Agent skill

Tau Agent Tracing

by dpc in dpc/tau

A skill your agent uses when tracing or auditing Tau agent execution, including provider and cache cost, tool/background/wait latency, outer turns, compaction, delegated workflows, or performance…

MPL-2.0Auto-check passed

Install Tau Agent Tracing

skills CLI
$ npx skills add dpc/tau --skill tau-agent-tracing -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install dpc/tau tau-agent-tracing --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/dpc/tau.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/tau-agent-tracing .claude/skills/tau-agent-tracing && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
tau-agent-tracing
GitHub stars
104
Token cost
~658 tokens
SKILL.md length
240 words
Files
1
Skills in repo
15
Repo updated
First seen
Licence
MPL-2.0

At a glance

A skill your agent uses when tracing or auditing Tau agent execution, including provider and cache cost, tool/background/wait latency, outer turns, compaction, delegated workflows, or performance…

  • Auditing Tau agent execution
  • Calls jq
  • Including provider and cache cost
  • Tool/background/wait latency

What it does

Tau Agent Tracing is an agent skill from dpc/tau. Use this skill when tracing or auditing Tau agent execution, including provider and cache cost, tool/background/wait latency, outer turns, compaction, delegated workflows, or performance regressions from durable agent journals.

Its SKILL.md is about 660 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: Tau Coding Agent - like Pi, but twice as much. The licence is MPL-2.0.

When your agent uses it

  • Auditing Tau agent execution
  • Including provider and cache cost
  • Tool/background/wait latency
  • Delegated workflows

Example prompts

  • “/tau-agent-tracing”

What it can do on your machine

Read from SKILL.md and the folder at commit d2e1955. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • jq

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Tau Agent Tracing loads about 658 tokens when it runs. Until then it costs about 61 tokens; SKILL.md has 240 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~61
When it runs · the whole SKILL.md, loaded when a task matches
~658

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from dpc/tau at commit d2e1955, republished under its MPL-2.0 licence (© dpc). 240 words, ~658 tokens.

Download SKILL.mdSave it as .claude/skills/tau-agent-tracing/SKILL.md (or your agent's skills folder).
name
tau-agent-tracing
description
Use this skill when tracing or auditing Tau agent execution, including provider and cache cost, tool/background/wait latency, outer turns, compaction, delegated workflows, or performance regressions from durable agent journals.
user-invocable
true
advertise
true

Trace Tau agent execution

Start content-free and include the workflow when relevant:

sh
trace=$(mktemp)
chmod 600 "$trace"
tau agent trace <agent-id> --include-descendants \
  --format agent-performance-jsonl >"$trace"
jq -c 'select(.record_type != "header")' "$trace"

This view covers ordinary provider accounting, tool/background lifecycle, typed waits, outer turns, and standalone compaction without prompt, tool, or response bodies. Useful filters include:

sh
jq -c 'select(.record_type=="wait" and .outcome=="interrupted_by_activation")' "$trace"
jq -s 'map(select(.record_type=="provider_prompt")) | sort_by(.recorded_at_wall_elapsed_us // 0) | reverse | .[:10]' "$trace"

Use agent-tools-toon or agent-tools-jsonl only to explain an identified interval. Prefer the default lite/bounded output; use --mode full only when the bounded payload cannot answer the question. Use tau-jsonl only for journal-integrity or replay questions: it is the complete canonical artifact, not the default performance view.

Escalate outside trace only for facts trace intentionally does not own: session events.jsonl for transient runtime observations, private provider captures for exact wire/request shape, and component logs for operational failures. Load tau-self-knowledge-debugging for that workflow.

Interpret intervals narrowly. Journal sequence is authoritative only within one agent. Cross-agent timestamp order is presentation, not causality; only explicit references justify relationships. *_us measures append-invocation wall time, not CPU, wire, model, or commit time, and totals can overlap. A running-agent trace uses a validated checkpoint prefix and may omit the newest writes.

Performance JSONL contains no prompt/tool body, but it still exposes IDs, model, activity timing, token/cache/cost, membership, and work patterns. Compact and tau-jsonl outputs additionally expose unredacted reasoning, messages, arguments, output, and possibly secrets. Keep traces private, use owner-only files, do not put them in /tmp/public, reports, tickets, or commits, and delete temporary artifacts.

docs/agent-trace.md owns exact schemas. Built-in tau-self-knowledge-tracing covers installed Tau usage, and tau-self-knowledge-debugging owns lower-level logs and captures.

© dpc, MPL-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .agents/skills/tau-agent-tracing of dpc/tau.

Open the folder on GitHubat commit d2e1955

Compare with similar skills

Tau Agent Tracing next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Tau Agent Tracing compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Tau Agent Tracing this skilldpc/tau104—~658Automated safety check: PassMPL-2.0
Production Auditaffaan-m/ECC275k1 repos~1.9kAutomated safety check: PassMIT
Aims Auditalirezarezvani/claude-skills28k—~1.3kAutomated safety check: PassMIT
Geo Auditsickn33/agentic-awesome-skills47k1 repos~3.4kAutomated safety check: NotesMIT
Audit Preparationsickn33/agentic-awesome-skills47k1 repos~5.3kAutomated safety check: PassMIT
OmniRoute Audit and Policy CLIdiegosouzapw/OmniRoute74k1 repos~733Automated safety check: PassMIT

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Questions about Tau Agent Tracing

What does Tau Agent Tracing do?

A skill your agent uses when tracing or auditing Tau agent execution, including provider and cache cost, tool/background/wait latency, outer turns, compaction, delegated workflows, or performance…. Tau Agent Tracing is an agent skill from dpc/tau. Use this skill when tracing or auditing Tau agent execution, including provider and cache cost, tool/background/wait latency, outer turns, compaction, delegated workflows, or performance regressions from durable agent journals.

When should I use Tau Agent Tracing?

Tau Agent Tracing fits situations like: auditing Tau agent execution; including provider and cache cost; tool/background/wait latency; delegated workflows.

How do I install Tau Agent Tracing in Claude Code?

Run `npx skills add dpc/tau --skill tau-agent-tracing -a claude-code`. Or copy the skill folder (.agents/skills/tau-agent-tracing in dpc/tau) into .claude/skills/tau-agent-tracing in your project. Claude Code loads it when a task matches its description.

How do I install Tau Agent Tracing in Codex?

Run `npx skills add dpc/tau --skill tau-agent-tracing -a codex`. Or copy the skill folder (.agents/skills/tau-agent-tracing in dpc/tau) into .agents/skills/tau-agent-tracing in your project. Codex loads it when a task matches its description.

Can I use Tau Agent Tracing in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add dpc/tau --skill tau-agent-tracing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tau-agent-tracing, .gemini/skills/tau-agent-tracing, .github/skills/tau-agent-tracing and .opencode/skills/tau-agent-tracing in your project.

What does Tau Agent Tracing need to run?

Going by SKILL.md and its folder, Tau Agent Tracing needs the command-line tools its instructions call (jq).

Does Tau Agent Tracing access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Tau Agent Tracing safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Tau Agent Tracing use?

Tau Agent Tracing is published under the MPL-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Tau Agent Tracing use?

About 658 tokens (SKILL.md is roughly 2.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Tau Agent Tracing?

Skills that share tags, products or a category with Tau Agent Tracing: Production Audit (affaan-m/ECC, 275k stars), Aims Audit (alirezarezvani/claude-skills, 28k stars), Geo Audit (sickn33/agentic-awesome-skills, 47k stars) and Audit Preparation (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Tau Agent Tracing?

dpc (a GitHub user) maintains it in dpc/tau, which has 104 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on October 5, 2026.

Source: dpc/tau on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.