Skip to main content

Trace any agentic CLI to a unified local store, queryable from the CLI.

Project description

thirdeye

thirdeye

PyPI Homebrew CI codecov Python License

Trace every agent session on your machine — Claude Code, Codex, Gemini, Cursor — into one history you and your agents can manage, search, and evaluate.

Install

brew install duncankmckinnon/tap/thirdeye    # macOS / Linux
pipx install thrdi                           # or: uv tool install thrdi

Enable tracing

thirdeye add --claude        # also: --cursor, --codex, --gemini, --copilot

To detach: thirdeye remove --claude.

Read your history

thirdeye list                          # every session, every platform
thirdeye events <id>                   # one session, terse
thirdeye tail <id> -n 5                # last few events
thirdeye event <id> <seq>              # one event, fully expanded
thirdeye search "migration"            # substring across all sessions
thirdeye stats                         # totals

Tag and filter

thirdeye tag <id> <seq> --add bug,review     # tag an event
thirdeye tag <id> --list                     # list tagged events in a session
thirdeye tag <id> <seq> --remove bug         # untag
thirdeye tags                                # global tag inventory
thirdeye search "migration" --tag review --platform claude --since 2026-05-01

Add --json for parseable JSONL, --tree for human-readable, --platform / --cwd / --tag / --since / --until to filter. Session IDs accept any unique prefix. Run thirdeye --help for the full reference.

Per-turn usage

thirdeye captures model name and token counts per turn into an append-only sidecar (usage.jsonl) and a global SQLite index (usage.db). Capture starts automatically on the next agent run after thirdeye add.

thirdeye usage                          # global rollup, sessions by token spend
thirdeye usage <id>                     # per-turn detail for one session
thirdeye usage --top 5 --since 2026-05-01
thirdeye usage <id> --json              # parseable JSONL rows
thirdeye usage reindex                  # rebuild SQLite from sidecars
thirdeye usage errors                   # tail the capture audit log

Filters: --platform / --harness, --model SUBSTR, --since / --until, --top N, --sort total|input|output|ts.

Browse in a browser

For a richer experience than the CLI, install the UI extra and launch:

pip install 'thrdi[ui]'
thirdeye ui

The local browser UI covers:

  • Sessions list with platform / cwd / status / date filters and a tag multi-select drawn from every tag in your history, defaulting to the last 7 days, newest first.
  • Ask panel — type "find sessions about the workbench plan" or "long-lasting claude runs this week" and a CLI agent of your choice (claude / codex / gemini) auto-fills the filter form. Review the populated fields and hit Search / Filter to run.
  • Saved filter views — name a filter combination and pin it to the sidebar; restored across browser sessions via local storage.
  • Session view — collapsible event tree color-coded by event type, inline tag editing, live-tail via Server-Sent Events for open sessions.
  • Evals — author and edit YAML rubrics; dispatch a run on one session or a batch on a selection. Two complementary tables: per- definition cross-cut (/evals/defs/<name>/results) for comparing a rubric across sessions, and a per-(session, definition) panel showing the directive text plus every run on that session with parsed verdict and score columns.
  • Usage charts — daily tokens-over-time and sessions-per-day with a platform filter and totals cards.

The server binds loopback only.

See docs/ui.md for full reference.

Evaluations

Grade a recorded session by dispatching one of your installed CLI agents (claude / codex / gemini) as an LLM-as-judge. Eval definitions are named rubrics — directive text shipped with sensible defaults and editable per-user.

thirdeye eval def list                                          # available rubrics
thirdeye eval def show default                                  # see the directive
thirdeye eval def create my-rubric --directive "<text>"         # custom rubric

thirdeye eval run <id> --agent claude                           # foreground
thirdeye eval run <id> --agent gemini --using token-efficiency --background

thirdeye eval show <id>                                         # latest result
thirdeye eval list --since 2026-05-01 --verdict warn            # history
thirdeye eval status                                            # background jobs

Per-turn findings are stored with the event seq they anchor to, and thirdeye events <id> annotates the timeline inline by default (suppress with --no-findings, filter with --eval NAME). The eval invocation itself is a thirdeye-traced session, so every grading run has its own audit trail.

Dispatched agents run in read-only mode (Claude --allowedTools allowlist, Codex --sandbox read-only, Gemini --approval-mode plan). No new Python deps — thirdeye shells out to the agent binaries you already have installed.

Agent skills

Two bundled Claude-Code-format skills:

  • use-thirdeye — basic CLI fluency: enable tracing, search sessions, debug tool calls, analyze token usage.
  • use-thirdeye-evals — eval workflow: create rubrics, dispatch evaluators, view per-turn findings.
thirdeye skill list                                  # show bundled skill names
thirdeye skill install                               # all skills → .agents/skills/
thirdeye skill install .claude/skills                # custom parent dir
thirdeye skill install --only use-thirdeye-evals     # just one
thirdeye skill install --force                       # replace existing entries

Skills install as symlinks, so upgrading thirdeye (brew upgrade thirdeye or pipx upgrade thrdi) automatically refreshes the skill content in every repo where they're installed.

License

MIT.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

thrdi-0.0.8.tar.gz (2.4 MB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

thrdi-0.0.8-py3-none-any.whl (235.5 kB view details)

Uploaded Python 3

File details

Details for the file thrdi-0.0.8.tar.gz.

File metadata

  • Download URL: thrdi-0.0.8.tar.gz
  • Upload date:
  • Size: 2.4 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for thrdi-0.0.8.tar.gz
Algorithm Hash digest
SHA256 65311a94e0d3090f3d14447f104734fb05ba3a317865493a565a42de36c5203c
MD5 7b5f43bd7ce962717ac6918a4d1ce43c
BLAKE2b-256 5ab2dbcdc55848448dcf2d12de3e4fafe527026fab3ce3c4ec6ca6643388d25d

See more details on using hashes here.

Provenance

The following attestation bundles were made for thrdi-0.0.8.tar.gz:

Publisher: release.yml on duncankmckinnon/thirdeye

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file thrdi-0.0.8-py3-none-any.whl.

File metadata

  • Download URL: thrdi-0.0.8-py3-none-any.whl
  • Upload date:
  • Size: 235.5 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for thrdi-0.0.8-py3-none-any.whl
Algorithm Hash digest
SHA256 fd1557e91415a24b4613bfcc3b001d7358190dfc55f2f0d72c16ce03bf5552c4
MD5 538858f5c95214ab7ca7d5465eae1f5e
BLAKE2b-256 98f0c7096ae1cfe4cc00230ce931abbb940bc634e5e2b7ecf1c3f3d5b7678a02

See more details on using hashes here.

Provenance

The following attestation bundles were made for thrdi-0.0.8-py3-none-any.whl:

Publisher: release.yml on duncankmckinnon/thirdeye

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page