Model Citizen by Jake Selby v0.13.1
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Skillloaded on invocation

api-verification

Prove a search, filter or API answer is real before relying on it, and budget web search across a fan-out. Use when querying an unfamiliar API, a filter returns suspiciously clean results, a per-item error may have been swallowed, or briefing research agents.

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primitives/skills/api-verification/SKILL.md
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on invocation
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38

The operative lines live in the resident rule primitives/rules/research-and-verification.md. This skill carries the reasoning, the arithmetic behind the search budget, and what to do after a fan-out.

Search budget

Web search is capped per session and shared by every subagent in that session. On Claude Code the cap is 200 calls. An 18-agent fan-out briefed for 35 searches each exhausts it within minutes; later agents run on fetch alone.

Budget accordingly: roughly 10 agents at 20 searches, or 6 at 30. For bigger runs, stagger waves across separate sessions, or brief agents to lean on fetching known primary sources.

After a fan-out, check each subagent’s search count and re-run starved, discovery-heavy dimensions in a fresh session. Fetch-only agents are fine for licence pages and official docs, thin for “what shipped recently” questions.

Prove an API answer is real

  • Unknown query parameters are silently ignored by most APIs. Prove a filter bites by sending a value that can never match and confirming the result is empty.
  • Spot-check one returned record against the field you filtered on before trusting the set.
  • A swallowed per-item error is unknown, not absent. Count the failures separately from the empties.
  • Re-check the live spec before assuming a documented workaround is still needed.

Prefer primary sources

Defer to human-written documentation over agent-generated summaries, and trace every rule you rely on to a quotable source. When a file’s header and its body disagree, neither is ground truth: find the code or the spec that decides it.

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