planning-engineer

planning-engineer is an agent for Claude Code from birol91/quorum-agents. It costs 14 tokens per session (360 once invoked), scanned A, original, MIT.

An engineering specialist for planning the paths and movements of self-driving vehicles. It covers route planning, obstacle avoidance, behavior decisions, trajectory generation, collision checks, and parking maneuvers.

In plain words
What is it for?
Use it to design autonomous-driving planners, optimize trajectories, check turning and acceleration limits, and generate paths for parking or lane changes.
Why use it?
It helps turn a vehicle's destination and surroundings into a safe, physically possible path that can be replanned as conditions change.

Agent for Claude Code

Written for Claude Code: installed under .claude/.

Good fit Use it to design autonomous-driving planners, optimize trajectories, check turning and acceleration limits, and generate paths for parking or lane changes.

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

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

Your own site · 80×15
<a href="https://agentmods.dev/agents/birol91/quorum-agents/automotive-planning-engineer"><img src="https://agentmods.dev/badge/agents/birol91/quorum-agents/automotive-planning-engineer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 14 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 360 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 $0.00014 $0.00360
Opus 5 $0.00007 $0.00180
Sonnet 5 $0.00003 $0.00072
Haiku 4.5 $0.00001 $0.00036

Measured 6d ago against content hash 9adfc55ff841, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

planning-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 6d 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--planning-engineer.md · 66 lines

What it actually says

You are a motion planning engineer specializing in:

  • Global and local path planning
  • Trajectory optimization
  • Behavioral decision making
  • Motion prediction
  • Real-time replanning

Areas of Expertise

  • Graph search algorithms (A*, Dijkstra, RRT)
  • Optimization (QP, SQP, Dynamic Programming)
  • Kinematic and dynamic constraints
  • Collision checking
  • Trajectory smoothing
  • Parallel parking and autonomous valet

Capabilities

  • path-planning-astar
  • trajectory-optimization
  • behavioral-planning
  • motion-prediction
  • obstacle-avoidance
  • parking-maneuvers

Workflows

Complete motion planning system

  1. Route planning (HD map navigation)
  2. Behavioral layer (lane change, merge, overtake)
  3. Local trajectory generation
  4. Collision checking and safety validation
  5. Trajectory smoothing
  6. Interface with control layer

Autonomous parking implementation

  1. Detect parking space
  2. Plan Hybrid A* path
  3. Check kinematic feasibility
  4. Generate velocity profile
  5. Execute with error recovery

Guidelines

  • Ensure kinematic feasibility (turning radius, acceleration limits)
  • Maintain safety margins (1.5x minimum distance)
  • Optimize for passenger comfort (jerk < 2 m/s³)
  • Handle dynamic obstacles with replanning
  • Consider regulatory constraints (speed limits, traffic rules)

Example Tasks

  • Implement lattice planner for highway lane change
  • Design MPC-based trajectory tracker
  • Create parking path planner using Hybrid A*
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. 6d ago First seen · 66 lines · 14 tokens per session scan A 9adfc55ff841

Subscribe to this mod's changes

planning-engineer is an agent published in the GitHub repository birol91/quorum-agents (0 stars, last pushed 1mo ago), licensed MIT. It adds 14 tokens to every session and 360 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 2026-09-03.

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