Fold remaining isKilo logic branches into descriptor-driven reads: finishPermissionWriter (uninstall cleanup), skipSharedHooksInstall (hooks copy), and a skills converter-name registry (the artifactLayout.converter field is now load-bearing, not decorative). frontmatterDialect stays the documented dispatch key for frontmatter (no descriptor field for it). Dead isKilo destructure bindings removed. Byte-identical golden parity for all 16 runtimes (opencode, which shares kilo's combined-family path, verified clean). UPGRADE 1 (hook bus): install .kilo/plugins/gsd-core.js native plugin + extensionEvents:"kilo" + EXTENSION_EVENT_SURFACES.kilo (OpenCode-fork bus). UPGRADE 2 (active model): populate runtimeTierDefaults.kilo + thread modelOverride through convertClaudeToKiloFrontmatter — model no longer stripped from agents. UPGRADE 3 (MCP): document the gsd-core MCP companion under kilo's mcp config key. UPGRADE 4 (named dispatch): agents/*.md mode:subagent roster is the Task-tool dispatch surface (tested); subagentToolkit stays 'undocumented' per AC so dispatch degrades to 'degraded' by design. Model-catalog single-source edit ripples the shared model-catalog.json hash into all 16 golden fixtures (expected). Inline defect fixes (no-defer): stale- bake-guard resolveAgentDir 'agent'->'agents' (was a silent no-op for opencode/ codex), hardcoded 'Removed OpenCode plugin' uninstall log -> generic, and the connect-gsd-mcp-server.md OpenCode mcpServers->mcp doc error. Tests: kilo-imperative-reference (adapter/axes/fail-closed/degradation/ hostBehaviors + widened isKilo source-grep across 4 modules) + kilo-upgrades (plugin parity+load, model-override converter, agents dispatch surface, MCP doc). Matrix + how-to + config docs updated; changeset added. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
GSD Core
Git. Ship. Done.
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A light-weight meta-prompting, context engineering, and spec-driven development system for Claude Code, OpenCode, Antigravity CLI, Kimi CLI, Kilo, Codex, Copilot, Cursor, Windsurf, and more.
What is GSD Core
GSD Core is a context-engineering and spec-driven development framework that drives AI coding agents (Claude Code, Codex, Antigravity CLI, Kimi CLI, Copilot, Cursor, and more) through a disciplined phase loop. It solves context rot — the quality degradation that accumulates as an AI fills its context window — by running all heavy research, planning, and execution work in fresh-context subagents while keeping your main session lean.
How it works
Each milestone repeats the same five-step loop, one phase at a time:
- Discuss — capture implementation decisions before anything is planned
- Plan — research, decompose, and verify the plan fits a fresh context window
- Execute — run plans in parallel waves; each executor starts with a clean 200k-token context
- Verify — walk through what was built; diagnose and fix before declaring done
- Ship — create the PR, archive the phase, repeat for the next one
Quickstart
npx @opengsd/gsd-core@latest
The installer prompts for your runtime (Claude Code, OpenCode, Antigravity CLI, Kimi CLI, Kilo, Codex, Copilot, Cursor, Windsurf, and more) and whether to install globally or locally. The installer is required for cross-runtime compatibility — do not copy files from agents/ or commands/ directly.
On another runtime or without Node.js? See Install on your runtime.
Once installed, start a new project or onboard an existing repo:
/gsd-new-project # greenfield project
/gsd-onboard # existing codebase
New here? Follow Your first project for a guided walkthrough from install to first shipped phase, or Onboarding an existing codebase for brownfield setup.
Documentation
Tutorials — learning by doing:
How-to guides — task-focused recipes:
Reference — authoritative facts:
Explanation — concepts and design decisions:
Full index: docs/README.md. Other languages: 日本語 · 한국어 · Português · 简体中文.
Why it works
Most AI-coding setups fail at scale because context bloat silently degrades output quality, there is no shared memory between sessions, and nothing verifies that code actually works. GSD Core solves all three: heavy work runs in fresh subagents, structured artifacts like STATE.md and CONTEXT.md survive session boundaries, and the verify step walks through what was built and generates fix plans before a phase is declared done. See docs/explanation/context-engineering.md for the full reasoning.
Troubleshooting? See docs/how-to/recover-and-troubleshoot.md.
Community
| Project | Platform |
|---|---|
| gsd-opencode | Original OpenCode port |
| Discord | Community support |
Star History
License
MIT License. See LICENSE for details.
Claude Code is powerful. GSD Core makes it reliable.