cost-session
Per-message cost breakdown within a single session. The drill-down companion to cost-anomaly — when an outlier session is flagged, this surfaces the specific expensive messages so operators can see whether the cost came from output tokens, cache writes, or model escalations.
How do I install this agent skill?
npx skills add https://github.com/ruvnet/ruflo --skill cost-sessionIs this agent skill safe to install?
- Gen Agent Trust Hubpass
This skill provides a per-message cost breakdown for Claude sessions by analyzing local log files. It uses a Node.js script via Bash to calculate expenses related to input/output tokens and cache usage. No security issues were identified.
- Socketpass
No alerts
- Snykpass
Risk: LOW · No issues
What does this agent skill do?
When cost-anomaly flags a session as a >3.5σ outlier, the next question is "which MESSAGES were expensive?". cost-session answers that.
| Question | Skill |
|---|---|
| "Which sessions cost the most?" | cost-conversation |
| "Which sessions are outliers?" | cost-anomaly |
| "Which messages in THIS session were expensive?" | cost-session ← this |
Algorithm
Implementation: scripts/session.mjs.
- Resolve session jsonl:
--session-id <id>(scans~/.claude/projects/*/) or--latest(default; picks most-recently-modified jsonl). - Parse all assistant messages with
usageblocks. - Cost each message via shared PRICING (
_prices.mjs). - Sort descending by
cost_usd, surface top-N (default 20). - Compute p50/p90/p99 of message costs for in-session percentile context.
- Flag the top message if it's >2× the p99 — that's an in-session outlier.
Why this matters: cache writes are the silent cost
Example real session, top message:
| # | Model | In | Out | Cache W | Cache R | Cost |
| 1 | opus-4-7 | 6 | 569 | 881898 | 0 | $16.58 |
Without the Cache W column it looks like "569 output tokens cost $16" — that's wrong by 380×. The actual cost is ephemeral 1h cache write at opus pricing: 881,898 tokens × $18.75/1M = $16.54.
Operators reading the table see immediately: "the model wrote 881K tokens to ephemeral cache". From there the question becomes "why did we cache 881K tokens of context for a 6-input request?" — that's a real engineering signal.
Drill-down workflow
# Step 1: find outliers across all sessions
cost anomaly --alert-on-outliers 1 || cost anomaly # see which session-ids
# Step 2: drill into the flagged session
cost session --session-id <flagged-id> --top 10
# Step 3: open that jsonl at the timestamp the top message reports,
# inspect the prompt + tool calls
Percentile context
Top of output:
| p50 (median) message | $0.85 |
| p90 message | $1.45 |
| p99 message | $1.74 |
Lets operators ask "is this top message a 2× outlier or a 380× one?" without having to compute it themselves. The "top is >2× p99" footer fires when the answer is "yes, this is an in-session outlier worth investigating".
--since filter
Useful for drilling into a specific time range within a long session:
cost session --since 2026-06-16T13:00:00Z --top 5
Only messages with timestamp >= --since are considered.
Edge cases
- No costed assistant messages → "No costed assistant messages" + exit 0.
--session-idnot found in any project's jsonls → exit 2 with error.--topmust be a positive integer → exit 2.
How can the creator link this skill?
Add the canonical catalog link to the repository README so users can inspect current installs and available audits. The publishing guide covers the complete discovery path.
<a href="https://skillzs.dev/skills/ruvnet/ruflo/cost-session">View cost-session on skillZs</a>