Public record
Software health reportschema 0.27.0 · metrics 2.2.0 · 2026-08-02 10:55 UTC

MattJColes / lgtmaybe

any model. no keys. maybe a merge.

PythonMIT★ 256 stars⑂ 0 forkssince Jun 2026View on GitHub ↗

MattJColes/lgtmaybe holds a health index of 65 out of 100, placing it in the Good band. It scores highest on Vitality (72/100) and lowest on Security (37/100). It was last updated today. A single contributor accounts for most of its recent work.

65
overall / 100
Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

65
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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.

The weighted overall 60 is calibrated to 65 on the published index scale (record calibration 2026-08-02).

Ownership

Matt ColesPersonal account
183 followers21 public repossince Sep 2011

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIlgtmaybe1.12.0-630 days ago

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

72Good · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
6.2/36Commit cadence — 9/52 weeks with commits
18/18Commit volume — 467 commits in the last year
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Inputs used
commits_last_year467
human_commit_share0.79
days_since_last_push0
active_weeks_last_year9
How it's scored
27/27Ships releases — 63 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~0.8 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count63
latest_release_taglgtmaybe-v1.12.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases0.8

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

53Moderate · 17% of overall
How it's scored
39/60Stars — 256 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars256
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_templateno

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

61Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
3.1/22.5Commit distribution — top contributor authored 86% of commits
2.7/13.5Contributor breadth — 2 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.864
How it's scored
42/42Issue resolution — 100% of issues closed
28.9/30PR acceptance — 310/322 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/23 approved changesets -- score normalized to 0
Inputs used
merged_prs310
open_issues0
closed_issues2
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio1
closed_unmerged_prs12
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
16.3/25Owner reach — 183 followers of MattJColes
21.8/25Track record — 21 public repos, account ~14 yr old
Inputs used
followers183
owner_typeUser
is_verified
owner_loginMattJColes
public_repos21
account_age_days5,446
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 63 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageslgtmaybe
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

70Good · 19% of overall
How it's scored
24/24CI workflows — 15 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

37Weak · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/23 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5Vulnerabilities — 8 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate3.7

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

71Good · 4% of overall
How it's scored
45/45Agent instructions — CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt present
40/40Legible commit history — 79 of 79 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
legible_history_share1
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes43,422
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
11/11Static type checking — src/lgtmaybe/py.typed
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 35 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configssrc/lgtmaybe/py.typed
agent_commit_share0.35
toolchain_manifests
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (src/lgtmaybe/py.typed)
53.8/55Manageable file sizes — 4/190 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes88,463
source_files_sampled190
oversized_source_files4
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files

Key facts

256GitHub stars
2contributors
467commits, last 12 months
0days since last push
63releases
1bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:lgtmaybe@1.12.0; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 3.7 / 10
3.7aggregate

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).Scorecard v5.5.0 · 2026-08-02 10:55 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/23 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2Vulnerabilities8 existing vulnerabilities detected
Direct dependencies 8
RegistryPackageVersion constraintManifest
PyPIast-grep-cli>=0.44.0pyproject.toml
PyPIclick>=8.4.1pyproject.toml
PyPIhttpx>=0.28.1pyproject.toml
PyPIlitellm>=1.87.1pyproject.toml
PyPIlitellm>=1.87.1,<1.94pyproject.toml
PyPIpydantic>=2.7pyproject.toml
PyPIpyyaml>=6.0.3pyproject.toml
PyPItenacity>=9.1.4pyproject.toml
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Raw JSON report machine-readable
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      "pushed_at": "2026-08-02T10:53:52Z",
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    "activity": {
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          "published_at": "2026-07-26T14:17:50Z"
        },
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          "tag": "lgtmaybe-v1.6.0",
          "kind": "other",
          "published_at": "2026-07-26T10:17:42Z"
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          "published_at": "2026-07-25T09:02:59Z"
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          "tag": "lgtmaybe-v1.5.1",
          "kind": "other",
          "published_at": "2026-07-25T08:36:39Z"
        },
        {
          "tag": "lgtmaybe-v1.5.0",
          "kind": "other",
          "published_at": "2026-07-25T08:32:05Z"
        },
        {
          "tag": "lgtmaybe-v1.4.1",
          "kind": "other",
          "published_at": "2026-07-25T06:23:58Z"
        },
        {
          "tag": "lgtmaybe-v1.4.0",
          "kind": "other",
          "published_at": "2026-07-25T06:08:30Z"
        },
        {
          "tag": "lgtmaybe-v1.3.0",
          "kind": "other",
          "published_at": "2026-07-25T04:32:58Z"
        },
        {
          "tag": "lgtmaybe-v1.2.0",
          "kind": "other",
          "published_at": "2026-07-25T02:35:32Z"
        },
        {
          "tag": "lgtmaybe-v1.1.0",
          "kind": "other",
          "published_at": "2026-07-24T10:20:10Z"
        },
        {
          "tag": "lgtmaybe-v1.0.0",
          "kind": "other",
          "published_at": "2026-07-24T07:04:13Z"
        },
        {
          "tag": "lgtmaybe-v0.13.1",
          "kind": "other",
          "published_at": "2026-07-24T06:14:52Z"
        },
        {
          "tag": "lgtmaybe-v0.13.0",
          "kind": "other",
          "published_at": "2026-07-24T05:53:49Z"
        },
        {
          "tag": "lgtmaybe-v0.12.2",
          "kind": "other",
          "published_at": "2026-07-23T08:49:54Z"
        },
        {
          "tag": "lgtmaybe-v0.12.1",
          "kind": "other",
          "published_at": "2026-07-17T08:50:31Z"
        },
        {
          "tag": "lgtmaybe-v0.12.0",
          "kind": "other",
          "published_at": "2026-07-17T08:20:11Z"
        },
        {
          "tag": "lgtmaybe-v0.11.0",
          "kind": "other",
          "published_at": "2026-07-06T11:42:08Z"
        },
        {
          "tag": "lgtmaybe-v0.10.0",
          "kind": "other",
          "published_at": "2026-07-06T01:32:24Z"
        },
        {
          "tag": "lgtmaybe-v0.9.2",
          "kind": "other",
          "published_at": "2026-07-01T08:17:43Z"
        },
        {
          "tag": "lgtmaybe-v0.9.1",
          "kind": "other",
          "published_at": "2026-07-01T00:41:12Z"
        },
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          "tag": "lgtmaybe-v0.9.0",
          "kind": "other",
          "published_at": "2026-06-30T14:04:18Z"
        },
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          "tag": "lgtmaybe-v0.8.2",
          "kind": "other",
          "published_at": "2026-06-30T10:42:34Z"
        },
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          "tag": "lgtmaybe-v0.8.1",
          "kind": "other",
          "published_at": "2026-06-30T10:26:45Z"
        },
        {
          "tag": "lgtmaybe-v0.8.0",
          "kind": "other",
          "published_at": "2026-06-30T09:02:27Z"
        },
        {
          "tag": "lgtmaybe-v0.7.2",
          "kind": "other",
          "published_at": "2026-06-30T06:35:25Z"
        },
        {
          "tag": "lgtmaybe-v0.7.1",
          "kind": "other",
          "published_at": "2026-06-30T05:34:42Z"
        },
        {
          "tag": "lgtmaybe-v0.7.0",
          "kind": "other",
          "published_at": "2026-06-24T01:07:11Z"
        },
        {
          "tag": "lgtmaybe-v0.6.2",
          "kind": "other",
          "published_at": "2026-06-23T16:40:43Z"
        },
        {
          "tag": "lgtmaybe-v0.6.1",
          "kind": "other",
          "published_at": "2026-06-23T16:30:42Z"
        },
        {
          "tag": "lgtmaybe-v0.6.0",
          "kind": "other",
          "published_at": "2026-06-23T15:43:33Z"
        },
        {
          "tag": "lgtmaybe-v0.5.0",
          "kind": "other",
          "published_at": "2026-06-23T14:44:42Z"
        },
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          "tag": "lgtmaybe-v0.4.1",
          "kind": "other",
          "published_at": "2026-06-22T23:09:58Z"
        },
        {
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          "kind": "other",
          "published_at": "2026-06-22T16:12:13Z"
        },
        {
          "tag": "lgtmaybe-v0.3.3",
          "kind": "other",
          "published_at": "2026-06-19T05:56:05Z"
        },
        {
          "tag": "lgtmaybe-v0.3.2",
          "kind": "other",
          "published_at": "2026-06-19T04:36:49Z"
        },
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          "tag": "lgtmaybe-v0.3.1",
          "kind": "other",
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        },
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          "tag": "lgtmaybe-v0.3.0",
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        },
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          "tag": "lgtmaybe-v0.2.1",
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          "published_at": "2026-06-16T12:04:24Z"
        },
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          "tag": "lgtmaybe-v0.2.0",
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          "published_at": "2026-06-16T08:22:16Z"
        },
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        },
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        },
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        },
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          "kind": "other",
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        },
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        },
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          "kind": "other",
          "published_at": "2026-06-14T11:17:46Z"
        },
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          "kind": "other",
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        },
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          "tag": "lgtmaybe-v0.1.2",
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        },
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          "kind": "other",
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        },
        {
          "tag": "lgtmaybe-v0.1.0",
          "kind": "other",
          "published_at": "2026-06-07T11:41:19Z"
        },
        {
          "tag": "lgtmaybe-v0.0.2",
          "kind": "other",
          "published_at": "2026-06-07T11:26:08Z"
        }
      ],
      "recent_commits": [
        {
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          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release lgtmaybe 1.12.0 (#324)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
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          "body_truncated": false,
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          "body": "lgtmaybe reviewed #315 and reported \"Stated intent to regenerate\ndocs/llms.txt is not reflected in the diff\". The PR *had* regenerated it\n(+42 lines) — but `llms-full.txt` is hardcoded in `_SKIP_FILENAMES`, so\nthe file could never appear in the diff the model saw. The lens compared\na promise against\n[…]\nly — a file present in the increment still hides its\nearlier commits' changes.\n\n\nClaude-Session: https://claude.ai/code/session_01GqEHe6mG3TVPMBvjxhZzF9\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "headline": "fix(engine): tell the intent lens which files it was not shown (#321)",
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          "author_login": "MattJColes",
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          "body": "* feat(engine): report reasoning tokens on every provider call\n\n`--profile` could show a lens that ran for a minute and wrote 50 tokens\nwith no explanation for the gap. On a reasoning model the explanation is\nthinking, and lgtmaybe already read the count — but only off the failure\npath, to name the \n[…]\nld since #308.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01GqEHe6mG3TVPMBvjxhZzF9\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "is_bot": true,
          "headline": "chore(main): release lgtmaybe 1.10.0 (#310)",
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          "oid": "961738be5db55ac2b1c4acf5ccf06428fc8f3a27",
          "body": "…317)\n\n`lgtmaybe diagram` echoes the body the /diagram comment carries, which tucks\neach text rendering in a <details> block so GitHub can collapse it. A terminal\nrenders no HTML, so it printed the raw tags around the very text that exists\nfor readers without a renderer — and the sequence view made \n[…]\nent or mermaid.live, so dropping them would cost more than the noise\nit saved.\n\n\nClaude-Session: https://claude.ai/code/session_01GqEHe6mG3TVPMBvjxhZzF9\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): flatten the diagram's collapsible blocks for a terminal (#…",
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          "body": "The shared review rules tell every lens the diff is only a slice of the\ncodebase, so a claim resting on unshown code must be hedged or omitted.\nThat protects precision and throws recall away: a bug whose evidence sits\none file over is never reported. Reflection's retrieval cannot recover it\neither —\n[…]\npython -m evals.run --mid-review-retrieval` are how that gets measured.\n\n\nClaude-Session: https://claude.ai/code/session_01GqEHe6mG3TVPMBvjxhZzF9\n\nCo-authored-by: Claude Opus 5 <noreply@anthropic.com>",
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          "headline": "feat(engine): let a lens defer once for bounded context (#316)",
          "author_name": "Matt Coles",
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          "body": "A review call that ran past its `max_tokens` ceiling discarded the whole\nlens. The dogfood review of PR #309 lost three of four lenses that way;\nPR #311 lost one on a fifteen-line diff.\n\nThe engine already knew the remedy — `_review_split` halves an oversized\nbatch and reviews the pieces — but it wa\n[…]\nnly re-send the same oversized\ncall, at a full ceiling-length generation each.\n\n\nClaude-Session: https://claude.ai/code/session_01GqEHe6mG3TVPMBvjxhZzF9\n\nCo-authored-by: claude <noreply@anthropic.com>",
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          "author_name": "Matt Coles",
          "author_login": "MattJColes",
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          "oid": "d3f79f1cd62a6307fb6682797b42bb887e3d68fd",
          "body": "…314)\n\nA monorepo could not say \"payments/** is strict, tests/** is lenient, and\nread ARCHITECTURE.md before reviewing src/**\" — lgtmaybe had one repo-level\nconfig and applied it uniformly.\n\n`ReviewConfig.directory_rules` adds a list of `DirectoryRule` (path globs,\nfree-text `instructions`, `context\n[…]\nL-only, like `finding_rules` and `extra_lenses`: no CLI flag, no Action\ninput.\n\n\nClaude-Session: https://claude.ai/code/session_01GqEHe6mG3TVPMBvjxhZzF9\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(config): scope review instructions and context to a directory (#…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-08-02T08:39:28Z",
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          "body": "The engine already stamps the originating lens on every finding and the\nreflection auditor already scores it 0-10, but both were only ever visible\nin the local CLI — the GitHub comment, where most reviews are actually\nread, showed only `**[SEVERITY] Title**`.\n\nRender them inside the existing severit\n[…]\ned still dedupes\nand there is no re-post storm on the first run after upgrade.\n\n\nClaude-Session: https://claude.ai/code/session_01GqEHe6mG3TVPMBvjxhZzF9\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(github): show the lens and confidence on posted findings (#313)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-08-02T08:38:52Z",
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          "oid": "a9e3593d21de90cf73338139283eca27a1a81bfb",
          "body": "`max_tokens: 16384` was sized against the largest healthy lens payload\n(2,261 tokens) on the assumption that the rest was headroom for thinking.\nTwo runs say otherwise: #309 truncated 3 of 4 lenses, and #311 — a fifteen-line\ndiff, where input size cannot be the cause — still truncated 1 of 4 at the \n[…]\n so\nthe next retune has to argue with the evidence rather than the arithmetic.\n\n\nClaude-Session: https://claude.ai/code/session_01GqEHe6mG3TVPMBvjxhZzF9\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(config): stop the dogfood cap starving a reasoning model (#312)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-08-02T08:38:32Z",
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          "oid": "5ef01f6c75da5c368ca265946cf31b47ed699b7a",
          "body": "An unlabelled step renders an em-dash in the Mermaid line (Mermaid needs a\nmessage after the colon) and drops the suffix in the text view. Neither branch\nwas covered, so a regression to a bare trailing colon would have shipped.\n\nAlso caps the dogfood workflow's input budget: deepseek-v4-flash has a \n[…]\n on a blown ceiling, as it\nalready does on a wall timeout) follows separately.\n\n\nClaude-Session: https://claude.ai/code/session_01GqEHe6mG3TVPMBvjxhZzF9\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(diagram): cover the unlabelled sequence step (#311)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-08-02T08:30:40Z",
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          "oid": "3fe0f87a3c2aa287d8837c07abb204eb6a63d1ec",
          "body": "The flowchart answers \"what does this change touch\"; most pull requests are\nbehavioural, where the question a reviewer actually has is \"what happens, in\nwhat order, and where did that change\". The same structured diagram call now\nalso returns ordered run-time steps, and lgtmaybe renders them as a Me\n[…]\ncal spec updated; the how-to now\n  explains which view answers which question.\n\n\nClaude-Session: https://claude.ai/code/session_01GqEHe6mG3TVPMBvjxhZzF9\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(diagram): add a sequence view beside the change flowchart (#309)",
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          "author_login": "MattJColes",
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          "body": null,
          "is_bot": false,
          "headline": "Trying Deepseek V4 Flash (#308)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-31T23:43:54Z",
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          "body": "* chore(main): release lgtmaybe 1.9.1\n\n* style: apply ruff lint and format fixes\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: Matt Coles <mattjcoles@outlook.com>",
          "is_bot": true,
          "headline": "chore(main): release lgtmaybe 1.9.1 (#304)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
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          "oid": "91ef290dfc054da09856a2c382811f7febb3adee",
          "body": "A correctness lens once ran to this model's full 65,536-token output ceiling\nand came back cut off mid-JSON: 21 minutes and 65k tokens for a single lens,\nagainst ~5.5k for the other three combined. #305 and #306 made that legible —\nit names itself, and the findings it finished emitting survive — but\n[…]\nvider-threading\nfixture that isolates the whole module, not just the one test.\n\n\nClaude-Session: https://claude.ai/code/session_01DRfWx5iwAfXEnsPDS9NW1y\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(config): cap what one dogfood review call may generate (#307)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-28T08:39:59Z",
          "body_truncated": true,
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          "oid": "b8d9193b759cb4fd7b728f777dee3a34636f6680",
          "body": "…(#306)\n\n* fix(parse): keep the findings a truncated response finished emitting\n\nA lens cut off at its output ceiling has usually already produced real\nfindings — generated, billed, and schema-valid. Dropping them threw away\nsignal the run had paid for.\n\nInvestigating turned up something worse than \n[…]\nls both cases.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01DRfWx5iwAfXEnsPDS9NW1y\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(parse): keep the findings a truncated response finished emitting …",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-28T08:23:58Z",
          "body_truncated": true,
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          "oid": "cadca72631537c128024e79b072675790acadd13",
          "body": "…rying it (#305)",
          "is_bot": false,
          "headline": "fix(provider): report a truncated response as truncated, and stop ret…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-28T08:03:00Z",
          "body_truncated": false,
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          "oid": "a11860c9a1eb99725ba27f53db8bb3197d9d1376",
          "body": "… --json stdout parseable (#303)",
          "is_bot": false,
          "headline": "fix(provider): survive a rejected response_format on Bedrock and keep…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-28T07:43:35Z",
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        {
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          "body": "* chore(main): release lgtmaybe 1.9.0\n\n* style: apply ruff lint and format fixes\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release lgtmaybe 1.9.0 (#298)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-27T19:58:58Z",
          "body_truncated": false,
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        },
        {
          "oid": "78af30b3754915e0a7e18604170fd5898235253e",
          "body": "A local review now prints its billable token total to stderr by default,\nrather than only under --profile. stderr keeps --json/--agent output pipeable;\nthe line is suppressed under --profile (whose table already ends with it) and\nomitted entirely for a run that made no model calls or that failed. On\n[…]\nosts ~41% over no context but only ~17%\nbetween 5 and the default 20, because overlapping hunk windows merge and the\nenclosing-definition reach does the useful widening either way. The default\nstands.",
          "is_bot": false,
          "headline": "feat(cli): report what a local review spent (#299)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-27T17:40:17Z",
          "body_truncated": true,
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        {
          "oid": "78987a60d66afe7b77dda7252306ab8d83717dba",
          "body": "Adds the spend-shaped twin of the max_review_seconds deadline. Once a run's\nbillable tokens (input + output across the lens fan-out, triage and reflection)\nreach the ceiling, no further model calls are dispatched: in-flight calls\nfinish, their findings post, and the summary carries a notice naming t\n[…]\nlens count and batch count, so any\ngenerous default that protects a small repo would silently truncate a large\none's review. Measurement is what ships on — --profile now prints a billable\ntoken total.",
          "is_bot": false,
          "headline": "feat(engine): cap a review's spend with max_review_tokens (#297)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-27T17:24:19Z",
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        {
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          "body": "* chore(main): release lgtmaybe 1.8.1\n\n* style: apply ruff lint and format fixes\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release lgtmaybe 1.8.1 (#292)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-27T17:07:47Z",
          "body_truncated": false,
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        {
          "oid": "f4c3bdd279e6022c42a70328d94dd932fe16509d",
          "body": "…ot mint it (#296)\n\nReplying to a lgtmaybe review comment failed the whole review job:\n\n    The lgtmaybe identity exchange must run from the repository's\n    default branch.\n\n`pull_request_review_comment` is in the broker's ALLOWED_EVENTS, in the\nworkflow's triggers, and in the post-as-a-GitHub-App \n[…]\nme this one exception, rather than\nleft as a claim the code no longer honours.\n\n\nClaude-Session: https://claude.ai/code/session_01LqYf2v9WEBxHRoEruQWBUe\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(identity): stop asking for branded identity on an event that cann…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-27T17:05:37Z",
          "body_truncated": true,
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        },
        {
          "oid": "eb586f15752be418672ebef868c12d41b3bcb373",
          "body": "…pad (#295)\n\nThe enclosing-definition pad could reach 120 lines above a hunk — six times\n`_MAX_CONTEXT_LINES`, the ceiling on the fixed pad it is meant to widen.\n\nThe reach exists so a hunk deep inside a function still sees the signature that\nexplains it. But it reproduces every intervening line, no\n[…]\n a\ndefinition that genuinely encloses them and sits well inside the new reach.\n\n\nClaude-Session: https://claude.ai/code/session_01LqYf2v9WEBxHRoEruQWBUe\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf(context): size the enclosing-definition reach against the fixed …",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-27T16:53:19Z",
          "body_truncated": true,
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        },
        {
          "oid": "7cb91294e502a7ad5cd0aed422dd2a5e78aec384",
          "body": "…#294)\n\ndefinition_starts threw ast-grep's range.end away, so _enclosing_boundary\ntreated the nearest definition start above a hunk as enclosing it even when\nthat definition had already closed. Module-level code below a function —\nconstants, config tables, registries — was padded back into an unrela\n[…]\ned to clear the previous group instead of overlapping it.\nFound by fuzzing (217/4000 cases), now zero.\n\nRoughly token-neutral (-1.7% across seven commits) — a correctness fix, not a\ncost optimisation.",
          "is_bot": false,
          "headline": "fix(context): only pad to a definition that still contains the hunk (…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-27T01:46:33Z",
          "body_truncated": true,
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        },
        {
          "oid": "054a4ce1f363da2b85f167a673f9f9e5c0dbe7f0",
          "body": "redact() rewrites every matched secret to [REDACTED] before the diff leaves,\nand the security lens then said \"even if they look redacted, flag the\npractice\" — instructing the model to raise a finding on the reviewer's own\nredaction output.\n\nThe shared rules now name the marker so no lens reports it \n[…]\nens drops the bullet, since gitleaks reads the unredacted text and\nanswers what the lens was prevented from seeing. Secrets reaching a log stay\nwith the model, as does the rest of the OWASP checklist.",
          "is_bot": false,
          "headline": "fix(prompt): stop asking lenses to flag our own redaction marker (#293)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-27T01:17:06Z",
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        },
        {
          "oid": "1a9f0f03d023c5e0a8e79515f088c57e6e6a6feb",
          "body": "Six bugs found by driving the real CLI through ten scenarios of rising\ncomplexity against a stub provider, each one living in a seam between modules\nthat had passing unit tests of their own.\n\n- hardening: the reflection audit received the diff and grounding head text\n  un-neutralised and with no unt\n[…]\nackage at 1.7.0.\n\nAdds tests/e2e/test_cli_scenarios.py and a stub provider so the ten scenarios\nare reproducible: hermetic, no model or network needed, and verified to go red\nagainst the pre-fix code.",
          "is_bot": false,
          "headline": "fix: bugs found driving the CLI end-to-end across 10 scenarios (#291)",
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                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "183 followers of MattJColes",
                "points": 16.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 183,
                      "login": "MattJColes"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "21 public repos, account ~14 yr old",
                "points": 21.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 21
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "lgtmaybe"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "63 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 63
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 70,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "15 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "weak",
        "name": "Security",
        "value": 37,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "weak",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 37,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 3.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/23 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "8 existing vulnerabilities detected",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 2
            },
            "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": 71,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "exceptional",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_llms_txt": true,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 43422
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": "llms.txt present",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "llms_txt_present",
                    "params": {}
                  }
                ],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "79 of 79 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 79,
                      "sampled": 79
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "src/lgtmaybe/py.typed"
              ],
              "agent_commit_share": 0.35,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/lgtmaybe/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/lgtmaybe/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "35 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 35,
                      "sampled": 100
                    }
                  }
                ],
                "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 88463,
              "source_files_sampled": 190,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/lgtmaybe/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/lgtmaybe/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/190 source files over 60KB",
                "points": 53.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 190,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "metrics_version": "2.2.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:lgtmaybe@1.12.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-02T10:55:37.656850Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/MattJColes/lgtmaybe.svg",
  "full_name": "MattJColes/lgtmaybe",
  "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 v2.2.0, schema v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.