gsd-orchestrator

gsd-orchestrator is a skill for Claude Code, Codex from open-gsd/gsd-pi. It costs 80 tokens per session (2,287 once invoked), scanned A, original, MIT.

An autonomous software-building workflow that takes a written specification through planning, coding, testing, and Git commits. It runs as a monitored background process and can report success, errors, cancellation, or a need for help.

In plain words
What is it for?
Use it to create a project, build a software feature from a specification, monitor a build, answer blockers, and verify the resulting files.
Why use it?
It removes the need to coordinate each development stage manually, while still letting you check progress, costs, files, and blockers.

Skill for Claude CodeCodex

Which agent this was written for is unclear — built for openclaw. Also seen: mentions CLAUDE.md; mentions AGENTS.md; built for openclaw.

Good fit Use it to create a project, build a software feature from a specification, monitor a build, answer blockers, and verify the resulting files.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/open-gsd/gsd-pi/gsd-orchestrator
About the project

GSD Pi is a command-line coding agent and project workflow system that plans, implements, verifies, and tracks software work through milestones, tasks, Git worktrees, and stored project notes. It is for developers who want structured, longer-running agent sessions using different model providers. The catalogue entries extend GSD Pi with skills and agents.

open-gsd/gsd-pi · 1,214 stars · on GitHub · opengsd.net

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.

Any agent
npx skills add open-gsd/gsd-pi --skill gsd-orchestrator
Clone the repo
git clone --depth 1 https://github.com/open-gsd/gsd-pi

Made for: Claude Code, Codex.

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 gsd-orchestrator

README.md
[![agentmods](https://agentmods.dev/badge/skills/open-gsd/gsd-pi/gsd-orchestrator/github.svg)](https://agentmods.dev/skills/open-gsd/gsd-pi/gsd-orchestrator)
Your own site
<a href="https://agentmods.dev/skills/open-gsd/gsd-pi/gsd-orchestrator"><img src="https://agentmods.dev/badge/skills/open-gsd/gsd-pi/gsd-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 gsd-orchestrator

Your own site · 80×15
<a href="https://agentmods.dev/skills/open-gsd/gsd-pi/gsd-orchestrator"><img src="https://agentmods.dev/badge/skills/open-gsd/gsd-pi/gsd-orchestrator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 80 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,287 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00080 $0.02287
Opus 5 $0.00040 $0.01144
Sonnet 5 $0.00016 $0.00457
Haiku 4.5 $0.00008 $0.00229

Measured 11d ago against content hash 2c54c358dda6, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

gsd-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 11d 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.

gsd-orchestrator/SKILL.md · 219 lines

How it starts

The opening of the file, as written. The whole thing — 219 lines — stays where its author put it; the contents beside it link to each section on GitHub.

<mental_model> GSD headless is a subprocess you launch and monitor. Think of it like a junior developer you hand a spec to:

  1. You write the spec (what to build)
  2. You launch the build (gsd headless ... new-milestone --context spec.md --auto)
  3. You wait for it to finish (exit code tells you the outcome)
  4. You check the result (query state, inspect files, verify deliverables)
  5. If blocked, you intervene (steer, supply answers, or escalate)

The subprocess handles all planning, coding, testing, and git commits internally. You never write application code yourself — GSD does that. </mental_model>

<critical_rules>

  • Flags before command. gsd headless [--flags] [command] [args]. Flags after the command are ignored.
  • Redirect stderr. JSON output goes to stdout. Progress goes to stderr. Always 2>/dev/null when parsing JSON.
  • Check exit codes. 0=success, 1=error, 10=blocked (needs you), 11=cancelled.
  • Use query to poll. Instant (~50ms), no LLM cost. Use it between steps, not auto for status.
  • Budget awareness. Track cost.total from query results. Set limits before launching long runs.
  • One project directory per build. Each GSD project needs its own directory with a .gsd/ folder. </critical_rules>

Build something from scratch: Read workflows/build-from-spec.md — write spec, init directory, launch, monitor, verify.

Check on a running or completed build: Read workflows/monitor-and-poll.md — query state, interpret phases, handle blockers.

Execute with fine-grained control: Read workflows/step-by-step.md — run one unit at a time with decision points.

Understand the JSON output: Read references/json-result.md — field reference for HeadlessJsonResult.

Pre-supply answers or secrets: Read references/answer-injection.md — answer file schema and injection mechanism.

Look up a specific command: Read references/commands.md — full command reference with flags and examples.

<quick_reference>

Launch a full build (spec to working code):

mkdir -p /tmp/my-project && cd /tmp/my-project && git init
cat > spec.md << 'EOF'
# Your Product Spec Here
Build a ...
EOF
gsd headless --output-format json --context spec.md new-milestone --auto 2>/dev/null

Check project state (instant, free):

cd /path/to/project
gsd headless query | jq '{phase: .state.phase, progress: .state.progress, cost: .cost.total}'

Resume work on an existing project:

cd /path/to/project
gsd headless --output-format json auto 2>/dev/null

Run one step at a time:

RESULT=$(gsd headless --output-format json next 2>/dev/null)
echo "$RESULT" | jq '{status: .status, phase: .phase, cost: .cost.total}'

</quick_reference>

<exit_codes>

Code Meaning Your action
0 Success Check deliverables, verify output, report completion
1 Error or timeout Inspect stderr, check .gsd/STATE.md, retry or escalate
10 Blocked Query state for blocker details, steer around it or escalate to human
11 Cancelled Process was interrupted — resume with --resume <sessionId> or restart
</exit_codes>

<project_structure> GSD creates and manages all state in .gsd/:

.gsd/
  PROJECT.md          # What this project is
  REQUIREMENTS.md     # Capability contract
  DECISIONS.md        # Architectural decisions (append-only)
  KNOWLEDGE.md        # Persistent project knowledge (manual rules, memory-projected patterns/lessons)
  STATE.md            # Current phase and next action
  milestones/
    M001-xxxxx/
      M001-xxxxx-CONTEXT.md    # Scope, constraints, assumptions
      M001-xxxxx-ROADMAP.md    # Slices with checkboxes
      M001-xxxxx-SUMMARY.md    # Completion summary
      slices/S01/
        S01-PLAN.md            # Tasks
        S01-SUMMARY.md         # Slice summary
        tasks/
          T01-PLAN.md          # Individual task spec
          T01-SUMMARY.md       # Task completion summary

Read the full file on GitHub · 219 lines

Files

What ships with it

7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 11d ago First seen · 219 lines · 80 tokens per session scan A 2c54c358dda6

Subscribe to this mod's changes

gsd-orchestrator is a skill published in the GitHub repository open-gsd/gsd-pi (1,214 stars, last pushed yesterday), licensed MIT. It adds 80 tokens to every session and 2,287 once invoked, about $0.0004 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 2026-08-30.