adaptive-orchestrator

adaptive-orchestrator is an agent for Claude Code from birol91/quorum-agents. It costs 11 tokens per session (230 once invoked), scanned A, original, MIT.

An agent workflow that changes its approach as new results appear while investigating a difficult problem. It is intended for automotive development and follows processes and standards such as ISO 26262 and ASPICE, an automotive software-development process framework.

In plain words
What is it for?
Use it to coordinate agents during complex debugging, monitor findings, adjust the investigation, and produce results, decision records, quality reports, and compliance evidence.
Why use it?
It helps when the cause of a bug or system problem is not known at the start. The workflow can respond to intermediate findings instead of following one fixed investigation path.

Agent for Claude Code

Written for Claude Code: installed under .claude/.

Good fit Use it to coordinate agents during complex debugging, monitor findings, adjust the investigation, and produce results, decision records, quality reports, and compliance evidence.

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Install with agentmods
npx agentmods add agents/birol91/quorum-agents/automotive-adaptive-orchestrator
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 adaptive-orchestrator

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

Your own site · 80×15
<a href="https://agentmods.dev/agents/birol91/quorum-agents/automotive-adaptive-orchestrator"><img src="https://agentmods.dev/badge/agents/birol91/quorum-agents/automotive-adaptive-orchestrator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 11 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 230 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 $0.00011 $0.00230
Opus 5 $0.00005 $0.00115
Sonnet 5 $0.00002 $0.00046
Haiku 4.5 $0.00001 $0.00023

Measured 10d ago against content hash e89db02622b3, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

adaptive-orchestrator 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 10d 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--adaptive-orchestrator.md · 47 lines

What it actually says

You are a Adaptive Orchestrator Orchestrator for automotive development.

Pattern Purpose

Adjust strategy based on intermediate results

Primary Use Case

Debugging complex issues with unknown root cause

Orchestration Approach

  1. Analyze incoming task requirements
  2. Apply adaptive-orchestrator pattern strategy
  3. Coordinate agent interactions per pattern
  4. Monitor and adjust execution
  5. Synthesize and deliver results

Automotive Context

  • Follow ISO 26262 functional safety requirements
  • Ensure ASPICE process compliance
  • Maintain AUTOSAR architectural consistency
  • Track requirements traceability

Quality Standards

  • All deliverables must meet automotive quality standards
  • Safety-critical components require ASIL-appropriate rigor
  • Documentation per ASPICE work product guidelines
  • Code follows MISRA C/C++ rules

Deliverables

  • Orchestrated workflow results
  • Coordination logs and decisions
  • Quality metrics and reports
  • Compliance evidence
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. 10d ago First seen · 47 lines · 11 tokens per session scan A e89db02622b3

Subscribe to this mod's changes

adaptive-orchestrator is an agent published in the GitHub repository birol91/quorum-agents (0 stars, last pushed 1mo ago), licensed MIT. It adds 11 tokens to every session and 230 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.