{"id":50592306,"url":"https://github.com/hummbl-dev/hummbl-transparency","last_synced_at":"2026-06-05T11:30:17.582Z","repository":{"id":360309953,"uuid":"1237729083","full_name":"hummbl-dev/hummbl-transparency","owner":"hummbl-dev","description":"HUMMBL AI Transparency Registry — structured, versioned, evidence-backed vendor prompt auditing, model behavior documentation, and system prompt change tracking. 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Maintained by [HUMMBL Research Institute](https://hummbl.io).*\n\n## What this is\n\nA governed replacement for ad-hoc \"leaked system prompt\" collections. This registry:\n\n1. **Tracks vendor system prompts** — with version history, change diffs, and provenance evidence\n2. **Documents model behavior** — structured observations across safety, bias, refusal, and capability dimensions\n3. **Records prompt changes** — when vendors update system prompts, we capture the delta with timestamps and evidence\n4. **Provides analysis tools** — stdlib-only Python scripts for diffing, auditing, and comparing vendor transparency practices\n\n## Why this exists\n\nThe AI industry's transparency practices are inconsistent. Vendors change system prompts without notice. \"Leaked prompt\" collections are unstructured, unversioned, and unverifiable. This registry makes transparency **governed**: every entry has provenance, every change has a timestamp, every claim has evidence.\n\n## Structure\n\n```\nregistry/\n  vendors/          # Per-vendor prompt archives with change history\n    anthropic/\n  models/           # Per-model behavior documentation\n  diffs/            # Prompt change diffs with timestamps\ntools/\n  validate_registry.py  # stdlib validation for JSON, Markdown links, and registry shape\n  audit_prompt.py       # Compare current prompt against registry\n  score_transparency.py  # Rate vendor transparency practices\nevidence/\n  ...               # Source notes and capture references\n```\n\n## Validation\n\n```bash\npython tools/validate_registry.py\npython tools/audit_prompt.py registry/vendors/anthropic/claude-opus-4.7-2026-04-16.json\npython tools/score_transparency.py\n```\n\nThe validator is intentionally standard-library only and currently checks:\n\n- JSON parseability\n- local Markdown link integrity\n- future registry files live below a category directory\n\n## Principles\n\n- **Evidence-backed** — every entry links to source evidence\n- **Version-controlled** — prompt changes tracked like code\n- **Stdlib-only tooling** — zero dependencies, run anywhere\n- **Governed** — follows HUMMBL append-only audit standards\n- **Vendor-neutral** — rates transparency, not products\n\n## Status\n\n**v0.1 — BOOTSTRAP COMPLETE.** The registry includes an initial\nAnthropic Claude Opus 4.7 transparency entry, model behavior documentation,\nschema-aware validation, prompt auditing, transparency scoring, and CI.\n\n## Related\n\n- [hummbl-governance](https://github.com/hummbl-dev/hummbl-governance) — governance runtime (kill switch, circuit breaker, cost governor)\n- [krineia](https://github.com/hummbl-dev/krineia) — append-only governance receipt chain\n- [agent-governance-demo](https://github.com/hummbl-dev/agent-governance-demo) — runtime safety primitives\n\n## License\n\nApache License 2.0.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhummbl-dev%2Fhummbl-transparency","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhummbl-dev%2Fhummbl-transparency","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhummbl-dev%2Fhummbl-transparency/lists"}