provenance

Trace artifact provenance.

INSTALLATION
npx skills add https://github.com/boshu2/agentops --skill provenance
Run in your project or agent environment. Adjust flags if your CLI version differs.

SKILL.md

Provenance Skill

Trace knowledge artifact lineage to sources.

Execution Steps

Given /provenance <artifact>:

Step 1: Read the Artifact

Tool: Read

Parameters:

  file_path: <artifact-path>

Look for provenance metadata:

  • Source references
  • Session IDs
  • Dates
  • Related artifacts

Step 2: Trace Source Chain

# Check for source metadata in the file

grep -i "source\|session\|from\|extracted" <artifact-path>

# Search for related transcripts using ao

ao search "<artifact-name>" 2>/dev/null

Step 3: Search Session Transcripts with CASS

Use CASS to find when this artifact was discussed:

# Extract artifact name for search

artifact_name=$(basename "<artifact-path>" .md)

# Search session transcripts

cass search "$artifact_name" --json --limit 5

Parse CASS results to find:

  • Sessions where artifact was created/discussed
  • Timeline of references
  • Related sessions by workspace

CASS JSON output fields:

{

  "hits": [{

    "title": "...",

    "source_path": "/path/to/session.jsonl",

    "created_at": 1766076237333,

    "score": 18.5,

    "agent": "claude_code"

  }]

}

Step 4: Build Lineage Chain

Transcript (source of truth)

    ↓

Forge extraction (candidate)

    ↓

Human review (promotion)

    ↓

Pattern recognition (tier-up)

    ↓

Skill creation (automation)

Step 5: Write Provenance Report

# Provenance: <artifact-name>

## Current State

- **Tier:** <0-3>

- **Created:** <date>

- **Citations:** <count>

## Source Chain

1. **Origin:** <transcript or session>

   - Line/context: <where extracted>

   - Extracted: <date>

2. **Promoted:** <tier change>

   - Reason: <why promoted>

   - Date: <when>

## Session References (from CASS)

| Date | Session | Agent | Score |

|------|---------|-------|-------|

| <date> | <session-id> | <agent> | <score> |

## Related Artifacts

- <related artifact 1>

- <related artifact 2>

Step 6: Report to User

Tell the user:

  • Artifact lineage
  • Original source
  • Promotion history
  • Session references (from CASS)
  • Related artifacts

Finding Orphans

/provenance --orphans

Find artifacts without source tracking:

# Files without "Source:" or "Session:" metadata

for f in .agents/learnings/*.md; do

  grep -L "Source\|Session" "$f" 2>/dev/null

done

Finding Stale Artifacts

/provenance --stale

Find artifacts where source may have changed:

# Artifacts older than their sources

find .agents/ -name "*.md" -mtime +30 2>/dev/null

Key Rules

  • Every insight has a source - trace it
  • Track promotions - know why tier changed
  • Find orphans - clean up untracked knowledge
  • Maintain lineage - provenance enables trust
  • Use CASS - find when artifacts were discussed

Examples

Trace Artifact Lineage

User says: /provenance .agents/learnings/2026-01-15-auth-tokens.md

What happens:

  • Agent reads artifact and extracts source metadata (session ID, date, references)
  • Agent searches session transcripts with cass search "auth-tokens" --json --limit 5
  • Agent parses CASS results to find origin session and timeline
  • Agent traces promotion history from forge → learnings → patterns
  • Agent builds lineage chain and writes report to markdown
  • Agent reports artifact tier, citations, related artifacts

Result: Full provenance chain from transcript to current tier, showing when artifact was created, discussed, and promoted.

Find Orphaned Artifacts

User says: /provenance --orphans

What happens:

  • Agent scans .agents/learnings/, .agents/patterns/ for files missing source metadata
  • Agent greps each file for "Source:" or "Session:" fields
  • Agent lists files without provenance tracking
  • Agent reports orphan count and recommends adding source references

Result: Untracked knowledge identified, enabling retroactive lineage documentation or archival.

Troubleshooting

Problem

Cause

Solution

No source metadata found

Artifact created before provenance tracking

Use CASS to find origin session retroactively; add Source field manually

CASS returns no results

Session not indexed or artifact name mismatch

Check session transcript exists; try broader search terms

Stale artifact check fails

find command not available or permission error

Use ls -lt .agents/

Lineage chain incomplete

Promotion not recorded in artifact metadata

Reconstruct from git history or session transcripts; document gaps

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