Convert agent logs to ATIF trajectories. One command. Zero dependencies.
Turn HAR files, Claude Code logs, Copilot CLI logs, and Codex CLI logs into standardized ATIF v1.7 trajectory JSON — ready for debugging, visualization, fine-tuning, and RL pipelines.
Give your AI coding agent the atifact skill so it can extract trajectories on your behalf:
npx skills add waldekmastykarz/atifactOnce installed, ask your agent to "extract the trajectory from this HAR file", "convert Claude Code logs to ATIF", "convert Copilot CLI logs", or "convert Codex CLI logs" and it will handle the rest.
npm install -g atifact# Convert a HAR file (auto-detected)
atifact session.har
# Convert Claude Code logs
atifact claude-log.jsonl
# Convert Copilot CLI logs
atifact copilot-session.jsonl
# Convert Codex CLI logs
atifact codex-session.jsonl
# Pipe to stdout (returns JSON array of trajectories)
atifact session.har --json | jq '.steps | length'Output: <input>.trajectory.json in ATIF v1.7 format. Copilot CLI and Codex CLI logs with subagents produce additional <input>.trajectory.<name>.json files.
--json mode outputs a single trajectory with subagents embedded in the subagent_trajectories array to stdout with no files written.
| Format | Source | Flag |
|---|---|---|
| HAR | OpenAI Chat Completions API, OpenAI Responses API, Anthropic Messages API | har |
| JSONL | Claude Code CLI session logs | claude-code-jsonl |
| JSONL | Copilot CLI session logs | copilot-cli-jsonl |
| JSONL | Codex CLI exec --json logs |
codex-cli-jsonl |
Format is auto-detected from file contents (not extension). Force it with -f:
atifact myfile.log -f claude-code-jsonl
atifact myfile.log -f copilot-cli-jsonl
atifact myfile.log -f codex-cli-jsonlatifact <input-file> [options]
| Option | Description |
|---|---|
-o, --output <prefix> |
Output path prefix (default: input file path). Main: <prefix>.trajectory.json, subagents: <prefix>.trajectory.<name>.json |
-f, --format <fmt> |
Force input format: har, claude-code-jsonl, copilot-cli-jsonl, codex-cli-jsonl |
--json |
Write trajectory to stdout with subagents embedded (no files written) |
-q, --quiet |
Suppress progress messages |
-h, --help |
Show help |
--version |
Print version |
| Code | Meaning |
|---|---|
0 |
Success |
1 |
Runtime error (parse failure, I/O error) |
2 |
Invalid usage (bad arguments, missing file) |
atifact produces ATIF v1.7 JSON with:
- Steps — user messages, agent responses, tool calls, and observations
- Metrics — token counts, costs, cached tokens per step
- Tool calls — structured function name + arguments with observation results
- Subagent trajectories — Copilot CLI and Codex CLI subagents produce separate trajectory files linked via
subagent_trajectory_refwithtrajectory_idresolution;--jsonmode embeds them insubagent_trajectories - Final metrics — aggregated totals across the trajectory
- All timestamps preserved as ISO 8601 from source data
- Null/undefined fields excluded for compact output
atifact recording.har -o my-trajectory
# Writes: my-trajectory.trajectory.jsonatifact ~/.claude/projects/*/sessions/*.jsonl --json --quiet > trajectory.jsonatifact copilot-session.jsonl
# Writes: copilot-session.jsonl.trajectory.json
# Writes: copilot-session.jsonl.trajectory.<subagent-name>.json (per subagent)atifact codex-session.jsonl
# Writes: codex-session.jsonl.trajectory.jsonatifact session.har --json | jq '[.steps[] | select(.source == "agent")] | length'- Node.js 22+
