Public recordWeak
Software health reportschema 0.31.0 · metrics 2.5.0 · 2026-08-05 09:26 UTC
Dandi-Pangestu / switchic
CLI tool that generates AI coding assistant context files (CLAUDE.md, Copilot instructions, Kiro steering) from a single source of truth — switch platforms without rewriting your agents, skills, and rules from scratch.
Dandi-Pangestu/switchic holds a health index of 41 out of 100, placing it in the Weak band. It scores highest on AI Readiness (74/100) and lowest on Community & Adoption (24/100). It was last updated 16 days ago. A single contributor accounts for most of its recent work.
41
overall / 100Software 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.
41
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)
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 44 is calibrated to 41 on the published index scale (record calibration 2026-08-02).
Ownership
Dandi PangestuPersonal account
2 followers20 public repossince Feb 2016
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| Go | github.com/Dandi-Pangestu/switchic | v0.5.0 | - | 5 | 16 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
68
Development activity
46Weak
How it's scored
| 28.8/36 | Push recency — last push 16 days ago |
| 3.5/36 | Commit cadence — 5/52 weeks with commits |
| 13.3/18 | Commit volume — 29 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully |
Inputs used
| commits_last_year | 29 |
| human_commit_share | 1 |
| days_since_last_push | 16 |
| active_weeks_last_year | 5 |
Release discipline
100Exceptional
How it's scored
| 27/27 | Ships releases — 5 releases published |
| 36/36 | Release recency — latest release 16 days ago |
| 27/27 | Release cadence — a release every ~8.5 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 5 |
| latest_release_tag | v0.5.0 |
| releases_from_tags | no |
| days_since_latest_release | 16 |
| mean_days_between_releases | 8.5 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
24
Popularity & adoption
1Critical
How it's scored
| 0/60 | Stars — 0 stars |
| 0/25 | Forks — 0 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 0 |
| stars | 0 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | 3 |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| readme_badge_services | shields.io |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
51
Maintainer resilience (bus factor)
10Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 1.4/13.5 | Contributor breadth — 1 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
How it's scored
| 0/42 | Issue resolution — no issues or no data |
| 30/30 | PR acceptance — 6/6 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/10 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 6 |
| open_issues | 0 |
| closed_issues | 0 |
| prs_merged_7d | 0 |
| prs_decided_7d | 0 |
| prs_merged_30d | 2 |
| prs_decided_30d | 2 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
| first_time_authors_30d | 0 |
| first_time_prs_merged_30d | 0 |
| first_time_prs_decided_30d | 0 |
Excluded from scoring (no data or not applicable): Issue resolution, newcomer_pr_acceptance. Remaining weights renormalized.
Ownership & stewardship
44Weak
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 3.4/25 | Owner reach — 2 followers of Dandi-Pangestu |
| 21.6/25 | Track record — 20 public repos, account ~10 yr old |
Inputs used
| followers | 2 |
| owner_type | User |
| is_verified | — |
| owner_login | Dandi-Pangestu |
| public_repos | 20 |
| account_age_days | 3,818 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Exceptional
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on go |
| 35/35 | Publish recency — latest publish 16 days ago |
| 20/20 | Version history — 5 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | github.com/Dandi-Pangestu/switchic |
| ecosystems | go |
| any_deprecated | no |
| min_days_since_publish | 16 |
Engineering Quality
Are baseline engineering and documentation practices in place?
38
Engineering practices
24At Risk
How it's scored
| 0/24 | CI workflows |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 6 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | no |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
60Moderate
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 6 topics |
| 10/10 | Wiki |
Inputs used
| topics | agentic-ai, ai-assisted-development, claude, coding-workflow, golang, software-engineering |
| has_wiki | yes |
| homepage | — |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
25
Security posture
25At Risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — 0 out of 6 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/10 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 0/10 | Dangerous-Workflow — no data |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — no data |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — no data |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 13 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 5 |
| scorecard_aggregate | 2.5 |
Excluded from scoring (no data or not applicable): dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Remaining weights renormalized.
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.
74
Agent context & guidance
85Excellent
How it's scored
| 45/45 | Agent instructions — CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 29 of 29 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 1 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 6,733 |
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — Go (statically typed) |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 29 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | go.sum |
| has_dockerfile | no |
| typed_language | yes |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | go.mod |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
Code legibility for models
100Exceptional
How it's scored
| 45/45 | Type-checkable code — Go (statically typed) |
| 55/55 | Manageable file sizes — 0/60 source files over 60KB |
Inputs used
| primary_language | Go |
| largest_source_bytes | 9,381 |
| source_files_sampled | 60 |
| oversized_source_files | 0 |
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
0GitHub stars
1contributors
29commits, last 12 months
16days since last push
5releases
1bus factor
0open issues
Gopackage ecosystems
Data collection warnings
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
More detail
OpenSSF Scorecard 2.5 / 10
2.5aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 0 | CI-Tests | 0 out of 6 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/10 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| n/a | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| n/a | Packaging | packaging workflow not detected |
| n/a | Pinned-Dependencies | no dependencies found |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| n/a | Token-Permissions | No tokens found |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
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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"oid": "90ca0adc7cb661f6688089419227c8243a36f2be",
"body": "…ancement\n\nFeature/coding workflow enhancement",
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"headline": "Merge pull request #6 from Dandi-Pangestu/feature/coding-workflow-enh…",
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"is_bot": false,
"headline": "feat(coding-workflow): route context by disk artifact and tier agent …",
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"committed_at": "2026-07-20T08:22:16Z",
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"oid": "f68aaddbef208263a51e44255c9526f369bacef6",
"body": "…ails\n\nAll session artifacts and cross-repo coordination now anchor at SESSION_ROOT\n(workspace root in multi-repo mode, repo root in single-repo). TICKET_DIR\nabstracts per-repo artifact paths, allowing same-ticket sessions across repos\nto coexist safely. Git operations enforce strict guardrails: imp\n[…]\nes stay uncommitted for human review, no commits/pushes/merges — the\nfeature branch survives for manual publishing. Enhanced session bootstrapping\nand cleanup for both single-repo and workspace modes.",
"is_bot": false,
"headline": "feat(assets): add workspace multi-repo support and enforce git guardr…",
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"committed_at": "2026-07-14T11:10:03Z",
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"is_bot": false,
"headline": "feat(assets): add session-state contract and hardened orchestration w…",
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"body": "Repos registered with an absolute path aren't reachable in-tree, so\nls repos/ couldn't surface the whole workspace. Add a workspace link\ncommand plus automatic symlink create/remove hooks in add/remove,\nand gitignore the repos/ dir since it's machine-local.",
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"headline": "feat(workspace): symlink out-of-tree repos under repos/",
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"headline": "feat(workspace): add shared docs field to workspace manifest",
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"body": "Remove all \"coming soon\" markers and expand the workspace section with\nthe real commands, flags, and full YAML schema now that the feature ships.",
"is_bot": false,
"headline": "docs(readme): document workspace feature as released",
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"body": "Strings containing `[`, `{`, `: `, or leading `#` cause go-yaml to raise\nhard parse errors before the StringSlice unmarshaler can recover them.\nThe new decision tree instructs the model to quote any such list item\nwith single quotes (or double quotes when the string contains `'`),\nwith worked examples covering the real patterns that broke hub_service.",
"is_bot": false,
"headline": "fix(skills): add YAML safety rules to generate-context prompt",
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"committed_at": "2026-06-28T06:13:03Z",
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"oid": "e4ff9bb640bea94088ea66d9009ed3dfda18b4da",
"body": "…e flag\n\nWhen CLAUDE.md or AGENTS.md already exists without a switchic banner,\nthe switch command now writes CLAUDE.local.md or AGENTS.local.md instead\nof silently overwriting user-written files. Pointer files\n(copilot-instructions.md, project.md) are always regenerated and updated\nto reference the correct target. Pass --replace to force-overwrite.",
"is_bot": false,
"headline": "feat(switch): auto-resolve conflicts with .local variant and --replac…",
"author_name": "Dandi Pangestu",
"author_login": "Dandi-Pangestu",
"committed_at": "2026-06-27T17:06:22Z",
"body_truncated": false,
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},
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"oid": "f2f87f02614e52bce9f3e71214044740697a2f69",
"body": "…donts\n\nYAML parses unquoted items containing \": \" (e.g. \"frozen_string_literal: true\")\nas mapping nodes, causing \"cannot unmarshal !!map into string\" on switch. Introduce\nStringSlice with a custom UnmarshalYAML that reconstructs map nodes back to plain\nstrings so users don't need to quote these items in their config.",
"is_bot": false,
"headline": "fix(config): handle unquoted \"key: value\" strings in conventions/dos/…",
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"oid": "2a3b55e761f39572713728152d23bec254719d48",
"body": "… README\n\nUsers had no AI-assisted path for filling .switchic/config.yaml — they had\nto write description, stack, commands, structure, conventions, dos, donts,\nand docs by hand. The generate-context skill automates this by scanning\nmanifest files and writing each field with strict format guardrails.\n[…]\nDME gains a \"Speed up setup\" subsection in Quickstart covering\ngenerate-context, agent-import, and skill-import so users discover them\nat the moment they would otherwise start filling config manually.",
"is_bot": false,
"headline": "feat(skills): add generate-context skill and document setup skills in…",
"author_name": "Dandi Pangestu",
"author_login": "Dandi-Pangestu",
"committed_at": "2026-06-27T08:20:07Z",
"body_truncated": true,
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"body": "… support\n\nRemove the \"under development\" guard blocking all workspace subcommands.\nAdd --notes to both workspace init and workspace add so repos and the\nworkspace itself carry human-readable descriptions. Add --context-file to\nworkspace add so repos whose context lives at a non-standard path (e.g.\ndocs/CLAUDE.md) can override the platform default; the override is rendered\nin the generated context body.",
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{
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"note": null,
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{
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"code": "forks",
"params": {
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}
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{
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"code": "watchers",
"params": {
"count": 0
}
}
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"max_points": 15
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]
},
{
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"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
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"has_license": true,
"readme_badges": 3,
"has_contributing": false,
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"has_code_of_conduct": false,
"readme_badge_services": [
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"has_pull_request_template": false
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"components": [
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{
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"points": 22.5,
"status": "met",
"details": [
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"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
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],
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{
"key": "contributing_guide",
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"points": 0,
"status": "missed",
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{
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"points": 0,
"status": "missed",
"details": [],
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{
"key": "issue_template",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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{
"key": "pr_template",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
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}
],
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},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 51,
"weight": 0.23,
"metrics": [
{
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"note": null,
"notes": [],
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"points": 9,
"status": "partial",
"details": [
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"code": "bus_factor",
"params": {
"count": 1
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}
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"max_points": 54
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{
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"status": "missed",
"details": [
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}
],
"max_points": 22.5
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{
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"details": [
{
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"params": {
"count": 1
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution, Newcomer PR acceptance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
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},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 67,
"inputs": {
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"open_issues": 0,
"closed_issues": 0,
"prs_merged_7d": 0,
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"points": 0,
"status": "excluded",
"details": [
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"code": "no_issues_or_data",
"params": {}
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],
"max_points": 42
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{
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{
"code": "decided_prs_merged",
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"decided": 6
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"max_points": 30
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{
"key": "newcomer_pr_acceptance",
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"points": 0,
"status": "excluded",
"details": [
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"max_points": 13
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{
"key": "openssf_scorecard_code_review",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
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]
},
{
"key": "stewardship",
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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{
"code": "weights_renormalized",
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],
"value": 44,
"inputs": {
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"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
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"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
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{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
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{
"key": "owner_reach",
"name": "Owner reach",
"detail": "2 followers of Dandi-Pangestu",
"points": 3.4,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 2,
"login": "Dandi-Pangestu"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "20 public repos, account ~10 yr old",
"points": 21.6,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 20
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},
{
"code": "account_age_years",
"params": {
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}
],
"max_points": 25
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]
},
{
"key": "package_maintenance",
"band": "exceptional",
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"note": null,
"notes": [],
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"inputs": {
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"ecosystems": "go",
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"components": [
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"detail": "1 package(s) on go",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
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}
],
"max_points": 25
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{
"key": "publish_recency",
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"points": 35,
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"details": [
{
"code": "publish_recency",
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}
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"max_points": 35
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{
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"points": 20,
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"details": [
{
"code": "published_versions",
"params": {
"count": 5
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}
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"max_points": 20
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{
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"points": 20,
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"details": [
{
"code": "package_not_deprecated",
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],
"max_points": 20
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}
],
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{
"key": "engineering",
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"name": "Engineering Quality",
"value": 38,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
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"note": null,
"notes": [],
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"components": [
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"key": "ci_workflows",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 24
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{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
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{
"key": "linter_config",
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"points": 0,
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"details": [],
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{
"key": "pre_commit_hooks",
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"points": 0,
"status": "missed",
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{
"key": "editorconfig",
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"points": 0,
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{
"key": "openssf_scorecard_ci_tests",
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"status": "missed",
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]
},
{
"key": "documentation",
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"notes": [],
"value": 60,
"inputs": {
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"components": [
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{
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{
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"points": 0,
"status": "missed",
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"key": "wiki",
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"status": "met",
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]
}
],
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{
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"weight": 0.16,
"metrics": [
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"code": "excluded_no_data",
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},
{
"code": "weights_renormalized",
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],
"value": 25,
"inputs": {
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"components": [
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{
"key": "branch_protection",
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"points": 0,
"status": "missed",
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{
"key": "ci_tests",
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"points": 0,
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{
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"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
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{
"key": "code_review",
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{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "dangerous_workflow",
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"status": "excluded",
"details": [
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"code": "no_data",
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],
"max_points": 10
},
{
"key": "dependency_update_tool",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
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"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
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{
"key": "maintained",
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"detail": "project was created within the last 90 days. Please review its contents carefully",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
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{
"key": "packaging",
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"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "sast",
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"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
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{
"key": "security_policy",
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"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "No tokens found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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{
"key": "ai_readiness",
"band": "good",
"name": "AI Readiness",
"value": 74,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
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"legible_history_share": 1,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 6733
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"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
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"status": "met",
"details": [
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"code": "file_list",
"params": {
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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{
"key": "legible_commit_history",
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"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
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"sampled": 29
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}
],
"max_points": 40
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]
},
{
"key": "ai_verify_loop",
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"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 68,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
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"has_dockerfile": false,
"typed_language": true,
"bootstrap_files": [
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"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [
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"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
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}
],
"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 29",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 29
}
}
],
"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": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "exceptional",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"primary_language": "Go",
"largest_source_bytes": 9381,
"source_files_sampled": 60,
"oversized_source_files": 0
},
"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": "0/60 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 60,
"oversized": 0
}
}
],
"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)."
}
],
"classification": {
"top": [
"application"
],
"labels": [
"application"
],
"scores": {
"cli": 2,
"library": 3,
"application": 5
},
"primary": "application",
"evidence": [
{
"tier": "structure",
"label": "application",
"source": "tree.go_main",
"weight": 5
},
{
"tier": "distribution",
"label": "library",
"source": "registry:go",
"weight": 3
},
{
"tier": "description",
"label": "cli",
"source": "description:cli",
"weight": 2
}
],
"artifacts": [],
"confidence": "low",
"host_extension": false,
"runs_as_process": true,
"consumed_by_code": false
},
"metrics_version": "2.5.0"
},
"warnings": [
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-08-05T09:26:33.124061Z",
"schema_version": "0.31.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/Dandi-Pangestu/switchic.svg",
"full_name": "Dandi-Pangestu/switchic",
"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 v2.5.0, schema v0.31.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — Go.