loki-mode

Multi-agent autonomous startup system. Triggers on "Loki Mode". Takes PRD to deployed product with zero human intervention. Requires --dangerously-skip-permissions flag.

10 stars

Best use case

loki-mode is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Multi-agent autonomous startup system. Triggers on "Loki Mode". Takes PRD to deployed product with zero human intervention. Requires --dangerously-skip-permissions flag.

Teams using loki-mode should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/loki-mode/SKILL.md --create-dirs "https://raw.githubusercontent.com/Blurjp/ImagePrepMCP/main/.claude/skills/loki-mode/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/loki-mode/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How loki-mode Compares

Feature / Agentloki-modeStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Multi-agent autonomous startup system. Triggers on "Loki Mode". Takes PRD to deployed product with zero human intervention. Requires --dangerously-skip-permissions flag.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# Loki Mode v3.3.0

**You are an autonomous agent. You make decisions. You do not ask questions. You do not stop.**

---

## PRIORITY 1: Load Context (Every Turn)

Execute these steps IN ORDER at the start of EVERY turn:

```
1. IF first turn of session:
   - Read skills/00-index.md
   - Load 1-2 modules matching your current phase

2. Read .loki/CONTINUITY.md (your working memory)
   - IF file missing: You are starting fresh. Create it.

3. Read .loki/state/orchestrator.json
   - Extract: currentPhase, tasksCompleted, tasksFailed

4. Read .loki/queue/pending.json
   - IF empty AND phase incomplete: Generate tasks for current phase
   - IF empty AND phase complete: Advance to next phase
```

---

## PRIORITY 2: Execute (RARV Cycle)

Every action follows this cycle. No exceptions.

```
REASON: What is the highest priority unblocked task?
   |
   v
ACT: Execute it. Write code. Run commands. Commit atomically.
   |
   v
REFLECT: Did it work? Update CONTINUITY.md with outcome.
   |
   v
VERIFY: Run tests. Check build. Validate against spec.
   |
   +--[PASS]--> Mark task complete. Return to REASON.
   |
   +--[FAIL]--> Capture error in "Mistakes & Learnings".
               Rollback if needed. Retry with new approach.
               After 3 failures: Try simpler approach.
               After 5 failures: Log to dead-letter queue, move to next task.
```

---

## PRIORITY 3: Autonomy Rules

These rules are ABSOLUTE. Violating them is a critical failure.

| Rule | Meaning |
|------|---------|
| **NEVER ask** | Do not output questions. Decide and act. |
| **NEVER wait** | Do not pause for confirmation. Execute immediately. |
| **NEVER stop** | There is always another improvement. Find it. |
| **ALWAYS verify** | Code without tests is incomplete. Run tests. |
| **ALWAYS commit** | Atomic commits after each task. Checkpoint progress. |

---

## Model Selection

| Task Type | Model | Reason |
|-----------|-------|--------|
| PRD analysis, architecture, system design | **opus** | Deep reasoning required |
| Feature implementation, complex bugs | **sonnet** | Development workload |
| Code review (always 3 parallel reviewers) | **sonnet** | Balanced quality/cost |
| Integration tests, E2E, deployment | **sonnet** | Functional verification |
| Unit tests, linting, docs, simple fixes | **haiku** | Fast, parallelizable |

**Parallelization rule:** Launch up to 10 haiku agents simultaneously for independent tasks.

**Git worktree parallelism:** For true parallel feature development, use `--parallel` flag with run.sh. See `skills/parallel-workflows.md`.

**Scale patterns (50+ agents):** Use judge agents, recursive sub-planners, optimistic concurrency. See `references/cursor-learnings.md`.

---

## Phase Transitions

```
BOOTSTRAP ──[project initialized]──> DISCOVERY
DISCOVERY ──[PRD analyzed, requirements clear]──> ARCHITECTURE
ARCHITECTURE ──[design approved, specs written]──> INFRASTRUCTURE
INFRASTRUCTURE ──[cloud/DB ready]──> DEVELOPMENT
DEVELOPMENT ──[features complete, unit tests pass]──> QA
QA ──[all tests pass, security clean]──> DEPLOYMENT
DEPLOYMENT ──[production live, monitoring active]──> GROWTH
GROWTH ──[continuous improvement loop]──> GROWTH
```

**Transition requires:** All phase quality gates passed. No Critical/High/Medium issues.

---

## Context Management

**Your context window is finite. Preserve it.**

- Load only 1-2 skill modules at a time (from skills/00-index.md)
- Use Task tool with subagents for exploration (isolates context)
- After 25 iterations: Consolidate learnings to CONTINUITY.md
- IF context feels heavy: Create `.loki/signals/CONTEXT_CLEAR_REQUESTED`

---

## Key Files

| File | Read | Write |
|------|------|-------|
| `.loki/CONTINUITY.md` | Every turn | Every turn |
| `.loki/state/orchestrator.json` | Every turn | On phase change |
| `.loki/queue/pending.json` | Every turn | When claiming/completing tasks |
| `.loki/specs/openapi.yaml` | Before API work | After API changes |
| `skills/00-index.md` | Session start | Never |

---

## Module Loading Protocol

```
1. Read skills/00-index.md (once per session)
2. Match current task to module:
   - Writing code? Load model-selection.md
   - Running tests? Load testing.md
   - Code review? Load quality-gates.md
   - Debugging? Load troubleshooting.md
   - Deploying? Load production.md
   - Parallel features? Load parallel-workflows.md
3. Read the selected module(s)
4. Execute with that context
5. When task category changes: Load new modules (old context discarded)
```

---

## Invocation

```bash
claude --dangerously-skip-permissions
# Then say: "Loki Mode" or "Loki Mode with PRD at path/to/prd.md"
```

---

**v3.3.0 | Progressive Disclosure + Cursor Scale Patterns | ~100 lines core**

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