{
 "schema_version": 1,
 "generated": "2026-10-26",
 "id": "songs-aaa-shared-memory-vault--audit-knowledge-base-governance",
 "repo": "songs-aaa/shared-memory-vault",
 "repo_url": "https://github.com/songs-aaa/shared-memory-vault",
 "repo_slug": "songs-aaa-shared-memory-vault",
 "title": "Score a knowledge base for governance and provenance",
 "page_title": "How to score a knowledge base for governance and provenance with Shared Memory Vault",
 "summary": "Check tagging and governance quality of shared notes and get a periodic score to fix gaps.",
 "who": "A team lead or maintainer who relies on agent-written notes and wants to confirm they are tagged and governed before trusting them.",
 "problem": "Agent-written notes accumulate without clear sources or confidence levels, so nobody knows which entries to trust.",
 "outcome": "A provenance check and a governance benchmark that list where notes lack source or confidence tags and give an overall score.",
 "steps": [
  "Run the provenance check on the knowledge base: `python3 ~/.workbuddy/skills/shared-memory-vault/scripts/provenance-check.py` (inferred, check the README)",
  "Read the list of notes flagged for missing provenance or confidence tags.",
  "Run the governance benchmark: `python3 ~/.workbuddy/skills/shared-memory-vault/scripts/governance-score.py` (inferred, check the README)",
  "Fix the flagged notes, then rerun the benchmark to confirm the score improves."
 ],
 "agent_prompt": "Using the shared-memory-vault repo, run its provenance check and governance benchmark on the knowledge base at <knowledge base path>. Report the governance score and the number of notes flagged for provenance. Verify the score by rerunning the benchmark after any fixes.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "The README names these scripts but does not show their command-line arguments, so the commands above are inferred and should be checked against the script headers.",
 "category": "Work and operations",
 "tags": [
  "Work and operations"
 ],
 "lang": "",
 "requirements": [
  "Python to run the standard-library scripts",
  "bash to run vault-init.sh",
  "A cloud-synced directory on your machine",
  "An AI agent that can read SKILL.md and follow its lifecycle SOP"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.8,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/songs-aaa-shared-memory-vault/audit-knowledge-base-governance/",
 "md": "https://dedupedai.com/use-cases/songs-aaa-shared-memory-vault/audit-knowledge-base-governance/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/songs-aaa-shared-memory-vault--audit-knowledge-base-governance.json",
 "api_version": "v1"
}