provenance

安装量: 216
排名: #4039

安装

npx skills add https://github.com/boshu2/agentops --skill provenance

Provenance Skill Trace knowledge artifact lineage to sources. Execution Steps Given /provenance : Step 1: Read the Artifact Tool: Read Parameters: file_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 "" 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 "" .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:

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 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

返回排行榜