triaging-robot-logs

triaging-robot-logs is a skill for Claude Code from Extelligence-ai/bagel. It costs 63 tokens per session (213 once invoked), scanned A, original, Apache-2.0.

A workflow for investigating robot and flight logs, which record sensor, vehicle, or system activity over time.

In plain words
What is it for?
Use it to investigate rosbags, MCAP, CAN, MDF4, ULog, and Betaflight files, with evidence such as snippets or GIFs.
Why use it?
It provides a defined way to find events, unusual behaviour, and what happened around a specific time in several log formats.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the bagel plugin — 4 skills, 1 MCP server shipped together

Good fit Use it to investigate rosbags, MCAP, CAN, MDF4, ULog, and Betaflight files, with evidence such as snippets or GIFs.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/extelligence-ai/bagel/triaging-robot-logs
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Extelligence-ai/bagel --skill triaging-robot-logs
Clone the repo
git clone --depth 1 https://github.com/Extelligence-ai/bagel

Made for: Claude Code.

Or install bagel, the plugin that ships this one along with the rest of its 4 skills, 1 MCP server.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for triaging-robot-logs

README.md
[![agentmods](https://agentmods.dev/badge/skills/extelligence-ai/bagel/triaging-robot-logs/github.svg)](https://agentmods.dev/skills/extelligence-ai/bagel/triaging-robot-logs)
Your own site
<a href="https://agentmods.dev/skills/extelligence-ai/bagel/triaging-robot-logs"><img src="https://agentmods.dev/badge/skills/extelligence-ai/bagel/triaging-robot-logs/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for triaging-robot-logs

Your own site · 80×15
<a href="https://agentmods.dev/skills/extelligence-ai/bagel/triaging-robot-logs"><img src="https://agentmods.dev/badge/skills/extelligence-ai/bagel/triaging-robot-logs.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 63 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 213 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00063 $0.00213
Opus 5 $0.00032 $0.00106
Sonnet 5 $0.00013 $0.00043
Haiku 4.5 $0.00006 $0.00021

Measured 11d ago against content hash 069344b9f1f0, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

triaging-robot-logs scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugin/skills/triaging-robot-logs/SKILL.md · 19 lines

What it actually says

Triaging robot logs

The bagel MCP server ships its own step-by-step triage workflow. Do not improvise one: fetch and follow it.

  1. Call run_poml_capability with poml_path="./src/agent/triage/investigate.poml".
  2. Follow the returned instructions exactly (describe-first, windowed queries, snippet/GIF evidence).

If the bagel tools are missing or the connection fails, the server is probably not running — the user must start the Docker container for their data format first (see references/formats.md for the format → image → extra-args table, including the CAN dbc requirement).

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 19 lines · 63 tokens per session scan A 069344b9f1f0

Subscribe to this mod's changes

triaging-robot-logs is a skill published in the GitHub repository Extelligence-ai/bagel (397 stars, last pushed 2d ago), licensed Apache-2.0. It adds 63 tokens to every session and 213 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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