frenzymath/rethlas/query-memory

Claude Code and agent skill by frenzymath/rethlas

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Retrieve previously saved immediate conclusions, toy examples, counterexamples, failed paths, or branch states from memory. Use when you want to check whether earlier conclusions, examples, counterexamples, failed paths, or brach states can bring insight to the current question, claim, subgoal, or branch decision, or when you want to test a claim against previously saved counterexamples.

Install

npx vskill@latest install frenzymath/rethlas/query-memory

SKILL.md

Query Memory

Use this skill when you want to check whether earlier conclusions, examples, counterexamples, failed paths, or brach states can bring insight to the current question, claim, subgoal, or branch decision, or when you want to test a claim against previously saved counterexamples.

Input Contract

Read:

  • the current question, claim, subgoal, or branch decision
  • the specific type of prior artifact you want to recover
  • the most relevant channel list, chosen from:
  • immediate_conclusions
  • toy_examples
  • counterexamples
  • failed_paths
  • branch_states

Procedure

  1. Form a concrete natural-language query describing the information you want to recover.
  2. Choose the smallest relevant list of channels instead of searching everything by default.
  3. Call memory_search(problem_id, query, channels=..., limit_per_channel=...).
  4. Inspect the top hits in each requested channel.
  5. Summarize the useful retrieved items and explain how they affect the current proof state.
  6. If no useful item is found, say that clearly and then switch to another appropriate skill.

Output Contract

Append a summary record to events:

json
{
"event_type": "query_memory",
"query": "...",
"channels": ["counterexamples", "failed_paths"],
"limit_per_channel": 10,
"results_summary": ["..."],
"useful_hits": [
{
"channel": "counterexamples",
"score": 0.0,
"why_relevant": "...",
"record_excerpt": "..."
}
],
"branch_id": "optional",
"subgoal_id": "optional"
}

MCP Tools

  • memory_search
  • memory_append

Failure Logging

If the retrieval is not useful, append an events record with:

  • event_type="query_memory_stalled"
  • the attempted query
  • the channels searched
  • the reason the retrieved items were not useful

Security

  • Security scanPassed, 95 of 100Pattern checks on the skill's files.
  • Model reviewPassed

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

Source

Popularity

Repository stars
58
Repository forks
11
7-day trend score
20

Stars and forks are for the whole GitHub repository, not this skill alone. Refreshed 19 May 2026, 5 months ago.

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