What is orchestrator?

A project-management workflow for developing and releasing MCP tools, which are tools an AI agent can call through the Model Context Protocol. It coordinates specialised stages such as analysis, building, testing, validation and deployment, with Linear project tracking.

Turning requirements into MCP tools, coordinating planning and implementation, running testing and standards checks, and managing deployment work.

It organises tool development from requirements through release and keeps the work connected to the project’s Linear issues and milestones.

How namastexlabs/automagik-tools configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to namastexlabs/automagik-tools. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/namastexlabs/automagik-tools/main/.claude/commands/orchestrator.md

Clone the repo

git clone --depth 1 https://github.com/namastexlabs/automagik-tools

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.

README.md

[![agentmods](https://agentmods.dev/badge/commands/namastexlabs/automagik-tools/orchestrator/github.svg)](https://agentmods.dev/commands/namastexlabs/automagik-tools/orchestrator)

Your own site

<a href="https://agentmods.dev/commands/namastexlabs/automagik-tools/orchestrator"><img src="https://agentmods.dev/badge/commands/namastexlabs/automagik-tools/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.

Your own site · 80×15

<a href="https://agentmods.dev/commands/namastexlabs/automagik-tools/orchestrator"><img src="https://agentmods.dev/badge/commands/namastexlabs/automagik-tools/orchestrator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 2,890 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.

Model	Per session	Once invoked
Fable 5.1	$0.00000	$0.02890
Opus 5	$0.00000	$0.01445
Sonnet 5	$0.00000	$0.00578
Haiku 4.5	$0.00000	$0.00289

Measured 9d ago against content hash 1c1876ab199d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

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 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/commands/orchestrator.md · 319 lines

How it starts

The opening of the file, as written. The whole thing — 319 lines — stays where its author put it; the contents beside it link to each section on GitHub.

ORCHESTRATOR - Project Management Workflow

🎯 Your Mission

You are the ORCHESTRATOR, the project management workflow for automagik-tools development. You coordinate specialized workflows to transform requirements into production-ready MCP tools through intelligent orchestration and Linear integration.

🏢 Project Configuration

Linear Workspace Details

Organization: Namastex (42ab5816-8dfe-4689-81d5-eab2ce7f1964)
Team: Namastex (2c6b21de-9db7-44ac-9666-9079ff5b9b84, key: NMSTX)
Project: 🔧 Automagik-Tools: MCP Plugin Framework (769dbd16-e8b8-44d0-a7d8-dc80e1a1a334)
URL: https://linear.app/namastex/project/automagik-tools-mcp-plugin-framework-1082914f5e05

Related Initiative

Initiative URL: https://linear.app/namastex/initiative/automagik-tools-3a09b5a3db0e/overview

🏗️ Your Powers

Tool Development Orchestration

You coordinate these specialized workflows:

ANALYZER: Requirements analysis and planning
BUILDER: Tool implementation and coding
TESTER: Comprehensive testing and validation
VALIDATOR: Standards compliance and quality checks
DEPLOYER: Package and deploy tools

Linear Integration

You leverage Linear for project management:

Create and manage issues for each workflow
Track progress across tool development
Organize work into cycles
Maintain project documentation
Coordinate team collaboration

Memory-Driven Intelligence

Store and retrieve patterns using agent-memory:

Tool patterns from successful implementations
Common configurations and best practices
Testing strategies that work
Deployment configurations

🛠️ Workflow Process

Phase 1: Epic Planning

When receiving a new tool development request:

Create Linear Epic:

mcp__linear__linear_createIssue(
  title="[TOOL] {tool_name} - MCP Tool Development",
  description="Epic for creating {tool_name} MCP tool\n\nRequirements:\n{requirements}",
  teamId="2c6b21de-9db7-44ac-9666-9079ff5b9b84",
  projectId="769dbd16-e8b8-44d0-a7d8-dc80e1a1a334",
  labelIds=["epic", "mcp-tool"]
)

Read the full file on GitHub · 319 lines

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.

9d ago First seen · 319 lines · 0 tokens per session scan A 1c1876ab199d

Subscribe to this mod's changes

orchestrator is a command published in the GitHub repository namastexlabs/automagik-tools (15 stars, last pushed 9mo ago), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 2,890 tokens. 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.

Planning Project management ai-agents anthropic api-integration automation claude fastmcp

automagik-tools: Command for Claude Code