provenance
169
总安装量
20
周安装量
#2883
全站排名
安装命令
npx skills add https://github.com/boshu2/agentops --skill provenance
Agent 安装分布
codex
19
claude-code
19
mcpjam
18
iflow-cli
18
zencoder
18
Skill 文档
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 forge 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)
â
Forge extraction (candidate)
â
Human review (promotion)
â
Pattern recognition (tier-up)
â
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