6f2096215026eab8a1747bcffa5191d8099d1d13", "fetched_at": "2026-08-29T10:02:09.374044+00:00", "kind": "site_page", "missing": false, "url": "https://inspect.aisi.org.uk/CHANGELOG.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.340015+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.340015+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.340015+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:19:05.258795+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "40050b0474aaf0641d2b887e240c915b9c058280549d266b5cc8902d9f479cc8", "fetched_at": "2026-08-28T04:07:06.340015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKGovernmentBEIS/inspect_ai"}, {"content_hash": "8a14eb4332696fe6cc5948ee73852d92bd7db3c8ad7d5f9dd3ca64121c381113", "fetched_at": "2026-08-29T10:02:09.371060+00:00", "kind": "homepage", "missing": false, "url": "https://inspect.aisi.org.uk/"}, {"content_hash": "c9c7f93f71defd6728bebcb8f036f8b7b8e210a7780a09b92a49e9d40184f30c", "fetched_at": "2026-08-29T10:02:09.381675+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/inspect_ai/json"}, {"content_hash": "6c022f2fa60a36b0e0c15e9f6f2096215026eab8a1747bcffa5191d8099d1d13", "fetched_at": "2026-08-29T10:02:09.374044+00:00", "kind": "site_page", "missing": false, "url": "https://inspect.aisi.org.uk/CHANGELOG.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.340015+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.340015+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:19:05.258795+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "40050b0474aaf0641d2b887e240c915b9c058280549d266b5cc8902d9f479cc8", "fetched_at": "2026-08-28T04:07:06.340015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKGovernmentBEIS/inspect_ai"}, {"content_hash": "8a14eb4332696fe6cc5948ee73852d92bd7db3c8ad7d5f9dd3ca64121c381113", "fetched_at": "2026-08-29T10:02:09.371060+00:00", "kind": "homepage", "missing": false, "url": "https://inspect.aisi.org.uk/"}, {"content_hash": "c9c7f93f71defd6728bebcb8f036f8b7b8e210a7780a09b92a49e9d40184f30c", "fetched_at": "2026-08-29T10:02:09.381675+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/inspect_ai/json"}, {"content_hash": "6c022f2fa60a36b0e0c15e9f6f2096215026eab8a1747bcffa5191d8099d1d13", "fetched_at": "2026-08-29T10:02:09.374044+00:00", "kind": "site_page", "missing": false, "url": "https://inspect.aisi.org.uk/CHANGELOG.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.340015+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.340015+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.340015+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:19:05.258795+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "40050b0474aaf0641d2b887e240c915b9c058280549d266b5cc8902d9f479cc8", "fetched_at": "2026-08-28T04:07:06.340015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKGovernmentBEIS/inspect_ai"}, {"content_hash": "8a14eb4332696fe6cc5948ee73852d92bd7db3c8ad7d5f9dd3ca64121c381113", "fetched_at": "2026-08-29T10:02:09.371060+00:00", "kind": "homepage", "missing": false, "url": "https://inspect.aisi.org.uk/"}, {"content_hash": "c9c7f93f71defd6728bebcb8f036f8b7b8e210a7780a09b92a49e9d40184f30c", "fetched_at": "2026-08-29T10:02:09.381675+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/inspect_ai/json"}, {"content_hash": "6c022f2fa60a36b0e0c15e9f6f2096215026eab8a1747bcffa5191d8099d1d13", "fetched_at": "2026-08-29T10:02:09.374044+00:00", "kind": "site_page", "missing": false, "url": "https://inspect.aisi.org.uk/CHANGELOG.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.340015+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.340015+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:19:05.258795+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "40050b0474aaf0641d2b887e240c915b9c058280549d266b5cc8902d9f479cc8", "fetched_at": "2026-08-28T04:07:06.340015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKGovernmentBEIS/inspect_ai"}, {"content_hash": "8a14eb4332696fe6cc5948ee73852d92bd7db3c8ad7d5f9dd3ca64121c381113", "fetched_at": "2026-08-29T10:02:09.371060+00:00", "kind": "homepage", "missing": false, "url": "https://inspect.aisi.org.uk/"}, {"content_hash": "c9c7f93f71defd6728bebcb8f036f8b7b8e210a7780a09b92a49e9d40184f30c", "fetched_at": "2026-08-29T10:02:09.381675+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/inspect_ai/json"}, {"content_hash": "6c022f2fa60a36b0e0c15e9f6f2096215026eab8a1747bcffa5191d8099d1d13", "fetched_at": "2026-08-29T10:02:09.374044+00:00", "kind": "site_page", "missing": false, "url": "https://inspect.aisi.org.uk/CHANGELOG.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:19:05.258795+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "40050b0474aaf0641d2b887e240c915b9c058280549d266b5cc8902d9f479cc8", "fetched_at": "2026-08-28T04:07:06.340015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKGovernmentBEIS/inspect_ai"}, {"content_hash": "8a14eb4332696fe6cc5948ee73852d92bd7db3c8ad7d5f9dd3ca64121c381113", "fetched_at": "2026-08-29T10:02:09.371060+00:00", "kind": "homepage", "missing": false, "url": "https://inspect.aisi.org.uk/"}, {"content_hash": "c9c7f93f71defd6728bebcb8f036f8b7b8e210a7780a09b92a49e9d40184f30c", "fetched_at": "2026-08-29T10:02:09.381675+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/inspect_ai/json"}, {"content_hash": "6c022f2fa60a36b0e0c15e9f6f2096215026eab8a1747bcffa5191d8099d1d13", "fetched_at": "2026-08-29T10:02:09.374044+00:00", "kind": "site_page", "missing": false, "url": "https://inspect.aisi.org.uk/CHANGELOG.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:19:05.258795+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "40050b0474aaf0641d2b887e240c915b9c058280549d266b5cc8902d9f479cc8", "fetched_at": "2026-08-28T04:07:06.340015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKGovernmentBEIS/inspect_ai"}, {"content_hash": "8a14eb4332696fe6cc5948ee73852d92bd7db3c8ad7d5f9dd3ca64121c381113", "fetched_at": "2026-08-29T10:02:09.371060+00:00", "kind": "homepage", "missing": false, "url": "https://inspect.aisi.org.uk/"}, {"content_hash": "c9c7f93f71defd6728bebcb8f036f8b7b8e210a7780a09b92a49e9d40184f30c", "fetched_at": "2026-08-29T10:02:09.381675+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/inspect_ai/json"}, {"content_hash": "6c022f2fa60a36b0e0c15e9f6f2096215026eab8a1747bcffa5191d8099d1d13", "fetched_at": "2026-08-29T10:02:09.374044+00:00", "kind": "site_page", "missing": false, "url": "https://inspect.aisi.org.uk/CHANGELOG.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:19:05.258795+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "40050b0474aaf0641d2b887e240c915b9c058280549d266b5cc8902d9f479cc8", "fetched_at": "2026-08-28T04:07:06.340015+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKGovernmentBEIS/inspect_ai"}, {"content_hash": "8a14eb4332696fe6cc5948ee73852d92bd7db3c8ad7d5f9dd3ca64121c381113", "fetched_at": "2026-08-29T10:02:09.371060+00:00", "kind": "homepage", "missing": false, "url": "https://inspect.aisi.org.uk/"}, {"content_hash": "c9c7f93f71defd6728bebcb8f036f8b7b8e210a7780a09b92a49e9d40184f30c", "fetched_at": "2026-08-29T10:02:09.381675+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/inspect_ai/json"}, {"content_hash": "6c022f2fa60a36b0e0c15e9f6f2096215026eab8a1747bcffa5191d8099d1d13", "fetched_at": "2026-08-29T10:02:09.374044+00:00", "kind": "site_page", "missing": false, "url": "https://inspect.aisi.org.uk/CHANGELOG.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 73, "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": 1023, "days_push": 7, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 71, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}