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ai-data-delivery

为 FDE、产品经理和甲方信息中心交付数据与 AI 应用的语义资产。用于部分 DDL/数据结构与业务语义的理解补齐、semantic.yaml 本体声明层（业务对象/属性/谓词）与合同投影（数据集/指标/关系）建模、数据约束和关联风险检查、智能问数 bad case 诊断、评测与分阶段交付。已有模型可直接进入验证、可视化或巡检。不用于通用模型微调、OWL 推理或与数据无关的应用开发。

Identity and source

Publisher attributionfranklin.liregistry owner unverified by skillvetai
Functional categoryAgent Engineering, Security & Governanceautomatically inferred · 55% rule confidence
Package forminstruction with code81 recorded files
Canonical sourceClawHub registryclawhub:franklinxkk:ai-data-delivery
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Platform declarations

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OpenClawnative officialProvenance: registry distribution

Independent structural checks

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Claude Codepasses structure
Checker 0.1.0 · agent-skills-2026-08-13+claude-code-docs-2026-08-13 · 9/29/2026.claude/skills/ai-data-delivery

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenAI Codexpasses structure
Checker 0.1.0 · agent-skills-2026-08-13+codex-docs-2026-08-13 · 9/29/2026.agents/skills/ai-data-delivery

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenClawpasses structure
Checker 0.1.0 · agent-skills-2026-08-13+openclaw-docs-2026-08-13 · 9/29/2026skills/ai-data-delivery

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

Installation and inspection

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clawhub install @franklinxkk/ai-data-delivery
clawhub inspect @franklinxkk/ai-data-delivery --version 0.1.1

Security evidence

SkillVetAI static result: no findings detected

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Status
completed
Coverage
partial text content
Files
40 / 81 inspected as text
Checked
9/29/2026, 6:09:17 PM
Scanner
0.1.3
Policy
1.0.3
5 inferred permission indicators
  • shell execution — automatically inferred
  • network access — automatically inferred
  • filesystem read — automatically inferred
  • filesystem write — automatically inferred
  • credential access — automatically inferred
1 dependency and API indicators
  • pypi: PyYAML >=6.0.2,<7
External clawhub result: suspicious

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Evidence checked
9/29/2026, 4:26:33 PM
Release binding
Matches this record
  • vt: clean
  • skillspector: suspicious
  • llm: suspicious

Recorded files

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Package content hashsha256:01524ebba1870faa9f811e130d6368cf05d949c1e3a0e0605241fc14bf6b36de
Show up to 30 recorded paths
  • BUILD.json
  • examples/onboarding/cases.json
  • examples/onboarding/decisions.yaml
  • examples/onboarding/partial.yaml
  • examples/onboarding/run_demo.py
  • examples/onboarding/scope.yaml
  • examples/onboarding/source.sql
  • LICENSE
  • mocks/finance/build_db.py
  • mocks/finance/cases.json
  • mocks/finance/semantic.yaml
  • mocks/government/build_db.py
  • mocks/government/cases.json
  • mocks/government/semantic.yaml
  • mocks/healthcare/build_db.py
  • mocks/healthcare/cases.json
  • mocks/healthcare/semantic.yaml
  • mocks/manufacturing/build_db.py
  • mocks/manufacturing/cases.json
  • mocks/manufacturing/semantic.yaml
  • mocks/README.md
  • mocks/retail/build_db.py
  • mocks/retail/cases.json
  • mocks/retail/semantic.yaml
  • mocks/run_mock.py
  • README.md
  • references/contract.md
  • references/delivery-playbook.md
  • references/diagnosis-playbook.md
  • references/onboarding.md

Source changelog

- Added starter_packs templates for rapid cold start in multiple domains; models can now use `--pack` option to initialize (existing objects not overwritten). - Enhanced ontology layer: entities now support uid, evidence source, and subject domain declarations. - Introduced model drift detection (`check_model --drift`) for release management, tracking added/removed/changed/breaking changes, with `--history` for quality trends. - Added SECURITY.md and improved documentation, including domain-specific starter pack files and validation references. - Removed maintenance scripts and older test files as part of directory cleanup and refactoring.