A checklist of no-slop contribution best practices when using AI (or not) in open source projects.
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Updated
Jun 26, 2026
A checklist of no-slop contribution best practices when using AI (or not) in open source projects.
Bilingual Claude Code handbook for social scientists, with citation-audited workflows and AI disclosure templates.
An LLM-driven research assistance framework for Claude Code (CC BY-NC 4.0)
An R package for automated identification and extraction of transparency indicators.
LegalTech compliance Evidence Bundle profile: ABA Model Rules 1.1c8 + 1.6 + 1.6(c) + 1.7 + 1.9 + 3.3 + 5.3 + 5.5, plus attorney-client privilege preservation, plus work-product doctrine preservation. 8 obligation families × 35 required evidence kinds. State bar overlay across CA/NY/FL/DC/PA/TX/IL.
Curated Claude Code skills + original compliance SOP + scenario cookbooks for physician-researchers.
AI transparency badge for websites. One script tag. EU AI Act ready. 4.6 KB. Zero cookies. Built by AI.
A free, open scale for declaring how a work was made with generative AI — six levels (0–5), CC0, readable by people and machines. Interoperates with C2PA, IPTC and W3C.
Node.js reference implementation of the fhir-resource-access-audit spec: HAPI FHIR R4 → HIPAA Safe-Harbor vault contract → hash-chained Suite audit-stream → self-verifies against the spec's own JSON Schema. Proves the spec is implementable end-to-end. AGPL-3.0.
InsurTech Operator: per-state lifecycle ledger of US state DOI AI bulletins / circular letters / regulations / statutes. 9-state lifecycle + 6-vehicle taxonomy + state machine. Seed: CT, NY DFS CL 7, CO SB 21-169, CA Bulletin 2022-5, WA TAA 2024-04.
PropTech Operator: per-state lifecycle ledger of US state real-estate / mortgage / appraisal / tenant-screening AI-disclosure laws. 10-state lifecycle + state-machine + schema-enforced effective/sunset/supersedes invariants. Seed: CA SB 942, CO SB 24-205, IL HB 3773, NY S 1169, TX HB 1709.
A memorable standard for Human-AI attribution
A Gutenberg block and inline format for marking the AI provenance of published content — the WordPress reference implementation of the AI Evidence Format (Kinetic Gain Protocol Suite).
LegalTech state bar lifecycle tracker: ABA + state bar + state supreme court + federal court standing orders that govern licensed-attorney AI use. 9 jurisdictions seeded (ABA, CA, NY-COSAC, FL, DC, PA, TX, IL, SDNY incl. Mata v. Avianca). Covers attorneys' OWN AI use ethics.
AI Procurement Pulse — a quarterly research publication measuring vendor AI governance disclosure. Issue #0 (methodology) live at pulse.kineticgain.com; Issue #1 with real crawl data ships Q3 2026.
Self-hostable EU AI Act Article 50 transparency toolkit for deployers.
FinTech Operator: per-state lifecycle ledger of US state banking-regulator regs + state-AG enforcement + state statutes + NMLS-coordinated reqs. First Suite tracker supporting multi-regulation per state (statute + implementing regulation as parallel lifecycle streams). Seed: NY Part 500, CA CCFPL+DFPI 10 CCR, CO SB 24-205, IL HB 3773, TX HB 1709.
Made Mark icon assets — Openly licensed mark icons (CC BY-ND 4.0)
Human Provenance in Film (HPF) AI Disclosure Taxonomy. A free, open three-category standard for disclosing AI use in film and television, designed to travel through existing chain of title documentation. An initiative of The Mise En Scène Company.
Open worldwide standard for AI-content disclosure — satisfies EU AI Act Article 50 & California SB 942. The ai-disclosure.json manifest schema, a dependency-free on-site snippet, and a compliance scanner.
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