Free SKILL.md scraped from GitHub. Clone the repo or copy the file directly into your Claude Code skills directory.
npx versuz@latest install jmagly-aiwg-plugins-research-skills-research-provenancegit clone https://github.com/jmagly/aiwg.gitcp aiwg/SKILL.MD ~/.claude/skills/jmagly-aiwg-plugins-research-skills-research-provenance/SKILL.md---
namespace: aiwg
name: research-provenance
platforms: [all]
description: Query provenance chains and artifact relationships
commandHint:
argumentHint: "[REF-XXX or artifact-path] [--query what-derives|what-cites|history]"
category: research-provenance
---
# Research Provenance Command
Query W3C PROV-compliant provenance chains to trace artifact derivations and relationships.
## Instructions
When invoked, perform provenance queries:
1. **Load Provenance Records**
- If REF-XXX, load all provenance records for that paper
- If artifact path, load records for that specific artifact
- Build provenance graph from PROV relationships
2. **Execute Query**
- Query types:
- `what-derives` - What artifacts derive from this source?
- `what-cites` - What documents cite this source?
- `history` - Full derivation history of this artifact
- `lineage` - Complete lineage from source to current state
- `impact` - Impact analysis (what would be affected by changes?)
3. **Traverse Graph**
- Follow `wasDerivedFrom` relationships
- Follow `wasGeneratedBy` activities
- Follow `wasAssociatedWith` agents
- Collect all related entities, activities, and agents
4. **Format Results**
- Visualize as tree, graph, or table
- Show derivation chains
- Highlight gaps or inconsistencies
- Calculate impact metrics
5. **Report**
- Display provenance chain
- Show relationship types
- Include timestamps and agents
- Flag any provenance issues
## Arguments
- `[ref-id or path]` - Source identifier or artifact path (required)
- `--query [what-derives|what-cites|history|lineage|impact]` - Query type (default: what-derives)
- `--depth [n]` - Maximum graph traversal depth (default: 5)
- `--output [tree|graph|table|json]` - Output format (default: tree)
- `--validate` - Validate provenance chain integrity
- `--export-dot` - Export as GraphViz DOT format
## Examples
```bash
# Find what derives from a paper
/research-provenance REF-022 --query what-derives
# Find citation usage
/research-provenance REF-022 --query what-cites
# Get full history of an artifact
/research-provenance .aiwg/architecture/agent-orchestration-sad.md --query history
# Analyze impact of changes
/research-provenance REF-022 --query impact --depth 10
# Validate provenance chain
/research-provenance REF-022 --validate
# Export as graph
/research-provenance REF-022 --query lineage --export-dot
```
## Expected Output
### What Derives Query
```
/research-provenance REF-022 --query what-derives
Provenance Query: REF-022 - What Derives From This Source?
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Source: REF-022 (AutoGen: Enabling Next-Gen LLM Applications...)
Derivation Tree:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
REF-022.pdf (source paper)
│
├─→ REF-022-autogen.md (finding document)
│ │ Relationship: wasDerivedFrom
│ │ Activity: documentation
│ │ Agent: documentation-agent
│ │ Date: 2026-02-03T12:15:00Z
│ │
│ ├─→ REF-022-notes.md (literature notes)
│ │ Relationship: wasDerivedFrom
│ │ Activity: synthesis
│ │ Agent: documentation-agent
│ │ Date: 2026-02-03T12:20:00Z
│ │
│ └─→ UC-174-conversable-agent.md (use case)
│ Relationship: wasInformedBy
│ Activity: requirements_analysis
│ Agent: requirements-analyst
│ Date: 2026-02-03T13:00:00Z
│
├─→ REF-022-assessment.yaml (quality assessment)
│ Relationship: wasDerivedFrom
│ Activity: quality_assessment
│ Agent: quality-agent
│ Date: 2026-02-03T12:30:00Z
│
└─→ .claude/rules/conversable-agent-interface.md (implementation rule)
Relationship: wasInformedBy
Activity: rule_creation
Agent: architect
Date: 2026-02-03T14:00:00Z
Summary:
Total derived artifacts: 5
Derivation depth: 2 levels
Agents involved: 4 (documentation-agent, quality-agent, requirements-analyst, architect)
Time span: 2026-02-03 12:15 - 14:00 (1h 45m)
```
### What Cites Query
```
/research-provenance REF-022 --query what-cites
Provenance Query: REF-022 - Citation Usage
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Source: REF-022 (AutoGen: Enabling Next-Gen LLM Applications...)
Citation Map:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Documents citing REF-022:
1. .aiwg/architecture/agent-orchestration-sad.md
Lines: 78, 142, 267
Context: Multi-agent conversation patterns
Quality compliance: ✓ APPROPRIATE (MODERATE hedging for LOW evidence)
2. .aiwg/requirements/use-cases/UC-174-conversable-agent.md
Lines: 23, 45
Context: Conversable agent interface design
Quality compliance: ✓ APPROPRIATE
3. .claude/rules/conversable-agent-interface.md
Lines: 12, 89
Context: Research foundation for agent protocol
Quality compliance: ✓ APPROPRIATE
4. .claude/rules/auto-reply-chains.md
Lines: 15, 34, 67
Context: Auto-reply pattern implementation
Quality compliance: ✓ APPROPRIATE
5. docs/agent-framework.md
Lines: 78
Context: Agent capabilities overview
Quality compliance: ✗ VIOLATION - "Research demonstrates" too strong for LOW evidence
Suggestion: Change to "Limited evidence suggests"
6. .aiwg/architecture/adr-012-agent-protocol.md
Lines: 45
Context: Protocol design rationale
Quality compliance: ✗ VIOLATION - "Studies prove" too strong
Suggestion: Change to "Preliminary findings indicate"
Summary:
Total citations: 12 (across 6 documents)
Compliant citations: 10 (83%)
Policy violations: 2 (17%)
Remediation needed: docs/agent-framework.md, .aiwg/architecture/adr-012-agent-protocol.md
```
### History Query
```
/research-provenance .aiwg/architecture/agent-orchestration-sad.md --query history
Provenance Query: agent-orchestration-sad.md - Derivation History
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Artifact: .aiwg/architecture/agent-orchestration-sad.md
Derivation History (chronological):
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
2026-01-15T10:00:00Z - CREATION
Activity: initial_architecture_design
Agent: architect
Based on:
- .aiwg/requirements/use-cases/UC-001-orchestrator.md
- .aiwg/intake/solution-profile.md
2026-01-20T14:30:00Z - REFINEMENT
Activity: architecture_refinement
Agent: architect
Informed by:
- REF-001-production-agentic.md (best practices)
- Technical review feedback
2026-02-03T13:45:00Z - ENHANCEMENT
Activity: research_integration
Agent: architect
Integrated findings from:
- REF-022-autogen.md (conversable agent interface)
- REF-057-agent-laboratory.md (HITL patterns)
Changes:
- Added conversable agent interface section
- Enhanced HITL gate definitions
- Updated agent communication patterns
Current State:
Version: 3.0
Last modified: 2026-02-03T13:45:00Z
Size: 47 KB
Sections: 12
Referenced by: 8 artifacts
Checksum: def456...
Provenance Chain:
.aiwg/requirements/UC-001-orchestrator.md
→ .aiwg/architecture/agent-orchestration-sad.md (v1.0)
← REF-001-production-agentic.md
→ .aiwg/architecture/agent-orchestration-sad.md (v2.0)
← REF-022-autogen.md
← REF-057-agent-laboratory.md
→ .aiwg/architecture/agent-orchestration-sad.md (v3.0, current)
```
### Impact Analysis
```
/research-provenance REF-022 --query impact
Provenance Query: REF-022 - Impact Analysis
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Source: REF-022 (AutoGen: Enabling Next-Gen LLM Applications...)
Impact Analysis: What would be affected by changes to REF-022?
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Direct Dependencies (5):
- REF-022-autogen.md (finding document) - CRITICAL
- REF-022-assessment.yaml (quality assessment) - HIGH
- REF-022-notes.md (literature notes) - MEDIUM
- UC-174-conversable-agent.md (use case) - HIGH
- .claude/rules/conversable-agent-interface.md - HIGH
Indirect Dependencies (12):
- .aiwg/architecture/agent-orchestration-sad.md
- src/agents/conversable-agent-interface.ts
- test/unit/agents/conversable-agent.test.ts
- .claude/rules/auto-reply-chains.md
- docs/agent-framework.md
... (7 more)
Citation Dependencies (12 citations across 6 documents):
- 10 citations in architecture/requirements
- 2 citations in documentation
Implementation Dependencies (3):
- src/agents/conversable-agent-interface.ts (implements patterns)
- src/orchestration/conversation-manager.ts (uses patterns)
- test/integration/multi-agent-conversation.test.ts (validates patterns)
Impact Metrics:
Total affected artifacts: 17
Critical dependencies: 1
High priority dependencies: 4
Medium priority dependencies: 3
Citation count: 12
Risk Assessment:
If REF-022 quality assessment changes from LOW to VERY LOW:
- 2 citations would become violations (overclaiming)
- 1 use case would need revision
- 1 implementation rule would need hedging update
If REF-022 findings are contradicted by new research:
- 5 artifacts would require immediate review
- 12 citations would need revalidation
- 3 implementation patterns would need reassessment
```
## Validation
When --validate is used:
```
/research-provenance REF-022 --validate
Validating Provenance Chain: REF-022
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Validation Checks:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
✓ All provenance records exist
✓ All referenced artifacts exist
✓ All agents are registered
✓ All activities have timestamps
✓ All derivation chains are complete
✓ No circular dependencies detected
✓ All checksums match fixity manifest
✗ 2 citation policy violations found
Issues:
[WARNING] Citation policy violation in docs/agent-framework.md:78
- Hedging too strong for GRADE level
- Recommendation: Update to "Limited evidence suggests"
[WARNING] Citation policy violation in .aiwg/architecture/adr-012-agent-protocol.md:45
- Hedging too strong for GRADE level
- Recommendation: Update to "Preliminary findings indicate"
Overall Status: PASS with warnings
Critical issues: 0
Warnings: 2
Info: 0
Remediation:
Run: /research-quality REF-022 --check-citations --fix
```
## GraphViz Export
Export provenance graph for visualization:
```bash
/research-provenance REF-022 --query lineage --export-dot
Output:
Provenance graph exported to: .aiwg/research/provenance/graphs/REF-022-lineage.dot
To visualize:
dot -Tpng REF-022-lineage.dot -o REF-022-lineage.png
dot -Tsvg REF-022-lineage.dot -o REF-022-lineage.svg
```
## References
- @$AIWG_ROOT/agentic/code/frameworks/research-complete/agents/provenance-agent.md - Provenance Agent
- @$AIWG_ROOT/src/research/services/provenance-service.ts - Provenance query implementation
- @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/schemas/provenance/prov-record.yaml - PROV schema
- @.aiwg/research/provenance/README.md - Provenance tracking
- @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/rules/provenance-tracking.md - Provenance requirements
- https://www.w3.org/TR/prov-dm/ - W3C PROV-DM specification