Agent Skill to Cost Tracking
Agent Skill to Cost Tracking is a verified SKILL blueprint on Promptally in Fullstack & Backend Engineering optimized for leading AI models. Track and report Claude Code token usage, spending, and budgets from the local ECC cost-tracker metrics log. Use when the user asks about costs, spending, usage, tokens, budgets, or cost breakdowns by model, session, or date. Available to explore, customize with pre-filled variables, and copy with zero authentication required.
Technical Specifications
| Specification | Value |
|---|---|
| Artifact type | SKILL (Fullstack & Backend Engineering) |
| Compatible engines | Universal / Model Agnostic |
| Input variables | None (pre-filled) |
| Approximate tokens | 1,273 |
| Source file | SKILL.md |
| Access tier | Free public (MIT) |
Pre-Filled Template
---
name: cost-tracking
description: Track and report Claude Code token usage, spending, and budgets from the local ECC cost-tracker metrics log. Use when the user asks about costs, spending, usage, tokens, budgets, or cost breakdowns by model, session, or date.
metadata:
origin: community
---
# Cost Tracking
Use this skill to analyze Claude Code cost and usage history from the metrics log
that ECC's `stop:cost-tracker` hook writes.
## Where the data lives
The tracker appends one JSON object per session-stop to
`~/.claude/metrics/costs.jsonl`. Each row is a **cumulative snapshot for that
session**, so to total spend you take the **latest row per `session_id`** and
sum across sessions — summing every row multiply-counts.
ECC also maintains internal per-session files under
`~/.claude/metrics/cost-snapshots/` so runtime hooks can read the current
session total without rescanning all history. Treat those files as a
rebuildable cache; each snapshot stores a byte cursor so only newly appended
rows are scanned. Stable reads are O(1), while updates are O(new bytes). Stale
entries are pruned after 30 days or when the directory exceeds 512 sessions.
Cold catch-up work is limited to 16 MiB per hook invocation, and malformed
unterminated rows larger than 1 MiB are discarded with a resumable cursor.
Reports and exports should continue to use `costs.jsonl`.
Row schema:
| Field | Meaning |
| --- | --- |
| `timestamp` | ISO timestamp of the snapshot |
| `session_id` | Claude Code session identifier |
| `transcript_path` | Path to the session transcript |
| `model` | Model used |
| `input_tokens` / `output_tokens` | Token counts |
| `cache_write_tokens` / `cache_read_tokens` | Prompt-cache token counts |
| `estimated_cost_usd` | Precomputed cumulative cost in USD for the session |
Prefer `estimated_cost_usd` over hand-calculating pricing — model and cache
prices change, and the tracker is the source of truth.
## When to Use
- The user asks "how much have I spent?", "what did this session cost?", or
"what is my token usage?"
- The user mentions budgets, spending limits, overruns, or cost controls.
- The user wants a cost breakdown by model, session, or date, or a CSV export.
## How It Works
First verify the log exists (use `node`, not `sqlite3` — the tracker writes
JSONL, and `node` is cross-platform):
```bash
node -e 'const fs=require("fs"),os=require("os"),p=require("path");const f=p.join(os.homedir(),".claude","metrics","costs.jsonl");console.log(fs.existsSync(f)?"cost log found":"cost log not found: "+f)'
```
If the log is missing, do not fabricate usage data. Tell the user that cost
tracking populates after the first session ends with the `stop:cost-tracker`
hook enabled.
## Example — summary, by model, last 7 days
```bash
node -e '
const fs=require("fs"),os=require("os"),path=require("path");
const f=path.join(os.homedir(),".claude","metrics","costs.jsonl");
if(!fs.existsSync(f)){console.log("cost log not found: "+f);process.exit(0);}
const rows=fs.readFileSync(f,"utf8").split(/\r?\n/).filter(Boolean).map(l=>{try{return JSON.parse(l)}catch{return null}}).filter(Boolean);
const bySession=new Map();
for(const r of rows){const k=r.session_id||r.transcript_path||r.timestamp;const p=bySession.get(k);if(!p||String(r.timestamp)>String(p.timestamp))bySession.set(k,r);}
const latest=[...bySession.values()];
const cost=r=>Number(r.estimated_cost_usd)||0, day=r=>String(r.timestamp||"").slice(0,10), sum=a=>a.reduce((s,r)=>s+cost(r),0), f4=n=>"$"+n.toFixed(4);
const today=new Date().toISOString().slice(0,10), yest=new Date(Date.now()-864e5).toISOString().slice(0,10);
console.log("today: "+f4(sum(latest.filter(r=>day(r)===today)))+" | yesterday: "+f4(sum(latest.filter(r=>day(r)===yest)))+" | total: "+f4(sum(latest))+" ("+latest.length+" sessions)");
const m=new Map();for(const r of latest){const k=r.model||"(unknown)";m.set(k,(m.get(k)||0)+cost(r));}
console.log("by model:");[...m.entries()].sort((a,b)=>b[1]-a[1]).forEach(([k,v])=>console.log(" "+f4(v)+" "+k));
'
```
For a session drilldown or CSV export, iterate the same `latest` set (or the raw
rows for CSV) and print the fields you need.
## Reporting Guidance
When presenting cost data, include today's spend vs yesterday, total across all
sessions, a by-model breakdown, and session count. Format sub-dollar amounts
with four decimals, larger amounts with two.
## Anti-Patterns
- Do not sum every row — they are cumulative per session; reduce to the latest
row per `session_id` first.
- Do not estimate costs from raw token counts when `estimated_cost_usd` is present.
- Do not assume the log exists without checking.
- Do not hard-code current model pricing in user-facing answers.
- Do not recommend installing unreviewed hooks or plugins that execute arbitrary code.
## Related
- `/cost-report` - Command-form report over the same metrics log.
- `cost-aware-llm-pipeline` - Model-routing and budget-design patterns.
- `token-budget-advisor` - Context and token-budget planning.
- `strategic-compact` - Context compaction to reduce repeated token spend.
How to use this skill
- Review the pre-filled example and source files above.
- Copy the template or download
SKILL.md, then use it in your model, IDE, or workflow tool. - Compare your result with the sample output when one is provided.
Frequently Asked Questions
How do I use Agent Skill to Cost Tracking?
Open the skill on Promptally, review the pre-filled example, then copy the template or download SKILL.md and paste it into your model, IDE or workflow tool. Agent Skill to Cost Tracking is a static blueprint with no dynamic variables. Copy it and use it as-is.
Is Agent Skill to Cost Tracking free?
Yes. Agent Skill to Cost Tracking is free to view, copy and download on Promptally without creating an account. It is published under the MIT license.
What variables does Agent Skill to Cost Tracking need?
Agent Skill to Cost Tracking is a static blueprint with no dynamic variables. Copy it and use it as-is.