Public recordGood
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-18 01:34 UTC
UKGovernmentBEIS / inspect_ai
Inspect: A framework for large language model evaluations
UKGovernmentBEIS/inspect_ai holds a health index of 83 out of 100, placing it in the Good band. It scores highest on Vitality (95/100) and lowest on Security (60/100). It was last updated today. 2 contributors account for most of its recent work.
83
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
83
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
240 followers114 public repossince May 2016
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | inspect_ai | 0.3.248 | 10,516,017 | 248 | 0 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
95
Development activity
100Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 36/36 | Commit cadence — 52/52 weeks with commits |
| 18/18 | Commit volume — 3,670 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 3,670 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Release discipline
88Excellent
How it's scored
| 16.2/27 | Ships releases — 99 version tags (no GitHub releases) |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~4.3 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 99 |
| latest_release_tag | 0.3.248 |
| releases_from_tags | yes |
| days_since_latest_release | 0 |
| mean_days_between_releases | 4.3 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
86
Popularity & adoption
85Excellent
How it's scored
| 54.7/60 | Stars — 2,368 stars |
| 23.2/25 | Forks — 609 forks |
| 6.7/15 | Watchers — 17 watchers |
Inputs used
| forks | 609 |
| stars | 2,368 |
| watchers | 17 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
77Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
100Excellent
How it's scored
| 80/80 | Monthly downloads — 10,516,017 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | inspect_ai |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 10,516,017 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
78
Maintainer resilience (bus factor)
62Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 13.1/22.5 | Commit distribution — top contributor authored 42% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 17 contributing companies or organizations |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 100 |
| top_contributor_share | 0.416 |
Issue & PR responsiveness
85Excellent
How it's scored
| 39/46.8 | Issue resolution — 84% of issues closed |
| 34.2/38.3 | PR acceptance — 3,184/3,558 decided PRs merged |
| 12/15 | OpenSSF Scorecard: Code-Review — Found 10/12 approved changesets -- score normalized to 8 |
Inputs used
| merged_prs | 3,184 |
| open_issues | 144 |
| closed_issues | 730 |
| issue_closed_ratio | 0.835 |
| closed_unmerged_prs | 374 |
Ownership & stewardship
72Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 17.1/25 | Owner reach — 240 followers of UKGovernmentBEIS |
| 25/25 | Track record — 114 public repos, account ~10 yr old |
Inputs used
| followers | 240 |
| owner_type | Organization |
| is_verified | — |
| owner_login | UKGovernmentBEIS |
| public_repos | 114 |
| account_age_days | 3,724 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 248 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | inspect_ai |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
92
Engineering practices
100Excellent
How it's scored
| 24/24 | CI workflows — 6 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — .pylintrc, ruff.toml |
| 9.6/9.6 | Pre-commit hooks |
| 6.4/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 12 out of 12 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | yes |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
80Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://inspect.aisi.org.uk/ |
| 10/10 | Repository description |
| 0/10 | Topics |
| 0/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | no |
| homepage | https://inspect.aisi.org.uk/ |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
60
Security posture
60Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 12 out of 12 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6/7.5 | Code-Review — Found 10/12 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 17 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 53 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6 |
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
78
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — CLAUDE.md, src/inspect_sandbox_tools/CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | CLAUDE.md, src/inspect_sandbox_tools/CLAUDE.md |
| agent_instruction_max_bytes | 8,294 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
86Excellent
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .pylintrc, ruff.toml |
| 11/11 | Static type checking — src/inspect_ai/py.typed, tests/test_package/inspect_package/py.typed |
| 10/10 | Reproducible environment — devcontainer, Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | package-lock.json, uv.lock, yarn.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | yes |
| has_linter_config | yes |
| typecheck_configs | src/inspect_ai/py.typed, tests/test_package/inspect_package/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (src/inspect_ai/py.typed, tests/test_package/inspect_package/py.typed) |
| 53.7/55 | Manageable file sizes — 35/1,500 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 173,241 |
| source_files_sampled | 1,500 |
| oversized_source_files | 35 |
Machine-readable interfaces
60Moderate
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks, samples |
Inputs used
| example_dirs | examples, notebooks, samples |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
2,368GitHub stars
100contributors
3,670commits, last 12 months
0days since last push
99releases
2bus factor
144open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 6.0 / 10
6.0aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 1 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 12 out of 12 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 8 | Code-Review | Found 10/12 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 17 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 53 existing vulnerabilities detected |
All dependencies 509
Full resolved dependency set from the GitHub dependency graph: 0 direct and 509 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| npm | @asamuzakjp/css-color | 3.2.0 | indirect |
| npm | @csstools/color-helpers | 5.1.0 | indirect |
| npm | @csstools/css-calc | 2.1.4 | indirect |
| npm | @csstools/css-color-parser | 3.1.0 | indirect |
| npm | @csstools/css-parser-algorithms | 3.0.5 | indirect |
| npm | @csstools/css-tokenizer | 3.0.4 | indirect |
| npm | @excalidraw/utils | 0.1.2 | indirect |
| npm | agent-base | 7.1.4 | indirect |
| npm | asynckit | 0.4.0 | indirect |
| npm | call-bind-apply-helpers | 1.0.2 | indirect |
| npm | canvas-5-polyfill | 0.1.5 | indirect |
| npm | combined-stream | 1.0.8 | indirect |
| npm | cssstyle | 4.6.0 | indirect |
| npm | data-urls | 5.0.0 | indirect |
| npm | debug | 4.4.3 | indirect |
| npm | decimal.js | 10.6.0 | indirect |
| npm | delayed-stream | 1.0.0 | indirect |
| npm | dunder-proto | 1.0.1 | indirect |
| npm | entities | 6.0.1 | indirect |
| npm | es-define-property | 1.0.1 | indirect |
| npm | es-errors | 1.3.0 | indirect |
| npm | es-object-atoms | 1.1.1 | indirect |
| npm | es-set-tostringtag | 2.1.0 | indirect |
| npm | form-data | 4.0.5 | indirect |
| npm | function-bind | 1.1.2 | indirect |
| npm | get-intrinsic | 1.3.0 | indirect |
| npm | get-proto | 1.0.1 | indirect |
| npm | gopd | 1.2.0 | indirect |
| npm | has-symbols | 1.1.0 | indirect |
| npm | has-tostringtag | 1.0.2 | indirect |
| npm | hasown | 2.0.2 | indirect |
| npm | html-encoding-sniffer | 4.0.0 | indirect |
| npm | http-proxy-agent | 7.0.2 | indirect |
| npm | https-proxy-agent | 7.0.6 | indirect |
| npm | iconv-lite | 0.6.3 | indirect |
| npm | is-potential-custom-element-name | 1.0.1 | indirect |
| npm | jsdom | 24.1.3 | indirect |
| npm | lru-cache | 10.4.3 | indirect |
| npm | math-intrinsics | 1.1.0 | indirect |
| npm | mime-db | 1.52.0 | indirect |
| npm | mime-types | 2.1.35 | indirect |
| npm | ms | 2.1.3 | indirect |
| npm | nwsapi | 2.2.23 | indirect |
| npm | parse5 | 7.3.0 | indirect |
| npm | psl | 1.15.0 | indirect |
| npm | punycode | 2.3.1 | indirect |
| npm | querystringify | 2.2.0 | indirect |
| npm | requires-port | 1.0.0 | indirect |
| npm | rrweb-cssom | 0.7.1 | indirect |
| npm | rrweb-cssom | 0.8.0 | indirect |
| npm | safer-buffer | 2.1.2 | indirect |
| npm | saxes | 6.0.0 | indirect |
| npm | symbol-tree | 3.2.4 | indirect |
| npm | tough-cookie | 4.1.4 | indirect |
| npm | tr46 | 5.1.1 | indirect |
| npm | universalify | 0.2.0 | indirect |
| npm | url-parse | 1.5.10 | indirect |
| npm | w3c-xmlserializer | 5.0.0 | indirect |
| npm | webidl-conversions | 7.0.0 | indirect |
| npm | whatwg-encoding | 3.1.1 | indirect |
| npm | whatwg-mimetype | 4.0.0 | indirect |
| npm | whatwg-url | 14.2.0 | indirect |
| npm | ws | 8.20.0 | indirect |
| npm | xml-name-validator | 5.0.0 | indirect |
| npm | xmlchars | 2.2.0 | indirect |
| PyPI | adlfs | — | indirect |
| PyPI | adlfs | 2026.5.0 | indirect |
| PyPI | agent-client-protocol | — | indirect |
| PyPI | agent-client-protocol | 0.10.1 | indirect |
| PyPI | aioboto3 | — | indirect |
| PyPI | aioboto3 | 15.5.0 | indirect |
| PyPI | aiobotocore | 2.25.1 | indirect |
| PyPI | aiofiles | 25.1.0 | indirect |
| PyPI | aiohappyeyeballs | 2.6.2 | indirect |
| PyPI | aiohttp | 3.14.0 | indirect |
| PyPI | aiohttp-jinja2 | 1.6 | indirect |
| PyPI | aioitertools | 0.13.0 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anthropic | — | indirect |
| PyPI | anthropic | 0.115.0 | indirect |
| PyPI | antlr4-python3-runtime | 4.13.2 | indirect |
| PyPI | anyio | — | indirect |
| PyPI | anyio | 4.14.0 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | apprise | — | indirect |
| PyPI | apprise | 1.11.0 | indirect |
| PyPI | argon2-cffi | 25.1.0 | indirect |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirect |
| PyPI | arrow | 1.4.0 | indirect |
| PyPI | ast-serialize | 0.5.0 | indirect |
| PyPI | asttokens | 3.0.1 | indirect |
| PyPI | async-lru | 2.3.0 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | aws-bedrock-token-generator | — | indirect |
| PyPI | aws-bedrock-token-generator | 1.1.0 | indirect |
| PyPI | aws-sam-translator | 1.110.0 | indirect |
| PyPI | aws-xray-sdk | 2.15.0 | indirect |
| PyPI | azure-ai-inference | — | indirect |
| PyPI | azure-ai-inference | 1.0.0b9 | indirect |
| PyPI | azure-core | 1.41.0 | indirect |
| PyPI | azure-identity | — | indirect |
| PyPI | azure-identity | 1.25.3 | indirect |
| PyPI | azure-storage-blob | 12.29.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | beautifulsoup4 | — | indirect |
| PyPI | beautifulsoup4 | 4.14.3 | indirect |
| PyPI | bleach | 6.3.0 | indirect |
| PyPI | blinker | 1.9.0 | indirect |
| PyPI | boto3 | — | indirect |
| PyPI | boto3 | 1.40.61 | indirect |
| PyPI | botocore | 1.40.61 | indirect |
| PyPI | botocore-stubs | 1.43.14 | indirect |
| PyPI | build | — | indirect |
| PyPI | build | 1.5.0 | indirect |
| PyPI | certifi | 2026.5.20 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | cfn-lint | 1.51.3 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | click | — | indirect |
| PyPI | click | 8.2.1 | indirect |
| PyPI | cloudpickle | 3.1.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | coverage | 7.14.1 | indirect |
| PyPI | cryptography | 48.0.0 | indirect |
| PyPI | cyclopts | 4.16.1 | indirect |
| PyPI | debugpy | — | indirect |
| PyPI | debugpy | 1.8.21 | indirect |
| PyPI | decorator | 5.3.1 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | detect-agent | 0.3.0 | indirect |
| PyPI | dill | 0.4.1 | indirect |
| PyPI | distlib | 0.4.1 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | docker | 7.1.0 | indirect |
| PyPI | docstring-parser | — | indirect |
| PyPI | docstring-parser | 0.18.0 | indirect |
| PyPI | docutils | 0.23 | indirect |
| PyPI | duckdb | 1.5.3 | indirect |
| PyPI | eval-type-backport | 0.4.0 | indirect |
| PyPI | exceptiongroup | — | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | execnet | 2.1.2 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | fastapi | — | indirect |
| PyPI | fastapi | 0.136.3 | indirect |
| PyPI | fastjsonschema | 2.21.2 | indirect |
| PyPI | filelock | 3.29.0 | indirect |
| PyPI | flask | 3.1.3 | indirect |
| PyPI | flask-cors | 6.0.2 | indirect |
| PyPI | fqdn | 1.5.1 | indirect |
| PyPI | frozenlist | 1.8.0 | indirect |
| PyPI | fsspec | — | indirect |
| PyPI | fsspec | 2025.9.0 | indirect |
| PyPI | google-auth | 2.53.0 | indirect |
| PyPI | google-genai | — | indirect |
| PyPI | google-genai | 2.7.0 | indirect |
| PyPI | googleapis-common-protos | 1.75.0 | indirect |
| PyPI | graphql-core | 3.2.8 | indirect |
| PyPI | griffe | — | indirect |
| PyPI | griffe | 2.0.2 | indirect |
| PyPI | griffecli | 2.0.2 | indirect |
| PyPI | griffelib | 2.0.2 | indirect |
| PyPI | groq | — | indirect |
| PyPI | groq | 1.4.0 | indirect |
| PyPI | grpcio | 1.81.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hf-xet | 1.5.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | — | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | httpx-sse | 0.4.3 | indirect |
| PyPI | huggingface-hub | — | indirect |
| PyPI | huggingface-hub | 1.16.1 | indirect |
| PyPI | id | 1.6.1 | indirect |
| PyPI | identify | 2.6.19 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | ijson | — | indirect |
| PyPI | ijson | 3.5.0 | indirect |
| PyPI | importlib-metadata | 8.7.1 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | inspect-ai | — | indirect |
| PyPI | inspect-scout | — | indirect |
| PyPI | inspect-scout | 0.4.39 | indirect |
| PyPI | inspect-swe | 0.2.59 | indirect |
| PyPI | ipykernel | 7.2.0 | indirect |
| PyPI | ipython | — | indirect |
| PyPI | ipython | 8.39.0 | indirect |
| PyPI | ipython | 9.14.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | ipywidgets | 8.1.8 | indirect |
| PyPI | isodate | 0.7.2 | indirect |
| PyPI | isoduration | 20.11.0 | indirect |
| PyPI | itsdangerous | 2.2.0 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.1.2 | indirect |
| PyPI | jaraco-functools | 4.5.0 | indirect |
| PyPI | jedi | 0.20.0 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jiter | 0.15.0 | indirect |
| PyPI | jmespath | 1.1.0 | indirect |
| PyPI | joserfc | 1.7.0 | indirect |
| PyPI | json5 | 0.14.0 | indirect |
| PyPI | jsonlines | — | indirect |
| PyPI | jsonlines | 4.0.0 | indirect |
| PyPI | jsonpatch | — | indirect |
| PyPI | jsonpatch | 1.32 | indirect |
| PyPI | jsonpath-ng | — | indirect |
| PyPI | jsonpath-ng | 1.8.0 | indirect |
| PyPI | jsonpath-python | 1.1.6 | indirect |
| PyPI | jsonpointer | 3.1.1 | indirect |
| PyPI | jsonref | — | indirect |
| PyPI | jsonref | 1.1.0 | indirect |
| PyPI | jsonschema | — | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-path | 0.5.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | jupyter | — | indirect |
| PyPI | jupyter | 1.1.1 | indirect |
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"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "53 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 3
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "good",
"name": "AI Readiness",
"value": 78,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
"CLAUDE.md",
"src/inspect_sandbox_tools/CLAUDE.md"
],
"agent_instruction_max_bytes": 8294
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md, src/inspect_sandbox_tools/CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md, src/inspect_sandbox_tools/CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "excellent",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 86,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"package-lock.json",
"uv.lock",
"yarn.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": true,
"has_linter_config": true,
"typecheck_configs": [
"src/inspect_ai/py.typed",
"tests/test_package/inspect_package/py.typed"
],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": ".pylintrc, ruff.toml",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".pylintrc, ruff.toml"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "src/inspect_ai/py.typed, tests/test_package/inspect_package/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "src/inspect_ai/py.typed, tests/test_package/inspect_package/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "devcontainer, Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 81,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 173241,
"source_files_sampled": 1500,
"oversized_source_files": 35
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (src/inspect_ai/py.typed, tests/test_package/inspect_package/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "src/inspect_ai/py.typed, tests/test_package/inspect_package/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "35/1500 source files over 60KB",
"points": 53.7,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 1500,
"oversized": 35
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "moderate",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"example_dirs": [
"examples",
"notebooks",
"samples"
],
"has_mcp_signal": true,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks, samples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks, samples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-18T01:34:48.621645Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/u/UKGovernmentBEIS/inspect_ai.svg",
"full_name": "UKGovernmentBEIS/inspect_ai",
"license_state": "standard",
"license_spdx": "MIT"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.