Cost Tracking

SkillDatabases & data

Track and report OpenAI Codex token usage, spending, and budgets from a local cost-tracking database. Use when the user asks about costs, spending, usage, tokens, budgets, or cost breakdowns by project, tool, session, or date.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Cost Tracking skill

What this skill tells your AI

The instructions your AI receives, as published by mturac/everything-openai-codex in skills/cost-tracking/SKILL.md and read by ahel’s review.

Use this skill to analyze OpenAI Codex cost and usage history from a local SQLite database. It is intended for users who already have a cost-tracking hook or plugin writing usage rows to ~/.codex-cost-tracker/usage.db.

Source: salvaged from stale community PR #1304 by MayurBhavsar.

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 project, tool, session, model, or date.
  • The user wants to compare today against yesterday or inspect a recent trend.
  • The user asks for a CSV export of recent usage records.

How It Works

First verify prerequisites:

command -v sqlite3 >/dev/null && echo "sqlite3 available" || echo "sqlite3 missing"
test -f ~/.codex-cost-tracker/usage.db && echo "Database found" || echo "Database not found"

If the database is missing, do not fabricate usage data. Tell the user that cost tracking is not configured and suggest installing or enabling a trusted local cost-tracking hook/plugin.

The expected usage table usually contains one row per tool call or model interaction. Column names vary by tracker, but the examples below assume:

ColumnMeaning
timestampISO timestamp for the usage event
projectProject or repository name
tool_nameTool or event name
input_tokensInput token count, when recorded
output_tokensOutput token count, when recorded
cost_usdPrecomputed cost in USD
session_idOpenAI Codex session identifier
modelModel used for the event

Prefer cost_usd over hand-calculating pricing. Model prices and cache pricing change over time, and the tracker should be the source of truth for how each row was priced.

Examples

Quick Summary

sqlite3 ~/.codex-cost-tracker/usage.db "
  SELECT
    'Today: $' || ROUND(COALESCE(SUM(CASE WHEN date(timestamp) = date('now') THEN cost_usd END), 0), 4) ||
    ' | Total: $' || ROUND(COALESCE(SUM(cost_usd), 0), 4) ||
    ' | Calls: ' || COUNT(*) ||
    ' | Sessions: ' || COUNT(DISTINCT session_id)
  FROM usage;
"

Cost By Project

sqlite3 -header -column ~/.codex-cost-tracker/usage.db "
  SELECT project, ROUND(SUM(cost_usd), 4) AS cost, COUNT(*) AS calls
  FROM usage
  GROUP BY project
  ORDER BY cost DESC;
"

Cost By Tool

sqlite3 -header -column ~/.codex-cost-tracker/usage.db "
  SELECT tool_name, ROUND(SUM(cost_usd), 4) AS cost, COUNT(*) AS calls
  FROM usage
  GROUP BY tool_name
  ORDER BY cost DESC;
"

Last Seven Days

sqlite3 -header -column ~/.codex-cost-tracker/usage.db "
  SELECT date(timestamp) AS date, ROUND(SUM(cost_usd), 4) AS cost, COUNT(*) AS calls
  FROM usage
  GROUP BY date(timestamp)
  ORDER BY date DESC
  LIMIT 7;
"

Session Drilldown

sqlite3 -header -column ~/.codex-cost-tracker/usage.db "
  SELECT session_id,
    MIN(timestamp) AS started,
    MAX(timestamp) AS ended,
    ROUND(SUM(cost_usd), 4) AS cost,
    COUNT(*) AS calls
  FROM usage
  GROUP BY session_id
  ORDER BY started DESC
  LIMIT 10;
"

Reporting Guidance

When presenting cost data, include:

  1. Today's spend and yesterday comparison.
  2. Total spend across the tracked database.
  3. Top projects ranked by cost.
  4. Top tools ranked by cost.
  5. Session count and average cost per session when enough data exists.

For small amounts, format currency with four decimal places. For larger amounts, two decimals are enough.

Anti-Patterns

  • Do not estimate costs from raw token counts when cost_usd is present.
  • Do not assume the database exists without checking.
  • Do not run unbounded SELECT * exports on large databases.
  • 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 using the same database.
  • 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.

Signals

GitHub stars
90
Forks
2
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
cost-tracking-mturac
Source
github.com/mturac/everything-openai-codex