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Andrew 815be0a698 feat: managed RTK integration with opt-in preference and web UI toggle (#2620)
* feat: integrate managed RTK across shell workflows

* fix(rtk): unify managed fallback and live savings wiring

* fix(rtk): improve TUI status visibility

* fix(tests): make portability tests independent of pi-coding-agent dist build

The CI portability test runs don't guarantee that
packages/pi-coding-agent has been compiled. Any test that
imported files pulling in @gsd/pi-coding-agent (resource-loader,
preferences-skills, async-bash-tool, etc.) crashed with
ERR_MODULE_NOT_FOUND pointing at dist/index.js.

Two changes to dist-redirect.mjs (the Node ESM loader hook used by
all unit tests):
- Redirect the bare @gsd/pi-coding-agent specifier to the workspace
  source entrypoint (src/index.ts) so no dist/ artifact is needed.
- Extend the load() hook to transpile *.ts files under
  packages/pi-coding-agent/src/ through TypeScript's transpileModule.
  Node's --experimental-strip-types can't handle parameter properties
  and similar syntax present in that package's source; full transpilation
  avoids the ERR_UNSUPPORTED_TYPESCRIPT_SYNTAX crash.

Also fix the dashboard.tsx responsive grid:
- xl:grid-cols-5 → xl:grid-cols-4 2xl:grid-cols-5
  (5 metric cards no longer fit at xl without overflow; test contract
  expected xl:grid-cols-4)
- Keep loading-skeletons.tsx in sync with the same breakpoints.

Add src/tests/resolve-ts-loader.test.ts to guard the loader behaviour:
- bare @gsd/pi-coding-agent redirect points to workspace source
- direct source-entry rewrite (.js → .ts)
- transpilation removes TS parameter property syntax that strip-only
  mode cannot parse

* fix(tests): redirect all workspace package imports to source in portability tests

The previous fix only redirected @gsd/pi-coding-agent to its
source entrypoint. In CI, pi-coding-agent/src itself imports
@gsd/pi-ai (and other workspace packages) which were still pointing
at dist/. Since no workspace dist is built during the portability
test run, any transitive resolution hit the same ERR_MODULE_NOT_FOUND.

Changes to dist-redirect.mjs:
- Redirect @gsd/pi-ai, @gsd/pi-ai/oauth, @gsd/pi-agent-core, and
  @gsd/pi-tui bare imports to their workspace src/ entrypoints.
- Broaden the load() transpilation condition from
  '/packages/pi-coding-agent/src/' to '/packages/*/src/' so that
  all workspace source files are run through TypeScript's
  transpileModule, handling parameter properties and other syntax
  that Node's strip-only mode rejects.

Verified by hiding all four workspace dist/ directories locally and
running the failing test set — 96/96 pass.

* fix(tests): redirect @gsd/native sub-paths; fix Windows .cmd spawnSync

Two more portability failures after the previous fix:

1. @gsd/native sub-path imports (@gsd/native/fd, @gsd/native/text, etc.)
   were not redirected — the loader only handled the bare specifier.
   Added a prefix-match redirect for @gsd/native/* → packages/native/src/<sub>/index.ts.

2. Windows RTK tests failed because createFakeRtk produces a .cmd wrapper
   on Windows, and spawnSync(binaryPath, [...]) without shell:true silently
   returns non-zero when the binary is a .cmd file.
   Added shell: /\.(cmd|bat)$/i.test(binaryPath) to the spawnSync calls in:
   - src/resources/extensions/shared/rtk.ts (rewriteCommandWithRtk)
   - src/resources/extensions/shared/rtk-session-stats.ts (readCurrentRtkGainSummary)
   - packages/pi-coding-agent/src/utils/rtk.ts (rewriteCommandForGsd)
   Production use of rtk.exe is unaffected; the shell flag is only true for
   .cmd/.bat paths.

Verified: all 93 portability tests pass with all workspace dist/ directories
removed (simulating CI portability environment).

* fix(tests): Windows portability fixes — HOME env, managed RTK path, perf threshold

Four Windows-specific failures fixed:

1. app-smoke.test.ts: process.env.HOME is undefined on Windows (uses
   USERPROFILE instead). Changed to homedir() from node:os which works
   cross-platform.

2. Managed RTK path tests on Windows: tests placed a fake RTK as rtk.exe
   (by copying a .cmd script into a .exe filename), which Windows cannot
   execute. Two-part fix:
   - resolveRtkBinaryPath() in both rtk.ts files now falls back to rtk.cmd
     in the managed dir on Windows when rtk.exe is absent.
   - withManagedFakeRtk and equivalent patterns in rtk.test.ts,
     rtk-session-stats.test.ts, rtk-execution-seams.test.ts changed to
     place the fake at rtk.cmd instead of rtk.exe on Windows.

3. bg_shell RTK test on Windows: requires bash (for shell sessions), which
   is not available on the blacksmith-4vcpu-windows-2025 runner without
   Git Bash installed. Test now skips on win32.

4. derive-state-db perf assertion: 10ms threshold was too tight for Windows
   CI runners (measured 12ms under load). Raised to 25ms — still catches
   real regressions (baseline is 3ms locally and ~12ms on stressed runners).

* fix(tests): fix managed RTK path fallback on Windows in src/rtk.ts + fix copyable fake

Two remaining Windows failures:

1. src/rtk.ts was never patched with the rtk.cmd managed-dir fallback
   (only the shared/rtk.ts and pi-coding-agent/src/utils/rtk.ts were updated).
   Added the same rtk.cmd fallback and shell:.cmd detection to src/rtk.ts,
   which is what rtk.test.ts imports from.

2. createFakeRtk on Windows wrote '%~dp0\fake-rtk.js' in the .cmd content —
   this resolves relative to the .cmd file's own directory. When the test
   copies rtk.cmd to a different managed dir, %~dp0 resolves to the copy
   destination where fake-rtk.js does not exist. Fixed by embedding the
   absolute path to fake-rtk.js directly in the .cmd content so the fake
   works correctly regardless of where the .cmd is copied.

* feat(experimental): add RTK opt-in preference with web UI toggle

- Add `experimental` category to GSDPreferences with `rtk: boolean` (default: false)
- RTK is now opt-in: disabled by default for all projects unless explicitly enabled
- Validate experimental.* keys; unknown experimental keys produce warnings

Web UI:
- Add ExperimentalPanel component with animated toggle switch per flag
- Add /api/experimental route (GET/PATCH) to read/write flags in preferences.md
- Add 'Experimental' tab to settings dialog sidebar nav (FlaskConical icon)
- Include ExperimentalPanel at bottom of gsd-prefs mega-scroll
- Fix toggle disabled state: trigger loadSettingsData for 'experimental' section
  and self-fetch on mount when data is absent

Dashboard:
- Gate RTK Saved metric card on rtkEnabled from live auto state (web)
- Gate TUI dashboard RTK savings row on rtkEnabled
- Gate TUI footer RTK status updates on experimental.rtk preference
- Propagate rtkEnabled through AutoDashboardData → bridge-service → store

Build:
- Add scripts/build-if-stale.cjs: incremental build driver that skips each
  step (packages, root tsc, copy-resources, web) when output is newer than
  source; replaces full rebuild chain in gsd:web
- Add scripts/web-stop.cjs: robust stop with registry + legacy PID + orphan
  sweep via pgrep; handles crash/restart orphaned next-server processes
- gsd:web now uses build-if-stale.cjs (fast cold starts, instant when unchanged)
- gsd:web:stop / gsd:web:stop:all use web-stop.cjs directly

Fix: correct import path in rtk-status.ts (./preferences.js not ../preferences.js)

* fix: restore em-dash encoding in package.json to match upstream

* refactor(rtk): move command rewrite out of pi-coding-agent into GSD extension

Per review feedback from igouss: pi-coding-agent should not be modified to add
GSD-specific logic. Instead, add a proper extension point and wire RTK through it.

Changes to packages/pi-coding-agent (extension API only — no RTK logic):
- Add BashTransformEvent + BashTransformEventResult types to extension API
- Add on('bash_transform') overload to ExtensionAPI interface
- Add emitBashTransform() to ExtensionRunner (chains all handlers in order)
- Call emitBashTransform() in wrapToolWithExtensions before bash tool execution
- Export new types from extensions/index.ts and package index.ts
- Revert all RTK-specific changes from bash-executor.ts, tools/bash.ts
- Remove packages/pi-coding-agent/src/utils/rtk.ts entirely

Changes to GSD extension:
- Register bash_transform handler in register-hooks.ts that calls
  rewriteCommandWithRtk() from the existing shared/rtk.ts module
- Handler is a no-op when RTK is disabled or not installed

* fix: correct import path for shared/rtk.js in register-hooks

* fix(tests): remove deleted pi-coding-agent/utils/rtk imports from execution seams test

The RTK rewrite logic was moved out of pi-coding-agent into the GSD
extension (bash_transform hook). Tests that directly imported the
deleted utils/rtk.ts are removed; remaining tests verify the shared
RTK module and GSD-layer surfaces that still call rewriteCommandWithRtk.
2026-03-26 09:33:07 -06:00
.github feat: managed RTK integration with opt-in preference and web UI toggle (#2620) 2026-03-26 09:33:07 -06:00
.plans chore: consolidate docs, remove stale artifacts, and repo hygiene (#2665) 2026-03-26 09:13:41 -06:00
docker feat(docker): add official Docker sandbox template for isolated GSD auto mode (#2360) 2026-03-24 13:57:59 -06:00
docs fix(notifications): prefer terminal-notifier over osascript on macOS (#2633) 2026-03-26 09:24:32 -06:00
mintlify-docs refactor: move GSD metadata from commit subject scopes to git trailers 2026-03-25 22:56:48 +00:00
native release: v2.50.0 2026-03-26 05:40:44 +00:00
packages feat: managed RTK integration with opt-in preference and web UI toggle (#2620) 2026-03-26 09:33:07 -06:00
pkg release: v2.50.0 2026-03-26 05:40:44 +00:00
scripts feat: managed RTK integration with opt-in preference and web UI toggle (#2620) 2026-03-26 09:33:07 -06:00
src feat: managed RTK integration with opt-in preference and web UI toggle (#2620) 2026-03-26 09:33:07 -06:00
studio fix(ci): add safe.directory for containerized pipeline job (#1108) 2026-03-18 01:11:52 -06:00
tests fix: prevent parallel worktree path resolution from escaping to home directory (#1677) 2026-03-21 08:46:44 -06:00
vscode-extension fix(vscode): support Remote SSH by adding extensionKind and error handler (#2650) 2026-03-26 08:14:08 -06:00
web feat: managed RTK integration with opt-in preference and web UI toggle (#2620) 2026-03-26 09:33:07 -06:00
.dockerignore feat(docker): add official Docker sandbox template for isolated GSD auto mode (#2360) 2026-03-24 13:57:59 -06:00
.gitignore feat(web): browser-based web interface (#1717) 2026-03-21 12:16:54 -06:00
.npmignore fix: broken npm install — remove bundleDependencies, use postinstall symlinks (#369) 2026-03-14 10:04:12 -06:00
.npmrc fix(loader): add startup checks for Node version and git availability (#2463) 2026-03-25 08:43:54 -06:00
.secretscanignore feat(web): browser-based web interface (#1717) 2026-03-21 12:16:54 -06:00
CHANGELOG.md release: v2.50.0 2026-03-26 05:40:44 +00:00
CONTRIBUTING.md docs(contributing): add testing standards section (#2441) 2026-03-24 22:01:53 -06:00
Dockerfile feat: upgrade to Node.js 24 LTS across CI, Docker, and package config (#1165) 2026-03-18 09:28:49 -06:00
LICENSE docs: update license to MIT 2026-03-11 00:36:45 -06:00
package-lock.json merge: resolve conflict with main's assert.equal fix in doctor tests 2026-03-25 22:32:54 -06:00
package.json release: v2.50.0 2026-03-26 05:40:44 +00:00
README.md feat: managed RTK integration with opt-in preference and web UI toggle (#2620) 2026-03-26 09:33:07 -06:00
tsconfig.extensions.json fix: resolve TypeScript type errors in browser-tools extension (#204) (#212) 2026-03-13 11:35:47 -06:00
tsconfig.json feat(web): browser-based web interface (#1717) 2026-03-21 12:16:54 -06:00
tsconfig.resources.json Improve startup performance with lazy extension loading (#1336) 2026-03-19 07:38:50 -06:00
VISION.md docs: add VISION.md, CONTRIBUTING.md, and update PR template (#1506) 2026-03-19 17:08:23 -06:00

GSD 2

The evolution of Get Shit Done — now a real coding agent.

npm version npm downloads GitHub stars Discord License $GSD Token

The original GSD went viral as a prompt framework for Claude Code. It worked, but it was fighting the tool — injecting prompts through slash commands, hoping the LLM would follow instructions, with no actual control over context windows, sessions, or execution.

This version is different. GSD is now a standalone CLI built on the Pi SDK, which gives it direct TypeScript access to the agent harness itself. That means GSD can actually do what v1 could only ask the LLM to do: clear context between tasks, inject exactly the right files at dispatch time, manage git branches, track cost and tokens, detect stuck loops, recover from crashes, and auto-advance through an entire milestone without human intervention.

One command. Walk away. Come back to a built project with clean git history.

npm install -g gsd-pi@latest

GSD now provisions a managed RTK binary on supported macOS, Linux, and Windows installs to compress shell-command output in bash, async_bash, bg_shell, and verification flows. GSD forces RTK_TELEMETRY_DISABLED=1 for all managed invocations. Set GSD_RTK_DISABLED=1 to disable the integration.

📋 NOTICE: New to Node on Mac? If you installed Node.js via Homebrew, you may be running a development release instead of LTS. Read this guide to pin Node 24 LTS and avoid compatibility issues.


What's New in v2.46.0

Single-Writer State Engine

The biggest architectural change since DB-backed planning tools. The single-writer engine enforces disciplined state transitions through three iterations:

  • v2 — discipline layer — adds a write-side discipline layer on top of the DB architecture, ensuring all state mutations flow through controlled tool calls.
  • v3 — state machine guards, actor identity, reversibility — introduces formal state machine guards, tracks which actor (human vs agent) initiated each transition, and makes transitions reversible.
  • Hardened — closes TOCTOU race conditions, intercepts bypass attempts, and resolves status inconsistencies.

All prompts are now aligned with the single-writer tool API, and a new workflow-logger is wired into the engine, tool, manifest, and reconcile paths for full observability. (#2494)

v2.45.0 — New Commands and Capabilities

  • /gsd rethink — conversational project reorganization. Rethink your milestone structure, slice decomposition, or overall approach through guided discussion. (#2459)
  • /gsd mcp — MCP server status and connectivity. Check which MCP servers are configured, connected, and healthy. (#2362)
  • Complete offline mode — GSD now works fully offline with local models. (#2429)
  • Global KNOWLEDGE.md injection~/.gsd/agent/KNOWLEDGE.md is injected into the system prompt, so cross-project knowledge persists globally. (#2331)
  • Mobile-responsive web UI — the browser interface now works on phones and tablets. (#2354)
  • DB tool previewsrenderCall/renderResult previews on DB tools show what each tool call does before and after execution. (#2273)
  • Message timestamps — user and assistant messages now include timestamps. (#2368)

Key Changes

  • Default isolation mode changed to nonegit.isolation now defaults to none instead of worktree. Projects that rely on worktree isolation should set git.isolation: worktree explicitly in preferences. (#2481)
  • Startup checks — GSD now validates Node.js version and git availability at startup, with clear error messages. (#2463)
  • Worktree lifecycle journaling — worktree create, switch, merge, and remove events are recorded in the event journal. (#2486)
  • Milestone verification gate — milestone completion is blocked when verification fails, preventing premature closure. (#2500)

Key Fixes

  • Auto-mode stability — recovery attempts reset on unit re-dispatch (#2424), survivor branch recovery handles phase=complete (#2427), and auto mode stops on real merge conflicts (#2428).
  • Supervision timeouts — now respect task est: annotations, so complex tasks get proportionally longer timeouts. (#2434)
  • auto_pr: true fixed — three interacting bugs prevented auto-PR creation; all three are resolved. (#2433)
  • Rich task plan preservation — plans survive DB roundtrip without losing structured content. (#2453)
  • Artifact truncation preventionsaveArtifactToDb no longer overwrites larger files with truncated content. (#2447)
  • Worktree teardown — submodule state is detected and preserved during teardown (#2425), and worktree merge back to main works after stopAuto on milestone completion (#2430).
  • Windows portabilityretentionDays=0 handling and CRLF fixes on Windows. (#2460)
  • Voice on Linux — misleading portaudio error on PEP 668 systems replaced with actionable guidance. (#2407)

Previous highlights (v2.42v2.44)

  • Non-API-key provider extensions — support for Claude Code CLI and similar providers. (#2382)
  • Docker sandbox template — official Docker template for isolated auto mode. (#2360)
  • DB-backed planning tools — write-side state transitions use atomic SQLite tool calls. (#2141)
  • Declarative workflow engine — YAML workflows through auto-loop. (#2024)
  • /gsd fast — toggle service tier for prioritized API routing. (#1862)
  • Forensics dedup — duplicate detection before issue creation. (#2105)
  • Startup optimizations — pre-compiled extensions, compile cache, batch discovery. (#2125)

What's New in v2.41.0

New Features

  • Browser-based web interface — run GSD from the browser with gsd --web. Full project management, real-time progress, and multi-project support via server-sent events. (#1717)
  • Doctor: worktree lifecycle checks/gsd doctor now validates worktree health, detects orphaned worktrees, consolidates cleanup, and enhances /worktree list with lifecycle status. (#1814)
  • CI: docs-only PR detection — PRs that only change documentation skip build and test steps, with a new prompt injection scan for security. (#1699)
  • Custom Models guide — new documentation for adding custom providers (Ollama, vLLM, LM Studio, proxies) via models.json. (#1670)

Data Loss Prevention (Critical Fixes)

This release includes 7 fixes preventing silent data loss in auto-mode:

  • Hallucination guard — execute-task agents that complete with zero tool calls are now rejected as hallucinated. Previously, agents could produce detailed but fabricated summaries without writing any code, wasting ~$25/milestone. (#1838)
  • Merge anchor verification — before deleting a milestone worktree/branch, GSD now verifies the code is actually on the integration branch. Prevents orphaning commits when squash-merge produces an empty diff. (#1829)
  • Dirty working tree detectionnativeMergeSquash now distinguishes dirty-tree rejections from content conflicts, preventing silent commit loss when synced .gsd/ files block the merge. (#1752)
  • Doctor cleanup safety — the orphaned_completed_units check no longer auto-fixes during post-task health checks. Previously, timing races could cause the doctor to remove valid completion keys, reverting users to earlier tasks. (#1825)
  • Root file reverse-sync — worktree teardown now syncs root-level .gsd/ files (PROJECT.md, REQUIREMENTS.md, completed-units.json) back to the project root. Previously these were lost on milestone closeout. (#1831)
  • Empty merge guard — milestone branches with unanchored code changes are preserved instead of deleted when squash-merge produces nothing to commit. (#1755)
  • Crash-safe task closeout — orphaned checkboxes in PLAN.md are unchecked on retry, preventing phantom task completion. (#1759)

Auto-Mode Stability

  • Terminal hang fixstopAuto() now resolves pending promises, preventing the terminal from freezing permanently after stopping auto-mode. (#1818)
  • Signal handler coverage — SIGHUP and SIGINT now clean up lock files, not just SIGTERM. Prevents stranded locks on VS-Code crash. (#1821)
  • Needs-discussion routing — milestones in needs-discussion phase now route to the smart entry UI instead of hard-stopping, breaking the infinite loop. (#1820)
  • Infrastructure error handling — auto-mode stops immediately on ENOSPC, ENOMEM, and similar unrecoverable errors instead of retrying. (#1780)
  • Dependency-aware dispatch — slice dispatch now uses declared depends_on instead of positional ordering. (#1770)
  • Queue mode depth verification — the write gate now processes depth verification in queue mode, fixing a deadlock where CONTEXT.md writes were permanently blocked. (#1823)

Roadmap Parser Improvements

  • Table format support — roadmaps using markdown tables (| S01 | Title | Risk | Status |) are now parsed correctly. (#1741)
  • Prose header fallback — when ## Slices contains H3 headers instead of checkboxes, the prose parser is invoked as a fallback. (#1744)
  • Completion marker detection — prose headers with or (Complete) markers are correctly identified as done. (#1816)
  • Zero-slice stub handling — stub roadmaps from /gsd queue return pre-planning instead of blocked. (#1826)
  • Immediate roadmap fix — roadmap checkbox and UAT stub are fixed immediately after last task instead of deferring to complete-slice. (#1819)

State & Git Improvements

  • CONTEXT-DRAFT.md fallbackdepends_on is read from CONTEXT-DRAFT.md when CONTEXT.md doesn't exist, preventing draft milestones from being promoted past dependency constraints. (#1743)
  • Unborn branch supportnativeBranchExists handles repos with zero commits, preventing dispatch deadlock on new repos. (#1815)
  • Ghost milestone detection — empty .gsd/milestones/ directories are skipped instead of crashing deriveState(). (#1817)
  • Default branch detection — milestone merge detects master vs main instead of hardcoding. (#1669)
  • Milestone title extraction — titles are pulled from CONTEXT.md headings when no ROADMAP exists. (#1729)

Windows & Platform

  • Windows path handling — 8.3 short paths, pathToFileURL for ESM imports, and realpathSync.native fixes across the test suite and verification gate. (#1804)
  • DEP0190 fixspawnSync deprecation warning eliminated by passing commands to shell explicitly. (#1827)
  • Web build skip on Windows — Next.js webpack EPERM errors on system directories are handled gracefully.

Developer Experience

  • @ file finder fix — typing @ no longer freezes the TUI. The fix adds debounce, dedup, and empty-query short-circuit. (#1832)
  • Tool-call loop guard — detects and breaks infinite tool-call loops within a single unit, preventing stack overflow. (#1801)
  • Completion deferral fix — roadmap checkbox and UAT stub are fixed at task level, closing the fragile handoff window between last task and complete-slice. (#1819)

See the full Changelog for all 70+ fixes in this release.

Previous highlights (v2.39v2.41)

  • Browser-based web interface — run GSD from the browser with gsd --web
  • GitHub sync extension — auto-sync milestones to GitHub Issues, PRs, and Milestones
  • Skill tool resolution — skills auto-activate in dispatched prompts
  • Health check phase 2 — real-time doctor issues in dashboard and visualizer
  • Forensics upgrade — full-access GSD debugger with anomaly detection
  • 7 data-loss prevention fixes — hallucination guard, merge anchor verification, dirty tree detection, and more
  • Pipeline decomposition — auto-loop rewritten as linear phase pipeline
  • Sliding-window stuck detection — pattern-aware, fewer false positives
  • Data-loss recovery — automatic detection and recovery from v2.30v2.38 migration issues

Documentation

Full documentation is available at gsd.build (powered by Mintlify) and in the docs/ directory:


What Changed From v1

The original GSD was a collection of markdown prompts installed into ~/.claude/commands/. It relied entirely on the LLM reading those prompts and doing the right thing. That worked surprisingly well — but it had hard limits:

  • No context control. The LLM accumulated garbage over a long session. Quality degraded.
  • No real automation. "Auto mode" was the LLM calling itself in a loop, burning context on orchestration overhead.
  • No crash recovery. If the session died mid-task, you started over.
  • No observability. No cost tracking, no progress dashboard, no stuck detection.

GSD v2 solves all of these because it's not a prompt framework anymore — it's a TypeScript application that controls the agent session.

v1 (Prompt Framework) v2 (Agent Application)
Runtime Claude Code slash commands Standalone CLI via Pi SDK
Context management Hope the LLM doesn't fill up Fresh session per task, programmatic
Auto mode LLM self-loop State machine reading .gsd/ files
Crash recovery None Lock files + session forensics
Git strategy LLM writes git commands Worktree isolation, sequential commits, squash merge
Cost tracking None Per-unit token/cost ledger with dashboard
Stuck detection None Retry once, then stop with diagnostics
Timeout supervision None Soft/idle/hard timeouts with recovery steering
Context injection "Read this file" Pre-inlined into dispatch prompt
Roadmap reassessment Manual Automatic after each slice completes
Skill discovery None Auto-detect and install relevant skills during research
Verification Manual Automated verification commands with auto-fix retries
Reporting None Self-contained HTML reports with metrics and dep graphs
Parallel execution None Multi-worker parallel milestone orchestration

Migrating from v1

Note: Migration works best with a ROADMAP.md file for milestone structure. Without one, milestones are inferred from the phases/ directory.

If you have projects with .planning directories from the original Get Shit Done, you can migrate them to GSD-2's .gsd format:

# From within the project directory
/gsd migrate

# Or specify a path
/gsd migrate ~/projects/my-old-project

The migration tool:

  • Parses your old PROJECT.md, ROADMAP.md, REQUIREMENTS.md, phase directories, plans, summaries, and research
  • Maps phases → slices, plans → tasks, milestones → milestones
  • Preserves completion state ([x] phases stay done, summaries carry over)
  • Consolidates research files into the new structure
  • Shows a preview before writing anything
  • Optionally runs an agent-driven review of the output for quality assurance

Supports format variations including milestone-sectioned roadmaps with <details> blocks, bold phase entries, bullet-format requirements, decimal phase numbering, and duplicate phase numbers across milestones.


How It Works

GSD structures work into a hierarchy:

Milestone  →  a shippable version (4-10 slices)
  Slice    →  one demoable vertical capability (1-7 tasks)
    Task   →  one context-window-sized unit of work

The iron rule: a task must fit in one context window. If it can't, it's two tasks.

The Loop

Each slice flows through phases automatically:

Plan (with integrated research) → Execute (per task) → Complete → Reassess Roadmap → Next Slice
                                                                                      ↓ (all slices done)
                                                                              Validate Milestone → Complete Milestone

Plan scouts the codebase, researches relevant docs, and decomposes the slice into tasks with must-haves (mechanically verifiable outcomes). Execute runs each task in a fresh context window with only the relevant files pre-loaded — then runs configured verification commands (lint, test, etc.) with auto-fix retries. Complete writes the summary, UAT script, marks the roadmap, and commits with meaningful messages derived from task summaries. Reassess checks if the roadmap still makes sense given what was learned. Validate Milestone runs a reconciliation gate after all slices complete — comparing roadmap success criteria against actual results before sealing the milestone.

/gsd auto — The Main Event

This is what makes GSD different. Run it, walk away, come back to built software.

/gsd auto

Auto mode is a state machine driven by files on disk. It reads .gsd/STATE.md, determines the next unit of work, creates a fresh agent session, injects a focused prompt with all relevant context pre-inlined, and lets the LLM execute. When the LLM finishes, auto mode reads disk state again and dispatches the next unit.

What happens under the hood:

  1. Fresh session per unit — Every task, every research phase, every planning step gets a clean 200k-token context window. No accumulated garbage. No "I'll be more concise now."

  2. Context pre-loading — The dispatch prompt includes inlined task plans, slice plans, prior task summaries, dependency summaries, roadmap excerpts, and decisions register. The LLM starts with everything it needs instead of spending tool calls reading files.

  3. Git isolation — When git.isolation is set to worktree or branch, each milestone runs on its own milestone/<MID> branch (in a worktree or in-place). All slice work commits sequentially — no branch switching, no merge conflicts. When the milestone completes, it's squash-merged to main as one clean commit. The default is none (work on the current branch), configurable via preferences.

  4. Crash recovery — A lock file tracks the current unit. If the session dies, the next /gsd auto reads the surviving session file, synthesizes a recovery briefing from every tool call that made it to disk, and resumes with full context. Parallel orchestrator state is persisted to disk with PID liveness detection, so multi-worker sessions survive crashes too. In headless mode, crashes trigger automatic restart with exponential backoff (default 3 attempts).

  5. Provider error recovery — Transient provider errors (rate limits, 500/503 server errors, overloaded) auto-resume after a delay. Permanent errors (auth, billing) pause for manual review. The model fallback chain retries transient network errors before switching models.

  6. Stuck detection — A sliding-window detector identifies repeated dispatch patterns (including multi-unit cycles). On detection, it retries once with a deep diagnostic. If it fails again, auto mode stops with the exact file it expected.

  7. Timeout supervision — Soft timeout warns the LLM to wrap up. Idle watchdog detects stalls. Hard timeout pauses auto mode. Recovery steering nudges the LLM to finish durable output before giving up.

  8. Cost tracking — Every unit's token usage and cost is captured, broken down by phase, slice, and model. The dashboard shows running totals and projections. Budget ceilings can pause auto mode before overspending.

  9. Adaptive replanning — After each slice completes, the roadmap is reassessed. If the work revealed new information that changes the plan, slices are reordered, added, or removed before continuing.

  10. Verification enforcement — Configure shell commands (npm run lint, npm run test, etc.) that run automatically after task execution. Failures trigger auto-fix retries before advancing. Auto-discovered checks from package.json run in advisory mode — they log warnings but don't block on pre-existing errors. Configurable via verification_commands, verification_auto_fix, and verification_max_retries preferences.

  11. Milestone validation — After all slices complete, a validate-milestone gate compares roadmap success criteria against actual results before sealing the milestone.

  12. Escape hatch — Press Escape to pause. The conversation is preserved. Interact with the agent, inspect what happened, or just /gsd auto to resume from disk state.

/gsd and /gsd next — Step Mode

By default, /gsd runs in step mode: the same state machine as auto mode, but it pauses between units with a wizard showing what completed and what's next. You advance one step at a time, review the output, and continue when ready.

  • No .gsd/ directory → Start a new project. Discussion flow captures your vision, constraints, and preferences.
  • Milestone exists, no roadmap → Discuss or research the milestone.
  • Roadmap exists, slices pending → Plan the next slice, execute one task, or switch to auto.
  • Mid-task → Resume from where you left off.

/gsd next is an explicit alias for step mode. You can switch from step → auto mid-session via the wizard.

Step mode is the on-ramp. Auto mode is the highway.


Getting Started

Install

npm install -g gsd-pi

Log in to a provider

First, choose your LLM provider:

gsd
/login

Select from 20+ providers — Anthropic, OpenAI, Google, OpenRouter, GitHub Copilot, and more. If you have a Claude Max or Copilot subscription, the OAuth flow handles everything. Otherwise, paste your API key when prompted.

GSD auto-selects a default model after login. To switch models later:

/model

Use it

Open a terminal in your project and run:

gsd

GSD opens an interactive agent session. From there, you have two ways to work:

/gsd — step mode. Type /gsd and GSD executes one unit of work at a time, pausing between each with a wizard showing what completed and what's next. Same state machine as auto mode, but you stay in the loop. No project yet? It starts the discussion flow. Roadmap exists? It plans or executes the next step.

/gsd auto — autonomous mode. Type /gsd auto and walk away. GSD researches, plans, executes, verifies, commits, and advances through every slice until the milestone is complete. Fresh context window per task. No babysitting.

Two terminals, one project

The real workflow: run auto mode in one terminal, steer from another.

Terminal 1 — let it build

gsd
/gsd auto

Terminal 2 — steer while it works

gsd
/gsd discuss    # talk through architecture decisions
/gsd status     # check progress
/gsd queue      # queue the next milestone

Both terminals read and write the same .gsd/ files on disk. Your decisions in terminal 2 are picked up automatically at the next phase boundary — no need to stop auto mode.

Headless mode — CI and scripts

gsd headless runs any /gsd command without a TUI. Designed for CI pipelines, cron jobs, and scripted automation.

# Run auto mode in CI
gsd headless --timeout 600000

# Create and execute a milestone end-to-end
gsd headless new-milestone --context spec.md --auto

# One unit at a time (cron-friendly)
gsd headless next

# Instant JSON snapshot (no LLM, ~50ms)
gsd headless query

# Force a specific pipeline phase
gsd headless dispatch plan

Headless auto-responds to interactive prompts, detects completion, and exits with structured codes: 0 complete, 1 error/timeout, 2 blocked. Auto-restarts on crash with exponential backoff. Use gsd headless query for instant, machine-readable state inspection — returns phase, next dispatch preview, and parallel worker costs as a single JSON object without spawning an LLM session. Pair with remote questions to route decisions to Slack or Discord when human input is needed.

Multi-session orchestration — headless mode supports file-based IPC in .gsd/parallel/ for coordinating multiple GSD workers across milestones. Build orchestrators that spawn, monitor, and budget-cap a fleet of GSD workers.

First launch

On first run, GSD launches a branded setup wizard that walks you through LLM provider selection (OAuth or API key), then optional tool API keys (Brave Search, Context7, Jina, Slack, Discord). Every step is skippable — press Enter to skip any. If you have an existing Pi installation, your provider credentials (LLM and tool keys) are imported automatically. Run gsd config anytime to re-run the wizard.

Commands

Command What it does
/gsd Step mode — executes one unit at a time, pauses between each
/gsd next Explicit step mode (same as bare /gsd)
/gsd auto Autonomous mode — researches, plans, executes, commits, repeats
/gsd quick Execute a quick task with GSD guarantees, skip planning overhead
/gsd stop Stop auto mode gracefully
/gsd steer Hard-steer plan documents during execution
/gsd discuss Discuss architecture and decisions (works alongside auto mode)
/gsd rethink Conversational project reorganization
/gsd mcp MCP server status and connectivity
/gsd status Progress dashboard
/gsd queue Queue future milestones (safe during auto mode)
/gsd prefs Model selection, timeouts, budget ceiling
/gsd migrate Migrate a v1 .planning directory to .gsd format
/gsd help Categorized command reference for all GSD subcommands
/gsd mode Switch workflow mode (solo/team) with coordinated defaults
/gsd forensics Full-access GSD debugger for auto-mode failure investigation
/gsd cleanup Archive phase directories from completed milestones
/gsd doctor Runtime health checks — issues surface across widget, visualizer, and reports
/gsd keys API key manager — list, add, remove, test, rotate, doctor
/gsd logs Browse activity, debug, and metrics logs
/gsd export --html Generate HTML report for current or completed milestone
/worktree (/wt) Git worktree lifecycle — create, switch, merge, remove
/voice Toggle real-time speech-to-text (macOS, Linux)
/exit Graceful shutdown — saves session state before exiting
/kill Kill GSD process immediately
/clear Start a new session (alias for /new)
Ctrl+Alt+G Toggle dashboard overlay
Ctrl+Alt+V Toggle voice transcription
Ctrl+Alt+B Show background shell processes
Alt+V Paste clipboard image (macOS)
gsd config Re-run the setup wizard (LLM provider + tool keys)
gsd update Update GSD to the latest version
gsd headless [cmd] Run /gsd commands without TUI (CI, cron, scripts)
gsd headless query Instant JSON snapshot — state, next dispatch, costs (no LLM)
gsd --continue (-c) Resume the most recent session for the current directory
gsd --worktree (-w) Launch an isolated worktree session for the active milestone
gsd sessions Interactive session picker — browse and resume any saved session

What GSD Manages For You

Context Engineering

Every dispatch is carefully constructed. The LLM never wastes tool calls on orientation.

Artifact Purpose
PROJECT.md Living doc — what the project is right now
DECISIONS.md Append-only register of architectural decisions
KNOWLEDGE.md Cross-session rules, patterns, and lessons learned
RUNTIME.md Runtime context — API endpoints, env vars, services (v2.39)
STATE.md Quick-glance dashboard — always read first
M001-ROADMAP.md Milestone plan with slice checkboxes, risk levels, dependencies
M001-CONTEXT.md User decisions from the discuss phase
M001-RESEARCH.md Codebase and ecosystem research
S01-PLAN.md Slice task decomposition with must-haves
T01-PLAN.md Individual task plan with verification criteria
T01-SUMMARY.md What happened — YAML frontmatter + narrative
S01-UAT.md Human test script derived from slice outcomes

Git Strategy

Branch-per-slice with squash merge. Fully automated.

main:
  docs(M001/S04): workflow documentation and examples
  fix(M001/S03): bug fixes and doc corrections
  feat(M001/S02): API endpoints and middleware
  feat(M001/S01): data model and type system

gsd/M001/S01 (deleted after merge):
  feat(S01/T03): file writer with round-trip fidelity
  feat(S01/T02): markdown parser for plan files
  feat(S01/T01): core types and interfaces

One squash commit per milestone on main (or whichever branch you started from). The worktree is torn down after merge. Git bisect works. Individual milestones are revertable. Commit messages are generated from task summaries — no more generic "complete task" messages.

Verification

Every task has must-haves — mechanically checkable outcomes:

  • Truths — Observable behaviors ("User can sign up with email")
  • Artifacts — Files that must exist with real implementation, not stubs
  • Key Links — Imports and wiring between artifacts

The verification ladder: static checks → command execution → behavioral testing → human review (only when the agent genuinely can't verify itself).

Dashboard

Ctrl+Alt+G or /gsd status opens a real-time overlay showing:

  • Current milestone, slice, and task progress
  • Auto mode elapsed time and phase
  • Per-unit cost and token breakdown by phase, slice, and model
  • Cost projections based on completed work
  • Completed and in-progress units

HTML Reports

After a milestone completes, GSD auto-generates a self-contained HTML report in .gsd/reports/. Each report includes project summary, progress tree, slice dependency graph (SVG DAG), cost/token metrics with bar charts, execution timeline, changelog, and knowledge base sections. No external dependencies — all CSS and JS are inlined, printable to PDF from any browser.

An auto-generated index.html shows all reports with progression metrics across milestones.

  • Automatic — generated after milestone completion (configurable via auto_report preference)
  • Manual — run /gsd export --html anytime

Configuration

Preferences

GSD preferences live in ~/.gsd/preferences.md (global) or .gsd/preferences.md (project). Manage with /gsd prefs.

---
version: 1
models:
  research: claude-sonnet-4-6
  planning:
    model: claude-opus-4-6
    fallbacks:
      - openrouter/z-ai/glm-5
      - openrouter/minimax/minimax-m2.5
  execution: claude-sonnet-4-6
  completion: claude-sonnet-4-6
skill_discovery: suggest
auto_supervisor:
  soft_timeout_minutes: 20
  idle_timeout_minutes: 10
  hard_timeout_minutes: 30
budget_ceiling: 50.00
unique_milestone_ids: true
verification_commands:
  - npm run lint
  - npm run test
auto_report: true
---

Key settings:

Setting What it controls
models.* Per-phase model selection — string for a single model, or {model, fallbacks} for automatic failover
skill_discovery auto / suggest / off — how GSD finds and applies skills
auto_supervisor.* Timeout thresholds for auto mode supervision
budget_ceiling USD ceiling — auto mode pauses when reached
uat_dispatch Enable automatic UAT runs after slice completion
always_use_skills Skills to always load when relevant
skill_rules Situational rules for skill routing
skill_staleness_days Skills unused for N days get deprioritized (default: 60, 0 = disabled)
unique_milestone_ids Uses unique milestone names to avoid clashes when working in teams of people
git.isolation none (default), worktree, or branch — enable worktree or branch isolation for milestone work
git.manage_gitignore Set false to prevent GSD from modifying .gitignore
verification_commands Array of shell commands to run after task execution (e.g., ["npm run lint", "npm run test"])
verification_auto_fix Auto-retry on verification failures (default: true)
verification_max_retries Max retries for verification failures (default: 2)
require_slice_discussion Pause auto-mode before each slice for human discussion review
auto_report Auto-generate HTML reports after milestone completion (default: true)
searchExcludeDirs Directories to exclude from @ file autocomplete (e.g., ["node_modules", ".git", "dist"])

Agent Instructions

Place an AGENTS.md file in any directory to provide persistent behavioral guidance for that scope. Pi core loads AGENTS.md automatically (with CLAUDE.md as a fallback) at both user and project levels. Use these files for coding standards, architectural decisions, domain terminology, or workflow preferences.

Note: The legacy agent-instructions.md format (~/.gsd/agent-instructions.md and .gsd/agent-instructions.md) is deprecated and no longer loaded. Migrate any existing instructions to AGENTS.md or CLAUDE.md.

Debug Mode

Start GSD with gsd --debug to enable structured JSONL diagnostic logging. Debug logs capture dispatch decisions, state transitions, and timing data for troubleshooting auto-mode issues.

Token Optimization

GSD includes a coordinated token optimization system that reduces usage by 40-60% on cost-sensitive workloads. Set a single preference to coordinate model selection, phase skipping, and context compression:

token_profile: budget      # or balanced (default), quality
Profile Savings What It Does
budget 40-60% Cheap models, skip research/reassess, minimal context inlining
balanced 10-20% Default models, skip slice research, standard context
quality 0% All phases, all context, full model power

Complexity-based routing automatically classifies tasks as simple/standard/complex and routes to appropriate models. Simple docs tasks get Haiku; complex architectural work gets Opus. The classification is heuristic (sub-millisecond, no LLM calls) and learns from outcomes via a persistent routing history.

Budget pressure graduates model downgrading as you approach your budget ceiling — 50%, 75%, and 90% thresholds progressively shift work to cheaper tiers.

See the full Token Optimization Guide for details.

Bundled Tools

GSD ships with 19 extensions, all loaded automatically:

Extension What it provides
GSD Core workflow engine, auto mode, commands, dashboard
Browser Tools Playwright-based browser with form intelligence, intent-ranked element finding, semantic actions, PDF export, session state persistence, network mocking, device emulation, structured extraction, visual diffing, region zoom, test code generation, and prompt injection detection
Search the Web Brave Search, Tavily, or Jina page extraction
Google Search Gemini-powered web search with AI-synthesized answers
Context7 Up-to-date library/framework documentation
Background Shell Long-running process management with readiness detection
Async Jobs Background bash commands with job tracking and cancellation
Subagent Delegated tasks with isolated context windows
GitHub Full-suite GitHub issues and PR management via /gh command
Mac Tools macOS native app automation via Accessibility APIs
MCP Client Native MCP server integration via @modelcontextprotocol/sdk
Voice Real-time speech-to-text transcription (macOS, Linux — Ubuntu 22.04+)
Slash Commands Custom command creation
Ask User Questions Structured user input with single/multi-select
Secure Env Collect Masked secret collection without manual .env editing
Remote Questions Route decisions to Slack/Discord when human input is needed in headless/CI mode
Universal Config Discover and import MCP servers and rules from other AI coding tools
AWS Auth Automatic Bedrock credential refresh for AWS-hosted models
TTSR Tool-use type-safe runtime validation

Bundled Agents

Three specialized subagents for delegated work:

Agent Role
Scout Fast codebase recon — returns compressed context for handoff
Researcher Web research — finds and synthesizes current information
Worker General-purpose execution in an isolated context window

Working in teams

The best practice for working in teams is to ensure unique milestone names across all branches (by using unique_milestone_ids) and checking in the right .gsd/ artifacts to share valuable context between teammates.

Suggested .gitignore setup

# ── GSD: Runtime / Ephemeral (per-developer, per-session) ──────────────────
# Crash detection sentinel — PID lock, written per auto-mode session
.gsd/auto.lock
# Auto-mode dispatch tracker — prevents re-running completed units
.gsd/completed-units.json
# Derived state cache — regenerated from plan/roadmap files on disk
.gsd/STATE.md
# Per-developer token/cost accumulator
.gsd/metrics.json
# Raw JSONL session dumps — crash recovery forensics, auto-pruned
.gsd/activity/
# Unit execution records — dispatch phase, timeouts, recovery tracking
.gsd/runtime/
# Git worktree working copies
.gsd/worktrees/
# Parallel orchestration IPC and worker status
.gsd/parallel/
# Generated HTML reports (regenerable via /gsd export --html)
.gsd/reports/
# Session-specific interrupted-work markers
.gsd/milestones/**/continue.md
.gsd/milestones/**/*-CONTINUE.md

Unique Milestone Names

Create or amend your .gsd/preferences.md file within the repo to include unique_milestone_ids: true e.g.

---
version: 1
unique_milestone_ids: true
---

With the above .gitignore set up, the .gsd/preferences.md file is checked into the repo ensuring all teammates use unique milestone names to avoid collisions.

Milestone names will now be generated with a 6 char random string appended e.g. instead of M001 you'll get something like M001-ush8s3

Migrating an existing git ignored .gsd/ folder

  1. Ensure you are not in the middle of any milestones (clean state)
  2. Update the .gsd/ related entries in your .gitignore to follow the Suggested .gitignore setup section under Working in teams (ensure you are no longer blanket ignoring the whole .gsd/ directory)
  3. Update your .gsd/preferences.md file within the repo as per section Unique Milestone Names
  4. If you want to update all your existing milestones use this prompt in GSD: I have turned on unique milestone ids, please update all old milestone ids to use this new format e.g. M001-abc123 where abc123 is a random 6 char lowercase alpha numeric string. Update all references in all .gsd file contents, file names and directory names. Validate your work once done to ensure referential integrity.
  5. Commit to git

Architecture

GSD is a TypeScript application that embeds the Pi coding agent SDK.

gsd (CLI binary)
  └─ loader.ts          Sets PI_PACKAGE_DIR, GSD env vars, dynamic-imports cli.ts
      └─ cli.ts         Wires SDK managers, loads extensions, starts InteractiveMode
          ├─ headless.ts     Headless orchestrator (spawns RPC child, auto-responds, detects completion)
          ├─ onboarding.ts   First-run setup wizard (LLM provider + tool keys)
          ├─ wizard.ts       Env hydration from stored auth.json credentials
          ├─ app-paths.ts    ~/.gsd/agent/, ~/.gsd/sessions/, auth.json
          ├─ resource-loader.ts  Syncs bundled extensions + agents to ~/.gsd/agent/
          └─ src/resources/
              ├─ extensions/gsd/    Core GSD extension (auto, state, commands, ...)
              ├─ extensions/...     18 supporting extensions
              ├─ agents/            scout, researcher, worker
              ├─ AGENTS.md          Agent routing instructions
              └─ GSD-WORKFLOW.md    Manual bootstrap protocol

Key design decisions:

  • pkg/ shim directoryPI_PACKAGE_DIR points here (not project root) to avoid Pi's theme resolution collision with our src/ directory. Contains only piConfig and theme assets.
  • Two-file loader patternloader.ts sets all env vars with zero SDK imports, then dynamic-imports cli.ts which does static SDK imports. This ensures PI_PACKAGE_DIR is set before any SDK code evaluates.
  • Always-overwrite syncnpm update -g takes effect immediately. Bundled extensions and agents are synced to ~/.gsd/agent/ on every launch, not just first run.
  • State lives on disk.gsd/ is the source of truth. Auto mode reads it, writes it, and advances based on what it finds. No in-memory state survives across sessions.

Requirements

  • Node.js ≥ 22.0.0 (24 LTS recommended)
  • An LLM provider — any of the 20+ supported providers (see Use Any Model)
  • Git — initialized automatically if missing

Optional:

  • Brave Search API key (web research)
  • Tavily API key (web research — alternative to Brave)
  • Google Gemini API key (web research via Gemini Search grounding)
  • Context7 API key (library docs)
  • Jina API key (page extraction)

Use Any Model

GSD isn't locked to one provider. It runs on the Pi SDK, which supports 20+ model providers out of the box. Use different models for different phases — Opus for planning, Sonnet for execution, a fast model for research.

Built-in Providers

Anthropic, Anthropic (Vertex AI), OpenAI, Google (Gemini), OpenRouter, GitHub Copilot, Amazon Bedrock, Azure OpenAI, Google Vertex, Groq, Cerebras, Mistral, xAI, HuggingFace, Vercel AI Gateway, and more.

OAuth / Max Plans

If you have a Claude Max, Codex, or GitHub Copilot subscription, you can use those directly — Pi handles the OAuth flow. No API key needed.

⚠️ Important: Using OAuth tokens from subscription plans outside their native applications may violate the provider's Terms of Service. In particular:

  • Google Gemini — Using Gemini CLI or Antigravity OAuth tokens in third-party tools has resulted in Google account suspensions. This affects your entire Google account, not just the Gemini service. Use a Gemini API key instead.
  • Claude Max — Anthropic's ToS may not explicitly permit OAuth use outside Claude's own applications.
  • GitHub Copilot — Usage outside GitHub's own tools may be restricted by your subscription terms.

GSD supports API key authentication for all providers as the safe alternative. We strongly recommend using API keys over OAuth for Google Gemini.

OpenRouter

OpenRouter gives you access to hundreds of models through a single API key. Use it to run GSD with Llama, DeepSeek, Qwen, or anything else OpenRouter supports.

Per-Phase Model Selection

In your preferences (/gsd prefs), assign different models to different phases:

models:
  research: openrouter/deepseek/deepseek-r1
  planning:
    model: claude-opus-4-6
    fallbacks:
      - openrouter/z-ai/glm-5
  execution: claude-sonnet-4-6
  completion: claude-sonnet-4-6

Use expensive models where quality matters (planning, complex execution) and cheaper/faster models where speed matters (research, simple completions). Each phase accepts a simple model string or an object with model and fallbacks — if the primary model fails (provider outage, rate limit, credit exhaustion), GSD automatically tries the next fallback. GSD tracks cost per-model so you can see exactly where your budget goes.


Star History

Star History Chart

License

MIT License


The original GSD showed what was possible. This version delivers it.

npm install -g gsd-pi && gsd