codex usage

    Codex Weekly Usage — August 10–16, 2026

    An orchestration-heavy week spread 39 de-duplicated sessions across Hyphenomenon, Shopify Headless, multi-mailbox operations, and projectless work, while execution concentrated sharply in Shopify: 161 active rollouts included 122 delegated runs, Tuesday carried 83.0% of processed model context, and terminal evidence named five repositories with delivery traces.

    Template-generated · Analyzer: codex-usage-report-v6 · Model: gpt-5.6-sol · high

    ~24B
    Tokens processed

    Input plus output tokens in retained local Codex telemetry; includes cached input and is not a cost or productivity score.

    39
    Top-level tasks

    Top-level rollout files active in the window; delegated rollouts are counted separately.

    122
    Delegated rollouts

    Subagent or spawned-thread rollout files with timestamped activity in the window.

    9,676
    Turns

    Recorded turn contexts across top-level and delegated rollouts; not elapsed work time.

    Token Usage

    Cumulative runtime counters are differenced per rollout. Repeated snapshots are ignored; cached input stays visible instead of being mistaken for fresh context.

    Token Usage

    Retained local Codex telemetry only; not an account-wide usage or billing statement.

    23,665,895,352
    Total processed
    Input + output
    Input
    23,617,947,530
    Cached input
    23,134,567,168
    Non-cached input
    483,380,362
    Output
    47,947,822
    Reasoning output
    12,474,725

    Cached input is 98% of input. Reasoning output is included within output tokens.

    Tokens By Day

    Processed input plus output assigned to the local day of each positive cumulative-counter increment.

    Tue Aug 1119,640,564,966 83%
    Mon Aug 102,653,073,146 11%
    Sun Aug 16376,769,100 2%
    Wed Aug 12375,857,542 2%
    Thu Aug 13295,241,774 1%
    Sat Aug 15240,051,147 1%
    Fri Aug 1484,337,677 <1%

    Activity By Day And Clock Hour

    The day row shows each date in the report window. The hour chart below combines the same clock hour across all seven days; it is not a single-day timeline.

    Daily session timeline
    1. Mon Aug 108
    2. Tue Aug 1110
    3. Wed Aug 125
    4. Thu Aug 133
    5. Fri Aug 141
    6. Sat Aug 156
    7. Sun Aug 166

    Each count is a de-duplicated session start assigned to that local calendar day.

    Clock-hour pattern across the full week
    599
    6c
    12 AM
    563
    2c
    512
    3c
    2 AM
    608
    5c
    675
    5c
    4 AM
    1,009
    1c
    645
    7c
    6 AM
    1,299
    7c
    2,939
    6c
    8 AM
    1,560
    14c
    1,033
    9c
    10 AM
    943
    10c
    1,325
    10c
    12 PM
    1,070
    4c
    1,114
    8c
    2 PM
    1,665
    11c
    1,559
    11c
    4 PM
    897
    6c
    1,257
    11c
    6 PM
    883
    7c
    692
    7c
    8 PM
    730
    6c
    522
    4c
    10 PM
    540
    5c

    Total: 24,639 tool calls. “c” marks successful commit operations in that hour.

    Where The Work Landed

    Repository activity and changed lines show which codebases received attention during the report window.

    Tool Calls By Repository

    Working repository resolved from tool workdir or turn context.

    shopify-headless18,868 77%
    hyphenomenon3,255 13%
    multi-mailbox-ops1,655 7%
    Outside git metadata673 3%
    xyppy-chatgpt188 <1%

    Patch Churn By Repository

    Added plus removed lines recorded in patch inputs.

    Outside git metadata1,949 100%

    Output Shape

    Compare the rollouts carrying the largest patches with the mix of file categories touched.

    Patch Churn By Rollout

    Rollout 971,949 100%

    Top-level | Outside git metadata

    File Touch Mix

    11,163touches
    Docs and governance8,29774%
    Application and pipeline code2,50022%
    Other files2903%
    Config and automation76<1%

    Verified Delivery Ledger

    Outcomes come from terminal return records. Intent-only command counts remain in the technical appendix.

    Command Outcomes

    Pull request operations - unknown
    Count214
    Share32%
    Content push operations - success
    Count168
    Share25%
    Commit operations - success
    Count165
    Share24%
    Commit operations - unknown
    Count47
    Share7%
    Pull request operations - success
    Count23
    Share3%
    Commit operations - failure
    Count15
    Share2%
    Branch cleanup pushes - success
    Count14
    Share2%
    Other
    Count31
    Share5%

    Repositories In Successful Push Output

    chronicle-visualizer
    Count1
    Share17%
    hyphenomenon
    Count1
    Share17%
    multi-mailbox-ops
    Count1
    Share17%
    Outside git metadata
    Count1
    Share17%
    shopify-headless
    Count1
    Share17%
    xyppy-chatgpt
    Count1
    Share17%

    Agent Stack Used

    Observed runtime evidence only; the available catalog is excluded. Status chips distinguish completed calls, skill loads, and explicit requests.

    App or connectorFigma
    Runtime providerMulti Mailbox Ops
    Loaded skillcatalog-review
    • Invoked means a completed runtime call was recorded.
    • Loaded means a skill file was read or discovered.
    • Requested marks an explicit skill request in the source.
    • The logs do not preserve a reliable causal chain between every layer, so the diagram shows observed layers rather than inventing one.

    Apps and Connectors

    Completed connector calls recorded by the runtime.

    Figma
    Invoked5 rollouts
    288
    Vercel
    Invoked9 rollouts
    196
    Google Calendar
    Invoked1 rollout
    58
    GitHub
    Invoked5 rollouts
    16
    Gmail
    Invoked3 rollouts
    12
    Netlify
    Invoked1 rollout
    2
    Xyppy Print This
    Invoked1 rollout
    1

    Tool Providers

    Completed MCP provider calls, grouped by server namespace.

    Multi Mailbox Ops
    Invoked5 rollouts
    2,491
    Playwright browser
    Invoked45 rollouts
    2,318
    Node tool runtime
    Invoked51 rollouts
    1,432
    OpenaiDeveloperDocs
    Invoked1 rollout
    29
    Shopify Dev Mcp
    Invoked2 rollouts
    8

    Skills

    Explicitly requested or loaded skills; application is not inferred.

    catalog-review
    Loaded112 rollouts
    278
    multi-mailbox-ops
    Loaded + Requested9 rollouts
    126
    control-in-app-browser
    Loaded + Requested20 rollouts
    37
    playwright
    Loaded12 rollouts
    32
    shopify-admin
    Loaded16 rollouts
    29
    shopify-admin-execution
    Loaded13 rollouts
    29
    frontend-app-builder
    Loaded8 rollouts
    28
    figma-use
    Loaded4 rollouts
    25
    index
    Loaded10 rollouts
    25
    shopify-hydrogen
    Loaded5 rollouts
    25

    Chronicle Context Across The Week

    These panels are calculated directly from persisted Chronicle summaries. Lane counts overlap and are not duration.

    Open source reportChronicle Daily Report — August 10, 2026

    Work Lane Mentions

    Planning and knowledge work366 26%
    Print and artwork production317 23%
    Storefront and catalog work286 20%
    Software and repo delivery280 20%
    Wholesale and shipping151 11%

    Evidence Coverage

    Screenshot citations
    Count3,666
    Share70%
    Unique cited minutes
    Count1,116
    Share21%
    Overlapping 10-minute summaries
    Count450
    Share9%
    Observed clock hours
    Count16
    Share<1%

    Technical Telemetry

    Raw tool, event, workspace, and patch diagnostics used to audit the analyzer. These counts are intentionally secondary to outcomes.

    Tool Surfaces

    Terminal/local shell21,794 88%
    Multi-agent tools1,565 6%
    Long-running task waits1,190 5%
    Node/browser automation34 <1%
    Code editing27 <1%
    Browser/web14 <1%
    Local image review5 <1%
    Other10 <1%

    Function Calls

    1,190
    624
    284
    259
    224
    195
    173
    81
    wait
    list_agents
    followup_task
    wait_agent
    send_message
    exec_command
    spawn_agent
    Other

    Custom Tool Calls

    Specific custom calls and their share of all recorded tool events.

    exec
    Count21,582
    Share88%
    apply_patch
    Count27
    Share<1%

    Response Events

    event_msg
    Count200,102
    Share63%
    response_item
    Count97,456
    Share31%
    turn_context
    Count9,676
    Share3%
    world_state
    Count4,664
    Share1%
    session_meta
    Count1,719
    Share<1%
    inter_agent_communication_metadata
    Count1,050
    Share<1%
    compacted
    Count790
    Share<1%

    Patch Applications

    Successful patch applications
    Count5,465
    Share100%
    Apply patch calls
    Count27
    Share<1%

    Output Records

    Tool output records
    Count24,133
    Share83%
    Git refs in output
    Count3,514
    Share12%
    Truncated outputs
    Count1,081
    Share4%
    GitHub PR links emitted
    Count212
    Share<1%
    Long-running command handoffs
    Count24
    Share<1%
    Non-zero terminal exits
    Count17
    Share<1%

    Session And Log Audit

    Raw session_meta records
    Count1,719
    Share90%
    Active rollout log files
    Count161
    Share8%
    Unique session_meta.session_id values
    Count39
    Share2%

    Token Counter Audit

    99,639
    97,502
    2,137
    Token-count records
    Metered model-response increments
    Repeated snapshots ignored

    Source Coverage

    175
    161
    2
    Candidate rollout files inspected
    Active rollout files
    Configured local session stores