Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-23 08:03 UTC

PVRLabs / aibadger

AI Badger - Local-first tool that extracts focused repo context for any AI chat (Claude, ChatGPT, Grok, etc.) without wasting tokens on irrelevant files.

GoMIT★ 13 stars⑂ 1 forksince May 2026View on GitHub ↗

PVRLabs/aibadger holds a health index of 55 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (76/100) and lowest on Security (29/100). It was last updated today. A single contributor accounts for most of its recent work.

55
overall / 100
Moderate

Software 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.

55
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)
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.

Ownership

PVR LabsOrganization
1 follower5 public repossince Mar 2026

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/PVRLabs/aibadgerv0.2.8-172 days ago

Metrics by category

Vitality

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

72Good · 22% 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 — 198 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_year198
human_commit_share1
days_since_last_push0
active_weeks_last_year9
How it's scored
27/27Ships releases — 17 releases published
36/36Release recency — latest release 2 days ago
27/27Release cadence — a release every ~6.7 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count17
latest_release_tagv0.2.8
releases_from_tagsno
days_since_latest_release2
mean_days_between_releases6.7

Community & Adoption

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

33At risk · 18% of overall
How it's scored
17.5/60Stars — 13 stars
0/25Forks — 1 forks
0/15Watchers — 0 watchers
Inputs used
forks1
stars13
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)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

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

54Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
46.8/46.8Issue resolution — 100% of issues closed
0/38.3PR acceptance — no decided pull requests or no data
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs0
open_issues0
closed_issues10
issue_closed_ratio1
closed_unmerged_prs0
Excluded from scoring (no data or not applicable): PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
2.2/25Owner reach — 1 followers of PVRLabs
6.3/25Track record — 5 public repos, account ~0 yr old
Inputs used
followers1
owner_typeOrganization
is_verified
owner_loginPVRLabs
public_repos5
account_age_days123
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 2 days ago
20/20Version history — 17 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/PVRLabs/aibadger
ecosystemsgo
any_deprecatedno
min_days_since_publish2

Engineering Quality

Are baseline engineering and documentation practices in place?

76Good · 20% of overall
How it's scored
24/24CI workflows — 1 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://pvrlabs.xyz/aibadger/
10/10Repository description
10/10Topics — 12 topics
10/10Wiki
Inputs used
topicsai, chatgpt, claude, cli, code-review, context, developer-tools, golang, llm, local-first, tui, ai-badger
has_wikiyes
homepagehttps://pvrlabs.xyz/aibadger/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

29Critical · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no 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
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
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
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate2.9
Excluded from scoring (no data or not applicable): ci_tests, packaging. 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.

70Good · 0% of overall
How it's scored
45/45Agent instructions — AGENTS.md
0/15Machine-readable docs (llms.txt)
30.4/40Legible commit history — 57 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.57
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes527
How it's scored
12.6/18One-command bootstrap — go.mod (toolchain convention, no task runner)
22/22Automated tests
0/11Lint / format config
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum
has_dockerfileno
typed_languageyes
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifestsgo.mod
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — Go (statically typed)
54.5/55Manageable file sizes — 1/111 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes143,179
source_files_sampled111
oversized_source_files1

Key facts

13GitHub stars
1contributors
198commits, last 12 months
0days since last push
17releases
1bus factor
0open issues
Gopackage 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

More detail

OpenSSF Scorecard 2.9 / 10
2.9aggregate

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 · 2026-07-23 08:03 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
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
8Vulnerabilities2 existing vulnerabilities detected
Direct dependencies 4
RegistryPackageVersion constraintManifest
Gogithub.com/charmbracelet/bubblesv1.0.0go.mod
Gogithub.com/charmbracelet/bubbleteav1.3.10go.mod
Gogithub.com/charmbracelet/lipglossv1.1.0go.mod
Gogithub.com/charmbracelet/x/termv0.2.2go.mod
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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          "headline": "Fix goal editor backspace routing",
          "author_name": "ejboy",
          "author_login": "ejboy",
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          "headline": "docs: refresh workflow B screenshot",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-10T18:57:35Z",
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          "headline": "docs: update article screenshots",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-10T18:52:45Z",
          "body_truncated": false,
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        },
        {
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          "is_bot": false,
          "headline": "docs: title experiment prompts file",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-10T18:47:29Z",
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          "body": null,
          "is_bot": false,
          "headline": "docs: fix article screenshot rendering on github",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-10T18:47:29Z",
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          "is_coding_agent": false
        },
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          "body": null,
          "is_bot": false,
          "headline": "docs: fix article screenshot rendering on github",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-10T18:23:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "docs: add articles index and update experiment writeup",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-10T18:14:34Z",
          "body_truncated": false,
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "docs: add Badger design handoff article (#117)",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-10T18:02:51Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "body": "Plan: binary-summaries",
          "is_bot": false,
          "headline": "feat: add image metadata to binary asset summaries #114",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-08T19:25:41Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "Support deeper tagged-file completion",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-08T17:13:21Z",
          "body_truncated": false,
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        {
          "oid": "16695dd87c9c77edcad1559d2b9d6bc503e0fbad",
          "body": null,
          "is_bot": false,
          "headline": "Fix resource topology primary language handling",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-08T16:45:41Z",
          "body_truncated": false,
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        },
        {
          "oid": "1aff51a437429feb3c25b38b379ba81dc2b68645",
          "body": null,
          "is_bot": false,
          "headline": "Scan generic schema resources",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-08T16:22:38Z",
          "body_truncated": false,
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          "oid": "713baefb45f3217faebffb468f1e7a8da54ecb95",
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          "headline": "Surface Java co-located resources",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-08T16:12:48Z",
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        {
          "oid": "130f8b3dcccc25d738ff884b03a674d6174da5f6",
          "body": null,
          "is_bot": false,
          "headline": "Surface Go co-located resources",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-08T16:05:34Z",
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          "body": null,
          "is_bot": false,
          "headline": "docs: rewrite README to improve onboarding and developer conversion",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-07T04:11:12Z",
          "body_truncated": false,
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        },
        {
          "oid": "76bbdad514a0759e5f66b3fb3605456ed569b120",
          "body": null,
          "is_bot": false,
          "headline": "Add structured headless extraction plan output",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-03T18:27:44Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "chore: bump to v0.2.7-dev",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-01T22:46:29Z",
          "body_truncated": false,
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        },
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          "oid": "4c7da35cd56e139c791ca945f5a4a9d91880188a",
          "body": "…eration\n\nPlan: Release v0.2.6",
          "is_bot": false,
          "headline": "fix: fetch full history in release workflow for correct changelog gen…",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-01T22:43:05Z",
          "body_truncated": false,
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        },
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          "body": null,
          "is_bot": false,
          "headline": "release: v0.2.6",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-01T22:39:05Z",
          "body_truncated": false,
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        },
        {
          "oid": "3fe923b9f550334e5181d36c3f1bfa7192e88e17",
          "body": "Show 'Show support for Badger and help others discover it.' before\nasking whether to fetch the supporter scoreboard from GitHub.",
          "is_bot": false,
          "headline": "feat: add motivation line to badge permission prompt",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-01T21:34:52Z",
          "body_truncated": false,
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        },
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          "oid": "96a5b12b318b72a29924a9e3e5a5c51f776a6aba",
          "body": "…clusion\n\n.env.example and similar template files carry no real secrets, but were\ncaught by the .env.* prefix check in matchesSensitiveBase. Add an exact-\nname exemption before the prefix block so these files are extractable.\n\nUpdate docs/privacy.md to reflect the new behavior. Add test coverage\nfor exempted names and confirm other .env.* variants remain blocked.",
          "is_bot": false,
          "headline": "Exempt .env.example/.env.template/.env.sample from Prompt 2 safety ex…",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-01T16:12:23Z",
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          "body": null,
          "is_bot": false,
          "headline": "fix: reduce idle TUI CPU while waiting for AI response #109",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-07-01T15:56:53Z",
          "body_truncated": false,
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        },
        {
          "oid": "be3d47ff235f337f782d3dcd6fedac170f0fbb5c",
          "body": null,
          "is_bot": false,
          "headline": "Mark truncated context footers",
          "author_name": "ejboy",
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        },
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          "oid": "92c09f252d0daa9d20dbb0197df5a06773608248",
          "body": "Add Prompt 2 file header markers for truncated extracted context while preserving existing labels for non-truncated full files, spans, and binary summaries.\n\nCover formatter behavior and headless context output with regression tests.\n\nPlan: Prompt 2 Truncated Context Markers Plan",
          "is_bot": false,
          "headline": "fix: mark truncated Prompt 2 context #107",
          "author_name": "ejboy",
          "author_login": "ejboy",
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          "body_truncated": false,
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        },
        {
          "oid": "8c8f6de0e5a59a44f0263b7bcad653da04aed12c",
          "body": "Add scripts/generate-release-notes.sh and wire it into the release\nworkflow instead of softprops generate_release_notes.",
          "is_bot": false,
          "headline": "feat: automate release notes generation by issue grouping",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-06-24T18:26:01Z",
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        },
        {
          "oid": "692f39be0f4e01ce90700e153aaffd9b40ed7000",
          "body": null,
          "is_bot": false,
          "headline": "fix: remove redundant release trigger from workflow",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-06-24T18:21:37Z",
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          "headline": "chore: bump to v0.2.6-dev",
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          "headline": "release: v0.2.5",
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          "body": "Issue: #105\nPlan: 2026-06-24-tolerant-file-resolution-external-context-roots-plan",
          "is_bot": false,
          "headline": "Use resolved external labels in Prompt 2",
          "author_name": "ejboy",
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          "committed_at": "2026-06-24T18:12:01Z",
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        },
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          "oid": "eb10415710fa85362f2bf3745b188d96eb5c3f69",
          "body": null,
          "is_bot": false,
          "headline": "fix: reject absolute external FILE selectors #105",
          "author_name": "ejboy",
          "author_login": "ejboy",
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          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9b05295fa3700e5a096e11a2be2cebb9b1385138",
          "body": "resolveCommandPath was passing paths starting with \"..\" to\nresolveFuzzyPath, which extracted just the basename and matched\nagainst local project files. This caused external FILE: requests\nlike \"../internal/docs/architecture.md\" to silently resolve to\nlocal files with the same basename instead of falling through to\nexternal context resolution.\n\nFix by skipping fuzzy resolution when the path starts with \"..\".\n\nPlan: Tolerant FILE resolution for external context roots",
          "is_bot": false,
          "headline": "fix: prevent resolveFuzzyPath from stripping parent-dir paths #105",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-06-24T17:39:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6567131bdd40e03c7bb9abd02663883bcb56a696",
          "body": null,
          "is_bot": false,
          "headline": "Add tolerant external FILE resolution",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-06-24T17:20:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "8559c6a7f5106b32cf62279a1d6f5b2d41a27bdc",
          "body": "Document badger followup and /followup in the usage guide.\n\nPlan: 2026-06-23-followup-focus-plan",
          "is_bot": false,
          "headline": "docs: add followup CLI and slash command to usage docs #99",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-06-23T02:05:22Z",
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          "is_coding_agent": false
        },
        {
          "oid": "29320bf7acfed1fb8f4def1c9cce746d4bb75910",
          "body": "Add the followup focus preset, prompt constraints, CLI startup handling, workflow display name, and TUI /followup command.\n\nPlan: 2026-06-23-followup-focus-plan",
          "is_bot": false,
          "headline": "feat: add followup focus prompt contract and UI #99",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-06-23T01:56:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a9fec745f7708b0e439e68dac1f1476d0a0167c",
          "body": null,
          "is_bot": false,
          "headline": "Unify startup launch context",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-30T01:55:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a408d5a3c28a8f573d1de6b3f36aa459359fc506",
          "body": null,
          "is_bot": false,
          "headline": "docs: synchronize protocol, usage, and privacy with engine behavior",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-30T01:37:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a7d7e3922a7addc9bfae28149af271a471195ea1",
          "body": null,
          "is_bot": false,
          "headline": "Limit Node source root scans per directory",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-30T01:18:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "809ca5e8cb58d1cf488e2e3346b4e4822096a089",
          "body": "Plan: scanner-performance-optimization",
          "is_bot": false,
          "headline": "scanner: apply shallow Node marker discovery #29",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T21:18:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "Plan: scanner-performance-optimization",
          "is_bot": false,
          "headline": "scanner: apply shallow Go marker discovery #29",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T21:12:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9d48267957dfa71e94a8a6e2dbd18c919ef2793",
          "body": "Plan: scanner-performance-optimization",
          "is_bot": false,
          "headline": "scanner: add bounded marker discovery helper #29",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T21:08:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "b4df24ad0ba5063a4fcbb1e92629592cc5d97a5a",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to v0.2.5-dev",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T18:57:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b64919b6b10691a1b177111ef24f8d57593739f",
          "body": null,
          "is_bot": false,
          "headline": "release: v0.2.4",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T18:57:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46df43f93787b75ea36d7c9151d6a2c0cea0890b",
          "body": "Drop 7 formatter-output tests now covered by the hybrid-ops-app\nblack-box certification fixture. Keep scanner-level unit tests\n(capping, binary omission, multi-lang ops scripts) that test\ninternal logic not reachable through the binary interface.\n\nPlan: 2026-05-29-shallow-ops-deploy-topology-plan",
          "is_bot": false,
          "headline": "test: remove per-language formatter tests covered by cert fixture #100",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T18:35:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "f9622ccb9a29a0e09d80363b35aa6842c3fdef8a",
          "body": "Plan: 2026-05-29-shallow-ops-deploy-topology-plan",
          "is_bot": false,
          "headline": "Attach ops resources to topology",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T18:14:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d53d78ddc2b03825196fd2ef25c40fcc93c6182b",
          "body": "Plan: Add Shallow Ops/Deploy Discovery To Project Topology",
          "is_bot": false,
          "headline": "Add shallow ops resource scanner for #100",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T18:03:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1b7f69ff9b32b83931ad31fcdd63171a493bde3",
          "body": null,
          "is_bot": false,
          "headline": "Add ops deploy filegroup helpers",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T17:47:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61327e267ee6f712cd7529ec543b3b56ad5c0f5b",
          "body": null,
          "is_bot": false,
          "headline": "test(scanner): add .gitignore and .dockerignore to omission tests",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T17:38:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2dc5e869f54b51aae76e9f4fc7bc2e72099015a7",
          "body": "These toolchain-ignore files describe what *not* to scan -- the opposite\nof what topology is for. They carry near-zero signal for AI understanding\nof project structure. Route them to the same omission path as lock files\nand checksum files (isOmittedNoiseName), and remove them from\nisTextControlFile and classifyByName since they no longer reach those\ncode paths.",
          "is_bot": false,
          "headline": "Omit .gitignore and .dockerignore from topology output",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T17:19:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83c3583917c764a8b68368712c4fe39646db1a23",
          "body": null,
          "is_bot": false,
          "headline": "Improve root package top-file budget",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T16:54:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cad8d6c305ee19f9c5540420bb0ce3a481ccc005",
          "body": "Replace multi-line formatted PATH instructions with a one-line\nPowerShell command users can select, copy, and paste directly.",
          "is_bot": false,
          "headline": "Show single-line PATH command for easy copy-paste",
          "author_name": "ejboy",
          "author_login": "ejboy",
          "committed_at": "2026-05-29T04:34:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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                ],
                "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": "critical",
        "name": "Security",
        "value": 29,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 29,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 2.9
            },
            "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 not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "no SAST tool detected",
                "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": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "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": 70,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.57,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 527
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.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": "57 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 30.4,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 57,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 56,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "go.mod (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "go.mod"
                    }
                  }
                ],
                "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": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "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": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 143179,
              "source_files_sampled": 111,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/111 source files over 60KB",
                "points": 54.5,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 111,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "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": [
    "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"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-23T08:03:23.916499Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/PVRLabs/aibadger.svg",
  "full_name": "PVRLabs/aibadger",
  "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 v0.27.0 — full methodology · metrics wiki.

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