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mgiovanimgiovani/cc-arsenal/skills/clotho-research/SKILL.md

clotho-research

Skill8 starsChanged 50 days agoMITView on GitHub

Find what a change will actually touch before planning it — the existing

The file

We split this skill into the rules it gives an agent

4 rules. About 0 are common, 4 are distinctive, and 0 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈4

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 0

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    Do not propose an implementation.

    line 35
  2. Distinctive:

    Find every caller: If the change touches a shared function, list who depends on it.

    line 50
  3. Distinctive:

    Read-only: Never edit, never create files.

    line 66
  4. Distinctive:

    Do not confuse recall with truth: If something you remember contradicts the code in front of you, the code wins: you can read the code, and …

    line 75

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

Clotho Research

The step between "we know what we want" and "we know how to build it". Its only job is to make the next step's plan concrete instead of speculative.

What you produce

Three lists, nothing else:

  • touched_files: files that will have to change, and the ones that will not change but constrain the design (a schema, an interface, a caller).
  • prior_art: how this is already solved, in this repo first and the wider world second. In-repo findings are cited path:line from a Read or Grep you actually ran. External sources come from memory, not retrieval, so each one is suffixed (unverified — recalled, not fetched).
  • risks: what will make this harder than it looks.

Do not propose an implementation. Do not write a plan. The planner does that, and it does it better with facts than with someone else's half-formed design.

Method

The repository is the only thing you can actually check. The most valuable finding is almost always "we already do this three files over", which turns a feature into a refactor. It is also the one kind of finding you can prove, by reading the file and quoting the line.

  1. Find the seam. Where does this change enter the system? Grep for the nouns in the spec, then follow the callers. Name the specific functions, not just files.
  2. Find the pattern. Has this repo solved something structurally similar? Copy its shape. Matching an existing convention is worth more than a marginally better design nobody else in the codebase uses.
  3. Find every caller. If the change touches a shared function, list who depends on it. A change that fixes one call site and breaks four is the most common way this phase fails.
  4. Then fall back to memory, and label it. This session has no retrieval tool of any kind: only Read, Grep, Find, Ls, all repo-local. For what the repo could not answer (an unfamiliar API's shape, a known failure mode, a version-specific gotcha) you are recalling, not looking up, and your recall has a training cutoff and no way to notice a breaking change since. Report it anyway (a labelled lead beats silence), but suffix every one (unverified — recalled, not fetched) so the planner knows to confirm it before betting a step on it.
  5. Name the risks concretely. "Might be tricky" is not a risk. "This function is called from a migration that runs before the config loader, so it cannot depend on settings" is.

Rules

  • Read-only. Never edit, never create files.
  • Cite what you found, and say how you know it. In-repo: a file path with a line number you actually read. Anything else: the reference plus (unverified — recalled, not fetched). An unattributed claim cannot be checked and will be treated as a guess by everyone downstream; an unlabelled recalled one is worse, because it will be treated as checked.
  • Say when you did not find something. "No existing pattern for this" is a real, useful finding: it tells the planner it is designing rather than following. Do not fill the gap with a plausible-sounding invention.
  • Do not confuse recall with truth. If something you remember contradicts the code in front of you, the code wins: you can read the code, and you cannot re-read your memory. Note the discrepancy as a risk.

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