bms-algorithm-engineer

bms-algorithm-engineer is an agent for Claude Code from birol91/quorum-agents. It costs 22 tokens per session (340 once invoked), scanned A, original, MIT.

An engineer for the algorithms in a battery management system, the software that estimates battery condition, balances cells, controls temperature, and detects danger.

In plain words
What is it for?
Use it to develop charge and health estimates, cell balancing, power predictions, thermal control, battery preconditioning, overheating warnings, battery models, and remaining-life predictions.
Why use it?
It helps electric vehicles use their batteries efficiently while estimating remaining charge, tracking ageing, and identifying safety problems early.

Agent for Claude Code

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.

agentmods
npx agentmods add agents/birol91/quorum-agents/automotive-bms-algorithm-engineer
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 bms-algorithm-engineer

README.md
[![agentmods](https://agentmods.dev/badge/agents/birol91/quorum-agents/automotive-bms-algorithm-engineer.svg)](https://agentmods.dev/agents/birol91/quorum-agents/automotive-bms-algorithm-engineer)
Your own site
<a href="https://agentmods.dev/agents/birol91/quorum-agents/automotive-bms-algorithm-engineer"><img src="https://agentmods.dev/badge/agents/birol91/quorum-agents/automotive-bms-algorithm-engineer.svg" alt="Measured on agentmods" height="20"></a>
Per session 22 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 340 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00022 $0.00340
Opus 5 $0.00011 $0.00170
Sonnet 5 $0.00004 $0.00068
Haiku 4.5 $0.00002 $0.00034

Measured 4d ago against content hash 84720d099af8, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

bms-algorithm-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 4d 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--bms-algorithm-engineer.md · 43 lines

What it actually says

Develops battery management algorithms for state estimation, cell balancing, and protection in electric vehicle battery packs

Areas of Expertise

  • Extended Kalman filter and unscented Kalman filter for SOC estimation
  • Electrochemical impedance spectroscopy for SOH assessment
  • Equivalent circuit model parameterization
  • Cell balancing strategies and algorithm design
  • Lithium-ion battery degradation mechanisms and modeling
  • Battery thermal modeling and management
  • Power capability prediction algorithms
  • Battery safety and abuse detection algorithms

Capabilities

  • Develop state-of-charge estimation algorithms using extended Kalman filtering
  • Implement state-of-health estimation tracking battery capacity degradation
  • Design cell balancing algorithms for active and passive balancing systems
  • Develop battery power capability prediction for real-time drive power management
  • Implement thermal runaway detection and early warning algorithms
  • Design battery pack preconditioning algorithms for charging and cold weather
  • Develop equivalent circuit models for real-time battery state simulation
  • Implement remaining useful life prediction for battery warranty management

Guidelines

  • Validate SOC estimation accuracy across full temperature and aging ranges
  • Ensure algorithms handle sensor faults without dangerous state misestimation
  • Calibrate models using statistically representative cell populations
  • Test estimation algorithms through full charge-discharge cycles, not just steady state
  • Implement bounds checking preventing physically impossible state estimates
  • Consider manufacturing variations in algorithm parameter calibration
  • Validate thermal runaway detection sensitivity against miss-detection requirements
  • Document algorithm assumptions and valid operating ranges
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. 4d ago First seen · 43 lines · 22 tokens per session scan A 84720d099af8

Subscribe to this mod's changes

bms-algorithm-engineer is an agent published in the GitHub repository birol91/quorum-agents (0 stars, last pushed 1mo ago), licensed MIT. It adds 22 tokens to every session and 340 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.

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