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whalesong-analyze

Analyze one recorded agent session the way the Whalesong instrument does — signal shape first, computed findings second, exact evidence rows last. Use when the user asks what a session did, why it stalled, looped, errored, or burned tokens.

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查看安装方法

包含的文件(1)

  • SKILL.md2.7 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

Whalesong: analyze one session

Whalesong's contract is see the behavior, then read the record. Follow that order — shape, findings, evidence — instead of starting in rows.

Pick the trace

  • whalesong_list_traces (filter source, name, since_hours). Ids are source-prefixed: claude:…, codex:…, cw:…, devin:…, muse:….
  • A file path works too: whalesong_analyze accepts path for Whalesong JSONL, OTLP JSON, Codewhale session JSON, or runtime JSONL.

Shape before findings

  1. whalesong_get_trace — rollup: counts by type/category, models, tokens, errors, top tools, span. Long duration + few events = partially observed, not slow.
  2. whalesong_rhythm — the instrument's actual DSP: dominant onset period, spectral entropy, strongest autocorrelation lag. A metronomic session (strong lag, low entropy) is a different failure than an arrhythmic storm.
  3. whalesong_analyze — findings with kind, severity, atMs, detail, and sampled events ids. Every finding is a heuristic with a stated threshold, not a verdict.
  4. whalesong_observations with full: true on the finding's event ids — statusMessage/input/output say why a call failed or what a loop was running. Shape without payload is half the answer.

If the shape is the story

  • whalesong_listen renders the run to WAV — sustained harmonics are model/reasoning/subagent work, short envelopes are tool/file/network at fixed registers, beating is error density. Offer the path; let the human hear the session rather than read about it.
  • whalesong_report produces the privacy-safe numerical report (no names, payloads, ids or absolute timestamps) when the analysis needs to be shared.

Honesty rules — the instrument's own

  • Repetition is evidence, not proof of a stuck agent; identical calls can still progress. Gaps are unobserved time: waiting, uninstrumented work, dropped data, or stall — the record cannot say which.
  • Token/cost fields stay null when unrecorded. Never estimate them.
  • observedGapRatio near 1 means the collector saw fragments — read coverage before behavior.

Report

Shape line (duration, events, models, errors, dominant period if notable), then findings by severity each backed by quoted evidence rows, then one "check next" — instrumentUrl deep-links the waterfall for the human.

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