Agents Analysis — Development skill for Claude Code
Effective token price reports for Codex and Claude agent subscriptions.
How to install Agents Analysis
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open Melvynx/agents-analysis and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What Agents Analysis does
Effective token price reports for Codex and Claude agent subscriptions.
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README
Agents Analysis
Open source examples and prompts for calculating the effective token price of AI agent subscriptions from local usage logs.
The goal is simple: compare what a user pays for a subscription with the API-equivalent value of the usage they actually consumed.
This repository currently focuses on:
- Codex usage from
.codexlogs. - Claude Code usage from
.claudelogs. - Effective price per 1M tokens.
- Weekly quota extrapolation from the usage percentage shown in the product UI.
- Small helper scripts to recompute results faster.
- Markdown pricing references for the model baselines used in examples.
API-equivalent value is not the provider's real cost. It is the price a user would roughly pay if the same token mix were reproduced through official public API pricing.
Repository Structure
result/
/
codex/
/
data.json
analysis.md
claude/
/
data.json
analysis.md
CONTRIBUTE.md
README.md
Each contributor should add results under their own GitHub username:
result/alice/codex/2026-05-30T21-14-45Z/data.json
result/alice/codex/2026-05-30T21-14-45Z/analysis.md
result/alice/claude/2026-05-30T21-14-45Z/data.json
result/alice/claude/2026-05-30T21-14-45Z/analysis.md
Each analysis run is stored in its own timestamped folder under the selected tool. This allows multiple analyses during the same weekly quota window without overwriting earlier results. Use the measurement end time in UTC for the folder name, formatted like `YYYY-MM-DDTHH-MM-SSZ`.
Example Included
The first example is under timestamped folders inside:
result/melvynx/codex/result/melvynx/claude/
It includes:
- subscription actually used
- weekly reset window
- measured usage percentage
- token totals
- API-equivalent spend
- effective per-1M token prices
- approximate error metrics
- monthly API-equivalent extrapolation
Contribution Flow
Related Skills
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Warden Cost
Dollar accounting — what does each active rule actually save, in money? Translates the token-measured verdict
Decant
Local-first analysis of Claude Code and Codex sessions: token spend, context windows, files touched, and cost.
Acp Install
One-command install for Agentic Control Plane — see, price, and control every tool call your coding agent make
Tokens
Show the Monomind token usage dashboard — reports spend and call counts for today, week, 30days, or month
Subrouter
Subrouter routes Codex/Claude Code traffic across multiple ChatGPT Pro/Claude Max subscriptions and API keys.
Related Agents
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Competitor Intelligence
Use when the task requires ongoing competitive monitoring, competitor change detection, share of voice trackin