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Iterative Development

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alinaqi
iterative-development

TDD iteration loops using Claude Code Stop hooks - runs tests after each response, feeds failures back automatically

Overview

Publisheralinaqi
Repositorymaggy
Skill nameiterative-development
Stars
707
Forks
57
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by alinaqi on GitHub. Read the source before you install it.

Installation

Install the Iterative Development AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/alinaqi/maggy/tree/main/skills/iterative-development
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/alinaqi/maggy.git /tmp/maggy
mkdir -p .claude/skills
cp -r /tmp/maggy/skills/iterative-development .claude/skills/iterative-development
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Iterative Development in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Iterative Development on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Iterative Development is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Iterative Development Skill (Stop Hook TDD Loops)

Concept: Claude Code's Stop hook fires right before Claude finishes a response. Exit code 2 feeds stderr back to the model and continues the conversation. This creates a real TDD loop without any plugins.


How It Actually Works

Claude Code has a Stop hook that runs when Claude is about to conclude its response. If the hook script exits with code 2, its stderr is shown to the model and the conversation continues automatically.

┌─────────────────────────────────────────────────────────────┐
│  1. User asks Claude to implement a feature                 │
├─────────────────────────────────────────────────────────────┤
│  2. Claude writes tests + implementation                    │
├─────────────────────────────────────────────────────────────┤
│  3. Claude finishes its response                            │
├─────────────────────────────────────────────────────────────┤
│  4. Stop hook runs: executes tests, lint, typecheck         │
├─────────────────────────────────────────────────────────────┤
│  5a. All pass (exit 0) → Claude stops, work is done         │
│  5b. Failures (exit 2) → stderr fed back to Claude          │
├─────────────────────────────────────────────────────────────┤
│  6. Claude sees failures, fixes code, response ends         │
├─────────────────────────────────────────────────────────────┤
│  7. Stop hook runs again → repeat until green or max tries  │
└─────────────────────────────────────────────────────────────┘

Key insight: No fake plugins, no /ralph-loop command. The hook is real Claude Code infrastructure that runs automatically.


Setup: Stop Hook Configuration

Add this to your project's .claude/settings.json:

json
{
  "hooks": {
    "Stop": [
      {
        "hooks": [
          {
            "type": "command",
            "command": "scripts/tdd-loop-check.sh",
            "timeout": 60,
            "statusMessage": "Running tests..."
          }
        ]
      }
    ]
  }
}

The TDD Loop Check Script

Create scripts/tdd-loop-check.sh in your project:

bash
#!/bin/bash
# TDD Loop Check - runs after each Claude response
# Exit 0 = all good, Claude stops
# Exit 2 = failures, stderr fed back to Claude to fix

MAX_ITERATIONS=25
ITERATION_FILE=".claude/.tdd-iteration-count"

# Track iteration count
if [ -f "$ITERATION_FILE" ]; then
    count=$(cat "$ITERATION_FILE")
    count=$((count + 1))
else
    count=1
fi
echo "$count" > "$ITERATION_FILE"

# Safety: stop after max iterations
if [ "$count" -ge "$MAX_ITERATIONS" ]; then
    rm -f "$ITERATION_FILE"
    echo "Max iterations ($MAX_ITERATIONS) reached. Stopping loop." >&2
    exit 0
fi

# Skip if no test files exist yet
if ! find . -name "*.test.*" -o -name "*.spec.*" -o -name "test_*" 2>/dev/null | grep -q .; then
    rm -f "$ITERATION_FILE"
    exit 0
fi

# Run tests
TEST_OUTPUT=$(npm test 2>&1) || {
    echo "ITERATION $count/$MAX_ITERATIONS - Tests failing:" >&2
    echo "$TEST_OUTPUT" | tail -30 >&2
    echo "" >&2
    echo "Fix the failing tests and try again." >&2
    exit 2
}

# Run lint (if configured)
if [ -f "package.json" ] && grep -q '"lint"' package.json; then
    LINT_OUTPUT=$(npm run lint 2>&1) || {
        echo "ITERATION $count/$MAX_ITERATIONS - Lint errors:" >&2
        echo "$LINT_OUTPUT" | tail -20 >&2
        echo "" >&2
        echo "Fix lint errors and try again." >&2
        exit 2
    }
fi

# Run typecheck (if configured)
if [ -f "tsconfig.json" ]; then
    TYPE_OUTPUT=$(npx tsc --noEmit 2>&1) || {
        echo "ITERATION $count/$MAX_ITERATIONS - Type errors:" >&2
        echo "$TYPE_OUTPUT" | tail -20 >&2
        echo "" >&2
        echo "Fix type errors and try again." >&2
        exit 2
    }
fi

# All green - reset counter and let Claude stop
rm -f "$ITERATION_FILE"
exit 0

Python Variant

bash
#!/bin/bash
# Python TDD Loop Check

MAX_ITERATIONS=25
ITERATION_FILE=".claude/.tdd-iteration-count"

if [ -f "$ITERATION_FILE" ]; then
    count=$(cat "$ITERATION_FILE")
    count=$((count + 1))
else
    count=1
fi
echo "$count" > "$ITERATION_FILE"

if [ "$count" -ge "$MAX_ITERATIONS" ]; then
    rm -f "$ITERATION_FILE"
    echo "Max iterations ($MAX_ITERATIONS) reached." >&2
    exit 0
fi

if ! find . -name "test_*" -o -name "*_test.py" 2>/dev/null | grep -q .; then
    rm -f "$ITERATION_FILE"
    exit 0
fi

TEST_OUTPUT=$(pytest -v 2>&1) || {
    echo "ITERATION $count/$MAX_ITERATIONS - Tests failing:" >&2
    echo "$TEST_OUTPUT" | tail -30 >&2
    exit 2
}

if command -v ruff &>/dev/null; then
    LINT_OUTPUT=$(ruff check . 2>&1) || {
        echo "ITERATION $count/$MAX_ITERATIONS - Lint errors:" >&2
        echo "$LINT_OUTPUT" | tail -20 >&2
        exit 2
    }
fi

if command -v mypy &>/dev/null; then
    TYPE_OUTPUT=$(mypy . 2>&1) || {
        echo "ITERATION $count/$MAX_ITERATIONS - Type errors:" >&2
        echo "$TYPE_OUTPUT" | tail -20 >&2
        exit 2
    }
fi

rm -f "$ITERATION_FILE"
exit 0

Additional Hooks for Quality Enforcement

PreToolUse Hook: Lint Before File Writes

Runs a linter before any Write/Edit lands:

json
{
  "hooks": {
    "PreToolUse": [
      {
        "matcher": "Write|Edit",
        "hooks": [
          {
            "type": "command",
            "command": "scripts/pre-write-lint.sh",
            "timeout": 10,
            "statusMessage": "Checking code quality..."
          }
        ]
      }
    ]
  }
}

SessionStart Hook: Auto-Inject Context

Runs at session start to inject project info:

json
{
  "hooks": {
    "SessionStart": [
      {
        "hooks": [
          {
            "type": "command",
            "command": "echo 'TDD loop active. Tests run automatically after each response. Fix failures to continue.'",
            "statusMessage": "Loading project context..."
          }
        ]
      }
    ]
  }
}

Core Philosophy

┌─────────────────────────────────────────────────────────────┐
│  ITERATION > PERFECTION                                     │
│  ─────────────────────────────────────────────────────────  │
│  Don't aim for perfect on first try.                        │
│  Let the loop refine the work. Each iteration builds on     │
│  previous attempts visible in files and git history.        │
├─────────────────────────────────────────────────────────────┤
│  FAILURES ARE DATA                                          │
│  ─────────────────────────────────────────────────────────  │
│  Failed tests, lint errors, type mismatches are signals.    │
│  The Stop hook feeds them directly to Claude as context.    │
├─────────────────────────────────────────────────────────────┤
│  CLEAR COMPLETION CRITERIA                                  │
│  ─────────────────────────────────────────────────────────  │
│  The hook defines "done": tests pass, lint clean, types ok. │
│  No ambiguity about when to stop.                           │
└─────────────────────────────────────────────────────────────┘

Error Classification

Not all failures should loop. The hook script should distinguish:

TypeExamplesAction
Code ErrorLogic bug, wrong assertion, type mismatchExit 2 → loop continues
Access ErrorMissing API key, DB connection refusedExit 0 → stop, report to user
Environment ErrorMissing package, wrong runtime versionExit 0 → stop, report to user

The sample scripts above handle this — they only exit 2 for test/lint/type failures, not for environment issues.


When to Use TDD Loops

Good For

Use CaseWhy
Feature developmentTests provide clear pass/fail signal
Bug fixesWrite failing test, fix, loop until green
RefactoringExisting tests catch regressions
API developmentEach endpoint independently testable

Not Good For

Use CaseWhy
UI/UX workRequires human judgment
One-shot operationsNo iteration needed
Unclear requirementsNo clear "done" criteria
Subjective designNo objective success metric

Disabling the Loop

To temporarily disable the TDD loop for a session:

  1. Remove or rename the Stop hook in .claude/settings.json
  2. Or set MAX_ITERATIONS=1 in the script
  3. Or delete scripts/tdd-loop-check.sh

The hook only fires if the script exists and is configured.


Gitignore Additions

gitignore
# TDD loop state
.claude/.tdd-iteration-count

Frequently asked questions

What does the Iterative Development AI skill do?

TDD iteration loops using Claude Code Stop hooks - runs tests after each response, feeds failures back automatically

Why use Iterative Development on TypingMind?

Because you install it once and use it with any model. Iterative Development is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Iterative Development in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/alinaqi/maggy/tree/main/skills/iterative-development. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Iterative Development?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Iterative Development?

As many as you like. As long as a model supports skills, you can use Iterative Development with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Iterative Development AI skill free?

Yes. It is published on GitHub by alinaqi under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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