How do I install the Springfield skill?

Run npx skillmds add majiayu000/springfield in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Springfield safe to use?

This skill has not completed SkillMD's automated safety review yet. Capability flags: docs only. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Springfield?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Springfield free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Springfield?

majiayu000 (@majiayu000) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Springfield by majiayu000 — Agent Skill

Name: Springfield
Rating: 4.2 (5 reviews)
Author: majiayu000

Springfield

Orchestrates autonomous development workflows through specialized character-based phases - research (Lisa), complexity assessment (Mayor Quimby), planning (Professor Frink), documentation (Martin Prince), implementation (Ralph), and quality validation (Comic Book Guy). Handles multi-step development tasks end-to-end with automatic error recovery, kickback routing, and iterative refinement. Use for complex feature development, bug fixes requiring investigation, or any task benefiting from structured research-plan-implement-validate cycles.

majiayu000 79a42fc 2 files · 4.8 KB Updated Sep 9, 2026 567 repo stars

File contents

Springfield - Autonomous Workflow Orchestration

"I'm learnding!" - Ralph Wiggum

Springfield orchestrates autonomous development workflows through character-based phases: research, planning, documentation, implementation, and validation.

How Springfield Works
Workflow Phases
Workflow State Machine
Error Handling
Springfield Philosophy

How Springfield Works

Springfield orchestrates development through a CLI-controlled workflow. All orchestration flows through the Springfield CLI script.

Workflow:

Infer task from conversation (use AskUserQuestion if unclear)
Initialize session: ${CLAUDE_PLUGIN_ROOT}/scripts/springfield.sh init "TASK_DESCRIPTION"
Run autonomous workflow: ${CLAUDE_PLUGIN_ROOT}/scripts/springfield.sh auto
Monitor output and report results

The CLI handles all phase execution, state management, and error handling automatically.

Workflow Phases

The CLI executes these phases in sequence:

Phase: Lisa (Research)

Researches the codebase to understand task context and identify relevant patterns. See REFERENCE-LISA.md.

Phase: Mayor Quimby (Decide Complexity)

Reviews research and decides: SIMPLE or COMPLEX? See REFERENCE-QUIMBY.md.

Phase: Professor Frink (Plan)

Creates implementation plans using scientific methodology. See REFERENCE-FRINK.md.

Phase: Principal Skinner (Review)

Reviews Frink's plan for complex tasks with strict standards. See REFERENCE-SKINNER.md.

Phase: Martin Prince (Documentation)

Creates prospective documentation before implementation. See REFERENCE-MARTIN.md.

Phase: Ralph (Implement)

Runs the implementation loop iteratively with small changes and regular commits. See REFERENCE-RALPH.md.

Phase: Comic Book Guy (QA)

Validates implementation against acceptance criteria. Verdicts: APPROVED, KICK_BACK, or ESCALATE. See REFERENCE-COMIC-BOOK-GUY.md.

Workflow State Machine

lisa → quimby → frink → [skinner → frink] → martin → ralph → comic-book-guy
                         (complex only)                             ↓
                                                             APPROVED ✓
                                                             KICK_BACK → (lisa|frink|ralph)
                                                             ESCALATE → USER

Error Handling

Max 100 orchestration loop iterations (balance: enough for complex workflows with kickbacks, prevents runaway loops)
Character scripts exit non-zero → mark failed in state.json
Ralph timeout: 60 minutes max (typical feature implementation timeframe, prevents stuck sessions)
Kickback limits: Max 2 per target, then ESCALATE (allows refinement attempts, prevents infinite kickback loops)

Springfield Philosophy

Springfield orchestrates autonomous development through eventual consistency and iterative refinement. Each phase is handled by a different character, with Ralph running the implementation loop. See REFERENCE.md for the Ralph pattern philosophy.

---name: springfielddescription: Orchestrates autonomous development workflows through specialized character-based phases - research (Lisa), complexity assessment (Mayor Quimby), planning (Professor Frink), documentation (Martin Prince), implementation (Ralph), and quality validation (Comic Book Guy). Handles multi-step development tasks end-to-end with automatic error recovery, kickback routing, and iterative refinement. Use for complex feature development, bug fixes requiring investigation, or any task benefiting from structured research-plan-implement-validate cycles.--- # Springfield - Autonomous Workflow Orchestration *"I'm learnding!"* - Ralph Wiggum Springfield orchestrates autonomous development workflows through character-based phases: research, planning, documentation, implementation, and validation. ## Table of Contents 1. [How Springfield Works](#how-springfield-works) 2. [Workflow Phases](#workflow-phases) - [Phase: Lisa (Research)](#phase-lisa-research) - [Phase: Mayor Quimby (Decide Complexity)](#phase-mayor-quimby-decide-complexity) - [Phase: Professor Frink (Plan)](#phase-professor-frink-plan) - [Phase: Principal Skinner (Review)](#phase-principal-skinner-review) - [Phase: Martin Prince (Documentation)](#phase-martin-prince-documentation) - [Phase: Ralph (Implement)](#phase-ralph-implement) - [Phase: Comic Book Guy (QA)](#phase-comic-book-guy-qa) 3. [Workflow State Machine](#workflow-state-machine) 4. [Error Handling](#error-handling) 5. [Springfield Philosophy](#springfield-philosophy) ## How Springfield Works Springfield orchestrates development through a CLI-controlled workflow. All orchestration flows through the Springfield CLI script. **Workflow:** 1. Infer task from conversation (use AskUserQuestion if unclear) 2. Initialize session: `${CLAUDE_PLUGIN_ROOT}/scripts/springfield.sh init "TASK_DESCRIPTION"` 3. Run autonomous workflow: `${CLAUDE_PLUGIN_ROOT}/scripts/springfield.sh auto` 4. Monitor output and report results The CLI handles all phase execution, state management, and error handling automatically. ## Workflow Phases The CLI executes these phases in sequence: ### Phase: Lisa (Research) Researches the codebase to understand task context and identify relevant patterns. See [REFERENCE-LISA.md](REFERENCE-LISA.md). ### Phase: Mayor Quimby (Decide Complexity) Reviews research and decides: SIMPLE or COMPLEX? See [REFERENCE-QUIMBY.md](REFERENCE-QUIMBY.md). ### Phase: Professor Frink (Plan) Creates implementation plans using scientific methodology. See [REFERENCE-FRINK.md](REFERENCE-FRINK.md). ### Phase: Principal Skinner (Review) Reviews Frink's plan for complex tasks with strict standards. See [REFERENCE-SKINNER.md](REFERENCE-SKINNER.md). ### Phase: Martin Prince (Documentation) Creates prospective documentation before implementation. See [REFERENCE-MARTIN.md](REFERENCE-MARTIN.md). ### Phase: Ralph (Implement) Runs the implementation loop iteratively with small changes and regular commits. See [REFERENCE-RALPH.md](REFERENCE-RALPH.md). ### Phase: Comic Book Guy (QA) Validates implementation against acceptance criteria. Verdicts: APPROVED, KICK_BACK, or ESCALATE. See [REFERENCE-COMIC-BOOK-GUY.md](REFERENCE-COMIC-BOOK-GUY.md). ## Workflow State Machine ``` lisa → quimby → frink → [skinner → frink] → martin → ralph → comic-book-guy (complex only) ↓ APPROVED ✓ KICK_BACK → (lisa|frink|ralph) ESCALATE → USER ``` ## Error Handling - Max 100 orchestration loop iterations (balance: enough for complex workflows with kickbacks, prevents runaway loops) - Character scripts exit non-zero → mark failed in state.json - Ralph timeout: 60 minutes max (typical feature implementation timeframe, prevents stuck sessions) - Kickback limits: Max 2 per target, then ESCALATE (allows refinement attempts, prevents infinite kickback loops) ## Springfield Philosophy Springfield orchestrates autonomous development through eventual consistency and iterative refinement. Each phase is handled by a different character, with Ralph running the implementation loop. See [REFERENCE.md](REFERENCE.md) for the Ralph pattern philosophy.

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