codex usage

    Codex Weekly Usage — July 27–August 2, 2026

    A distributed delivery week across Hyphenomenon, Shopify Headless, and multi-mailbox-ops: 13 de-duplicated sessions across 24 rollout logs, verified delivery traces for three repositories, and Chronicle evidence spanning software, storefront, print, and wholesale work.

    13
    Unique Codex sessions

    De-duplicated by session_meta.session_id; 24 active rollout log files are tracked separately.

    54
    Successful commit operations

    Verified from terminal outcomes; operations are not independent feature units.

    395
    Files touched

    Unique paths in successful patch-application records.

    3
    Repositories delivered

    hyphenomenon and multi-mailbox-ops and shopify-headless

    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 Jul 274
    2. Tue Jul 281
    3. Wed Jul 290
    4. Thu Jul 301
    5. Fri Jul 313
    6. Sat Aug 10
    7. Sun Aug 24

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

    Clock-hour pattern across the full week
    12 AM
    2 AM
    4 AM
    6 AM
    38
    516
    2c
    8 AM
    757
    5c
    205
    3c
    10 AM
    675
    7c
    342
    6c
    12 PM
    501
    9c
    855
    11c
    2 PM
    822
    9c
    137
    2c
    4 PM
    61
    6 PM
    8 PM
    10 PM

    Total: 4,909 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.

    hyphenomenon1,999 41%
    shopify-headless1,835 37%
    multi-mailbox-ops794 16%
    Outside git metadata280 6%
    bpe-marketing-lp1 <1%

    Patch Churn By Repository

    Added plus removed lines recorded in patch inputs.

    hyphenomenon5,188 62%
    shopify-headless3,122 38%
    Outside git metadata6 <1%

    Delivery Extended Beyond One Repository

    Hyphenomenon accounts for 40.7% of tool calls, Shopify Headless 37.4%, and multi-mailbox-ops 16.2%; another 280 calls (5.7%) remain outside resolved git metadata. Turn-context evidence is similarly distributed across Shopify Headless, Hyphenomenon, multi-mailbox-ops, and projectless work. Successful delivery output names all three resolved repositories, while the unassigned bucket remains deliberately unclaimed.

    Output Shape

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

    Patch Churn By Rollout

    Rollout 023,104 37%

    Top-level | hyphenomenon

    Rollout 072,083 25%

    Top-level | hyphenomenon

    Rollout 061,562 19%

    Top-level | shopify-headless

    Rollout 011,560 19%

    Top-level | shopify-headless

    Rollout 046 <1%

    Top-level | Outside git metadata

    Rollout 051 <1%

    Top-level | hyphenomenon

    File Touch Mix

    1,247touches
    Application and pipeline code61950%
    Docs and governance52742%
    Other files696%
    Config and automation323%

    Verified Delivery Ledger

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

    Command Outcomes

    Pull request operations - unknown
    Count61
    Share31%
    Commit operations - success
    Count54
    Share28%
    Content push operations - success
    Count49
    Share25%
    Commit operations - unknown
    Count11
    Share6%
    Content push operations - unknown
    Count11
    Share6%
    Branch cleanup pushes - success
    Count5
    Share3%
    Branch cleanup pushes - failure
    Count2
    Share1%
    Other
    Count3
    Share2%

    Repositories In Successful Push Output

    hyphenomenon
    Count1
    Share33%
    multi-mailbox-ops
    Count1
    Share33%
    shopify-headless
    Count1
    Share33%

    Verification Was Part Of The Work

    Terminal records include 54 successful commit operations, 49 successful content pushes, five successful branch-cleanup pushes, and two successful pull-request operations. Eleven content-push and 61 pull-request operations have unknown outcomes, so successful repository delivery is narrower than the full operation ledger. The counts prove execution traces, not independent features or elapsed effort.

    Agent Stack Used

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

    App or connectorVercel
    Runtime providerNode tool runtime
    Loaded skillcontrol-in-app-browser
    • 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.

    Vercel
    Invoked3 rollouts
    532
    Gmail
    Invoked8 rollouts
    26
    Google Drive
    Invoked1 rollout
    26
    Shopify
    Invoked1 rollout
    3
    Canva
    Invoked1 rollout
    1

    Tool Providers

    Completed MCP provider calls, grouped by server namespace.

    Node tool runtime
    Invoked16 rollouts
    785
    Codex Security
    Invoked2 rollouts
    31
    Playwright browser
    Invoked1 rollout
    19
    OpenaiDeveloperDocs
    Invoked3 rollouts
    10
    Shopify Dev Mcp
    Invoked3 rollouts
    10
    Creative Production Mcp
    Invoked1 rollout
    4

    Skills

    Explicitly requested or loaded skills; application is not inferred.

    control-in-app-browser
    Loaded8 rollouts
    36
    security-diff-scan
    Loaded + Requested5 rollouts
    20
    frontend-app-builder
    Loaded2 rollouts
    19
    finding-discovery
    Loaded + Requested4 rollouts
    13
    autonomous-backlog-runner
    Loaded3 rollouts
    12
    frontend-testing-debugging
    Loaded4 rollouts
    12
    gmail
    Loaded4 rollouts
    9
    continue-until-blocked
    Loaded + Requested3 rollouts
    8
    deployments-cicd
    Loaded3 rollouts
    8
    validation
    Loaded4 rollouts
    8

    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 — August 2, 2026

    Work Lane Mentions

    Planning and knowledge work175 26%
    Storefront and catalog work155 23%
    Software and repo delivery140 20%
    Print and artwork production134 20%
    Wholesale and shipping80 12%

    Evidence Coverage

    Screenshot citations
    Count1,570
    Share65%
    Unique cited minutes
    Count657
    Share27%
    Overlapping 10-minute summaries
    Count189
    Share8%
    Observed clock hours
    Count10
    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 shell3,787 77%
    Long-running task waits328 7%
    Node/browser automation288 6%
    Code editing150 3%
    Vercel100 2%
    Multi-agent tools90 2%
    Local image review84 2%
    Other82 2%

    Function Calls

    328
    288
    244
    165
    84
    49
    42
    181
    wait
    js
    exec_command
    write_stdin
    view_image
    wait_agent
    _get_deployment
    Other

    Custom Tool Calls

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

    exec
    Count3,378
    Share69%
    apply_patch
    Count150
    Share3%

    Response Events

    response_item
    Count16,037
    Share57%
    event_msg
    Count11,744
    Share41%
    turn_context
    Count179
    Share<1%
    world_state
    Count146
    Share<1%
    session_meta
    Count133
    Share<1%
    inter_agent_communication_metadata
    Count56
    Share<1%
    compacted
    Count38
    Share<1%

    Patch Applications

    Successful patch applications
    Count535
    Share78%
    Apply patch calls
    Count150
    Share22%

    Output Records

    Tool output records
    Count4,888
    Share82%
    Git refs in output
    Count663
    Share11%
    Truncated outputs
    Count151
    Share3%
    Long-running command handoffs
    Count129
    Share2%
    GitHub PR links emitted
    Count84
    Share1%
    Non-zero terminal exits
    Count17
    Share<1%

    Session And Log Audit

    Raw session_meta records
    Count133
    Share78%
    Active rollout log files
    Count24
    Share14%
    Unique session_meta.session_id values
    Count13
    Share8%