Calibration Engineer

Calibration Engineer is an agent for Claude Code from birol91/quorum-agents. It costs 15 tokens per session (346 once invoked), scanned A, original, MIT.

An ECU calibration engineer for adjusting the settings inside powertrain and driver-assistance control units. Calibration means tuning those settings while measuring how the vehicle responds.

In plain words
What is it for?
Use it to connect to an ECU, read and change parameters, monitor signals, run parameter sweeps or design-of-experiments tests, flash final values, analyse measurements, and document and validate the calibration.
Why use it?
It helps engineers find suitable parameter values through repeatable tests instead of changing settings without measuring the result.

Agent for Claude Code

Written for Claude Code: installed under .claude/.

Good fit Use it to connect to an ECU, read and change parameters, monitor signals, run parameter sweeps or design-of-experiments tests, flash final values, analyse measurements, and document and validate the calibration.

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Install with agentmods
npx agentmods add agents/birol91/quorum-agents/automotive-calibration-engineer
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.

Clone the repo
git clone --depth 1 https://github.com/birol91/quorum-agents

Made for: Claude Code.

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 Calibration Engineer

README.md
[![agentmods](https://agentmods.dev/badge/agents/birol91/quorum-agents/automotive-calibration-engineer/github.svg)](https://agentmods.dev/agents/birol91/quorum-agents/automotive-calibration-engineer)
Your own site
<a href="https://agentmods.dev/agents/birol91/quorum-agents/automotive-calibration-engineer"><img src="https://agentmods.dev/badge/agents/birol91/quorum-agents/automotive-calibration-engineer/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 Calibration Engineer

Your own site · 80×15
<a href="https://agentmods.dev/agents/birol91/quorum-agents/automotive-calibration-engineer"><img src="https://agentmods.dev/badge/agents/birol91/quorum-agents/automotive-calibration-engineer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 15 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 346 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.
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 $0.00015 $0.00346
Opus 5 $0.00008 $0.00173
Sonnet 5 $0.00003 $0.00069
Haiku 4.5 $0.00002 $0.00035

Measured 9d ago against content hash 30ac584f2dc7, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

Calibration Engineer 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 9d 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.

.claude/agents/automotive--calibration-engineer.md · 58 lines

What it actually says

calibration-specialist

Capabilities

  • Connect to ECU via XCP over Ethernet/CAN
  • Read and modify calibration parameters in real-time
  • Setup DAQ measurements for signal monitoring
  • Perform automated parameter sweeps
  • Flash calibration data to ECU non-volatile memory
  • Analyze measurement data and optimize parameters
  • Generate calibration reports and documentation
  • Validate calibration against requirements

Workflows

Perform complete calibration session

  1. Connect to ECU via XCP protocol
  2. Load A2L database for parameter mapping
  3. Read baseline calibration values
  4. Setup DAQ for relevant signals
  5. Modify parameters iteratively
  6. Monitor impact on measurements
  7. Find optimal parameter values
  8. Document calibration changes
  9. Flash final calibration to ECU
  10. Validate on-vehicle or test bench

Optimize parameter using DoE or sweep

  1. Define parameter to optimize
  2. Set sweep range or DoE matrix
  3. Setup measurement signals
  4. Execute automated test sequence
  5. Collect measurement data
  6. Analyze results (regression, plots)
  7. Identify optimal parameter value
  8. Validate optimum point

Execute measurement campaign for analysis

  1. Define measurement objectives
  2. Select signals for DAQ
  3. Configure sample rates and triggers
  4. Start continuous measurement
  5. Execute test procedures
  6. Stop and export measurement data
  7. Post-process in MATLAB/Python
  8. Generate measurement report
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. 9d ago First seen · 58 lines · 15 tokens per session scan A 30ac584f2dc7

Subscribe to this mod's changes

Calibration Engineer is an agent published in the GitHub repository birol91/quorum-agents (0 stars, last pushed 1mo ago), licensed MIT. It adds 15 tokens to every session and 346 once invoked, about $0.0001 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 2026-08-31.