Install any skill in seconds. Free to start, no credit card required.
Get Started Free →stijnman/memory-sanitizer
Scores and filters retrieved memory against trust and poisoning risk. Use be fore citing prior context, or when user says sanitize memory, trust score re trieval, clean knowledge graph.
Passed 20 of 22 test cases with the skill, and 10 of 22 without it.
and 13 more in the full report
10 fixed10 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
A memory entry scores exactly 4 on the trust scale. Does it get discarded, and does it require a prefix when cited?
| Checked | Without skill | With skill |
|---|---|---|
| Retains the entry because its score is not below 4 | Passed | Passed |
| Prefixes the citation with [unverified memory] | Missed | Passed |
The instructions your model reads when the skill loads.
semantic-memory-managerknowledge-graph-builderagentic-uncertainty-quantifier| Failure | Response |
|---|---|
| All entries low trust | Ask user to confirm facts before proceeding. |
| Contradictory memories | Present both; ask user to resolve. |
Input: User request matching triggers above. Output: Structured result per workflow with integrations invoked as needed.
test cases passed, vs 10 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.