What was measured
An Anthropic Console usage breakdown for 2026-08-07 showed 2,885,814 tokens on claude-sonnet-5 — 98.5% of the day's 2,928,587 total. The key is configured in .env and as secrets.ANTHROPIC_API_KEY, and is used only by this repo, so the question was where the volume came from.
It came from one run.
| Fact |
Value |
| Anthropic agent runs that day |
1 — triage-dispatch.yml job Propose triage plan, run 31165533824 |
| Result envelope |
num_turns: 28, duration_ms: 443332, total_cost_usd: 1.7802987 |
| Model |
claude-sonnet-5, pinned at triage-dispatch.yml:119 / :152 (#1178) |
| Spec-side provider tokens, same period |
8,741 for a whole daily (reports/token-history.jsonl), and on gpt-4o-mini / gemini-flash-latest — not Anthropic |
$1.78 is consistent with ~2.9M tokens under the Sonnet introductory band once cache reads dominate, which is what 28 turns re-reading CI logs produces.
Two corroborations that this is the whole story:
claude-haiku-4-5 at 41,551 tokens is the spec suite (local .env points at Anthropic/haiku while the OpenAI key is drained) — three orders of magnitude below the agent.
claude-opus-5 at 862 tokens proves local Claude Code is not billing this key. If it were, that line would be the largest one on the chart.
This is a fresh, larger data point for axis A of #1183 (the triage agent measured at ~10x the entire spec suite): the historical mean was ~$1.05/run, this one was $1.78.
Why it recurs
propose auto-fires on every red scheduled daily, and the daily is red on essentially every business day — 9 agent runs across the 9 business days from 07-24 to 08-07. So the standing cost is $1.78 per business day ($37/month), and it steps up ~50% on 2026-09-01 when the Sonnet introductory band expires, with no change in consumption.
Decision
Switch both agent jobs from anthropic_api_key to claude_code_oauth_token, the action's documented alternative (anthropics/claude-code-action@v1, action.yml):
claude_code_oauth_token:
description: "Claude Code OAuth token (alternative to anthropic_api_key)"
The job then draws on an already-paid Claude Code subscription. Marginal dollar cost of the triage agent becomes zero.
Two alternatives considered and not taken:
What this costs instead
Not free — relocated, and each of these is a real trade:
- The run consumes the subscription's rate-limit window, shared with interactive sessions. The daily fires ~09:20 BRT and the measured run was 2.9M tokens.
- The spend leaves the Console dashboard. Silver lining:
ANTHROPIC_API_KEY remains for the specs' provider calls only, so a future spike there is unambiguously the specs.
- The OAuth token expires. When it does, the step fails and a red daily goes untriaged until someone notices the failed workflow run.
Required before merge
The secret does not exist yet (gh secret list shows no CLAUDE_CODE_OAUTH_TOKEN). Merging first would break both jobs.
claude setup-token
gh secret set CLAUDE_CODE_OAUTH_TOKEN --repo oriontech-me/langflow-e2e
What was measured
An Anthropic Console usage breakdown for 2026-08-07 showed 2,885,814 tokens on
claude-sonnet-5— 98.5% of the day's 2,928,587 total. The key is configured in.envand assecrets.ANTHROPIC_API_KEY, and is used only by this repo, so the question was where the volume came from.It came from one run.
triage-dispatch.ymljobPropose triage plan, run 31165533824num_turns: 28,duration_ms: 443332,total_cost_usd: 1.7802987claude-sonnet-5, pinned attriage-dispatch.yml:119/:152(#1178)reports/token-history.jsonl), and ongpt-4o-mini/gemini-flash-latest— not Anthropic$1.78 is consistent with ~2.9M tokens under the Sonnet introductory band once cache reads dominate, which is what 28 turns re-reading CI logs produces.
Two corroborations that this is the whole story:
claude-haiku-4-5at 41,551 tokens is the spec suite (local.envpoints at Anthropic/haiku while the OpenAI key is drained) — three orders of magnitude below the agent.claude-opus-5at 862 tokens proves local Claude Code is not billing this key. If it were, that line would be the largest one on the chart.This is a fresh, larger data point for axis A of #1183 (the triage agent measured at ~10x the entire spec suite): the historical mean was ~$1.05/run, this one was $1.78.
Why it recurs
proposeauto-fires on every red scheduled daily, and the daily is red on essentially every business day — 9 agent runs across the 9 business days from 07-24 to 08-07. So the standing cost is$1.78 per business day ($37/month), and it steps up ~50% on 2026-09-01 when the Sonnet introductory band expires, with no change in consumption.Decision
Switch both agent jobs from
anthropic_api_keytoclaude_code_oauth_token, the action's documented alternative (anthropics/claude-code-action@v1,action.yml):The job then draws on an already-paid Claude Code subscription. Marginal dollar cost of the triage agent becomes zero.
Two alternatives considered and not taken:
/langflow-e2e-triagelocally. Also $0, but it loses the property the propose phase exists for — the plan is already commented on the umbrella when someone opens the day.What this costs instead
Not free — relocated, and each of these is a real trade:
ANTHROPIC_API_KEYremains for the specs' provider calls only, so a future spike there is unambiguously the specs.Required before merge
The secret does not exist yet (
gh secret listshows noCLAUDE_CODE_OAUTH_TOKEN). Merging first would break both jobs.claude setup-token gh secret set CLAUDE_CODE_OAUTH_TOKEN --repo oriontech-me/langflow-e2e