Agent Handoff Documentation Generator

Overview

Autonomously generate comprehensive handoff documentation optimized for AI agent takeover. Analyzes your project and produces a complete Context Stack in docs/handoff/.

Core principle: Zero configuration. Fully autonomous. Machine-readable first.

Output: 8-document Context Stack in docs/handoff/ with master manifest.

The Process

Execute these 4 phases sequentially:

Phase 1: Discovery

Gather project information automatically:

1.1 Find Design Documents

Use Glob to discover existing documentation:

docs/**/*.md
README.md
ARCHITECTURE.md
*/README.md

Look for keywords: design, architecture, ADR, requirements, specification, RFC

1.2 Analyze Git History

bash

git log --since="30 days ago" --pretty=format:"%h %s" --no-merges

Extract:

Feature additions (feat:, add:, implement:)
Major changes (refactor:, breaking:)
Bug fixes (fix:, bug:)
Architecture decisions from commit messages

1.3 Detect Project Type

File markers to check:

bash

# Libraries/Packages
ls setup.py pyproject.toml Cargo.toml package.json

# Web Services
ls Dockerfile docker-compose.yml
find . -name "routes*" -o -name "api*" -o -name "handlers*"

# CLI Tools
grep -r "cobra" "click" "commander" --include="*.go" --include="*.py" --include="*.ts"

# Monorepos
find . -name "go.mod" -o -name "package.json" | wc -l
ls services/ packages/ apps/

Structure patterns:

Go: cmd/, internal/, pkg/
Library: src/, lib/, tests/
Service: api/, handlers/, routes/

Classification logic:

IF (has Dockerfile + routes/) → web-service
ELSE IF (has setup.py + no HTTP) → library
ELSE IF (has main with arg parsing + no HTTP) → cli-tool
ELSE IF (multiple go.mod/package.json) → monorepo
ELSE → generic

Detection output format:

yaml

project_type: "web-service" # library | cli-tool | monorepo | generic
language: "go" # go | python | typescript | rust | etc
framework: "gin" # if detected (optional)
confidence: "high" # high | medium | low

1.4 Scan Codebase Structure

bash

# Map directories (exclude hidden, node_modules, vendor)
find . -type d -not -path '*/\.*' -not -path '*/node_modules/*' -not -path '*/vendor/*'

# Identify entry points
find . -name "main.go" -o -name "main.py" -o -name "index.ts" -o -name "app.py"

# Count file types
find . -name "*.go" -o -name "*.py" -o -name "*.ts" -o -name "*.rs" | sort | uniq -c

Phase 2: Analysis

Extract structured information from discovered sources:

2.1 Extract Architecture Decisions

Sources:

Existing ADR files in docs/adr/ or docs/architecture/
Code comments containing: "IMPORTANT", "DO NOT", "WHY", "HACK"
Git blame for major refactorings
README sections about architecture

What to extract:

Why this technology choice?
Why this structure/pattern?
What must NOT be changed and why?
Known trade-offs and their rationale

2.2 Build Domain Dictionary

Extract terminology from:

Type Definitions

bash

# Go
grep -r "type.*struct" --include="*.go"

# Python
grep -r "class " --include="*.py"

# TypeScript
grep -r "interface " --include="*.ts"

Database Schema

bash

# Find migrations
find . -path "*/migrations/*" -o -path "*/schema/*"

# Look for SQL files
find . -name "*.sql"

API Schemas

bash

# OpenAPI/Swagger
find . -name "openapi.yaml" -o -name "swagger.json"

# GraphQL
find . -name "schema.graphql" -o -name "*.gql"

Build mapping:

json

{
  "Term": {
    "code_synonyms": ["list", "of", "variations"],
    "database_column": "db_column_name",
    "type": "data_type",
    "api_field": "apiFieldName"
  }
}

2.3 Map System Boundaries

Only for distributed systems (web-service, monorepo):

Parse Docker Compose

bash

# Find docker-compose files
find . -name "docker-compose*.yml"

# Extract services, ports, dependencies

Find External API Calls

bash

# HTTP client usage
grep -r "http.Client" "requests.get" "axios" "fetch"

# Extract hostnames from code
grep -r "https://" --include="*.go" --include="*.py" --include="*.ts"

Identify Databases

bash

# Database drivers
grep -r "postgres" "mysql" "mongodb" "redis"

# Connection strings (sanitized)
grep -r "DATABASE_URL" "DB_HOST"

Generate Mermaid Graph

mermaid

graph TD
    A[Service Name :port] -->|protocol| B[Dependency]
    A -->|SQL| C[(Database)]

2.4 Discover Build Commands

Check these sources in order:

Makefile
bash
```
cat Makefile | grep "^[a-z].*:"
```
package.json scripts
bash
```
cat package.json | jq '.scripts'
```

CI/CD configs

bash

cat .github/workflows/*.yml
cat .gitlab-ci.yml

Language defaults

Go:       go build ./...
Python:   pip install -e .
Rust:     cargo build
Node:     npm install

Extract:

Build/compile command
Lint command
Test command
Integration test command
Deploy/run command

Phase 3: Generation

Generate all 8 documents using extracted data:

3.1 Generate Handoff_Manifest.yaml

Always generated first as master index.

yaml

project_name: "<extracted from git remote or dir name>"
generated_at: "<ISO 8601 timestamp>"
generator_version: "1.0.0"
project_type: "<from detection>"
language: "<from detection>"
framework: "<from detection or null>"
confidence: "<from detection>"

critical_context:
  - "./strategic-context/PRD_Machine_Readable.md"
  - "./strategic-context/Architecture_Decision_Records.md"
  - "./strategic-context/Domain_Dictionary.json"

execution_context:
  - "./operational-context/Agent_Runbook.md"
  <% if has_system_map %>
  - "./operational-context/System_Context_Map.mermaid"
  <% end %>
  - "./operational-context/Codebase_Walkthrough_Annotated.md"

guardrails:
  - "./guardrails/Test_Strategy_Matrix.md"

constraints:
  <% list extracted constraints from ADRs, comments %>

quality_gates:
  build_command: "<from discovery>"
  lint_command: "<from discovery or 'not configured'>"
  test_command: "<from discovery>"
  coverage_threshold: <from config or 80>

3.2 Generate PRD_Machine_Readable.md

Sources:

Existing design docs
README.md features section
Git commits (features added)
Code analysis (exported APIs, endpoints, commands)

Format:

markdown

# Product Requirements Document (Machine-Readable)

**Project:** <name>
**Type:** <project_type>
**Version:** <from package file or git tag>

## Purpose

<extract from README or design docs>

## Core User Flows

<Generate Gherkin-style scenarios from:>
- README examples
- Test descriptions
- Code comments
- API endpoint handlers

### Flow: <extracted flow name>

**Given:** <precondition>
**When:** <action>
**Then:** <expected result>

## Invariants

<Extract from:>
- Code comments with "MUST", "ALWAYS", "NEVER"
- Validation logic
- Test assertions
- Security checks

Examples:

- User passwords are never stored in plaintext
- All API endpoints require authentication except /health
- Database transactions use isolation level READ COMMITTED

## Negative Constraints

<Extract from:>
- Comments with "DO NOT"
- ADRs with "rejected alternatives"
- Code marked with "HACK" or "WORKAROUND"

Examples:

- Do not introduce new npm dependencies without approval
- Do not refactor the legacy auth system (external dependencies)
- Do not change database schema without migration

## Success Criteria

<Extract from:>
- Test coverage requirements
- Performance benchmarks
- README goals section

Examples:

- All endpoints respond in <200ms p95
- Test coverage >80%
- Zero critical security vulnerabilities

3.3 Generate Architecture_Decision_Records.md

Format:

markdown

# Architecture Decision Records

<For each discovered ADR or major decision:>

## ADR-<number>: <Title>

**Status:** <accepted | rejected | superseded>
**Date:** <from git or "unknown">

### Context

<Why was this decision needed?>

### Decision

<What was decided?>

### Consequences

**Positive:**

- <benefit 1>
- <benefit 2>

**Negative:**

- <trade-off 1>
- <trade-off 2>

### Do Not Refactor

<Extract code blocks that should NOT be changed:>

**File:** `path/to/file.go:line`
**Reason:** <why this ugly code exists>

Example:

- `internal/auth/session.go:45-67` - UUID v4 required for legacy Java service compatibility

3.4 Generate Domain_Dictionary.json

Format:

json

{
  "<Term>": {
    "code_synonyms": ["<variant1>", "<variant2>"],
    "database_column": "<column_name>",
    "type": "<data_type>",
    "api_field": "<apiFieldName>",
    "description": "<optional brief description>"
  }
}

Example:

json

{
  "User": {
    "code_synonyms": ["subscriber", "account_holder", "member"],
    "database_column": "usr_id",
    "type": "uuid",
    "api_field": "userId",
    "description": "Registered user account"
  },
  "Session": {
    "code_synonyms": ["auth_session", "login_session"],
    "database_column": "session_token",
    "type": "string",
    "api_field": "sessionId",
    "description": "Active authentication session"
  }
}

3.5 Generate System_Context_Map.mermaid

Only for: web-service, monorepo Skip for: library, cli-tool, generic

mermaid

graph TD
    <% for each service %>
    <ID>[<Name> :<port>]
    <% end %>

    <% for each dependency %>
    <FROM> -->|<protocol>| <TO>
    <% end %>

    <% for each database %>
    <ID>[(<Database Type> :<port>)]
    <% end %>

    <% for each external API %>
    <ID>[<External API>]
    <% end %>

    style <main_service> fill:#4CAF50
    style <databases> fill:#FF9800
    style <external> fill:#2196F3

Example:

mermaid

graph TD
    A[Web API :8080] -->|REST| B[Auth Service :50051]
    A -->|gRPC| C[Payment Service :50052]
    A -->|SQL| D[(PostgreSQL :5432)]
    B -->|Cache| E[(Redis :6379)]
    C -->|HTTP| F[Stripe API]

    style A fill:#4CAF50
    style D fill:#FF9800
    style E fill:#FF9800
    style F fill:#2196F3

3.6 Generate Agent_Runbook.md

Format:

markdown

# Agent Runbook

## Environment Setup

### Prerequisites

<Extract from README, Dockerfile, or detect:>

- <Language> <version>
- <Database> <version>
- <Other dependencies>

### Quick Start

```bash
# Clone repository
git clone <repo_url>
cd <project_name>

# Install dependencies
<from discovery: make setup, npm install, pip install, etc>

# Configure environment
<if .env.example exists>
cp .env.example .env.local
# Edit .env.local with your settings

# Run locally
<from discovery: make dev, npm start, go run, etc>

# Verify installation
<from discovery: make verify, npm test, etc>
```

Verification Commands

Build/Compile:

bash

<from discovery or language default>

Lint:

bash

<from discovery or "not configured">

Test:

bash

<from discovery>

Integration Tests:

bash

<from discovery or "not configured">

Coverage:

bash

<from discovery or language-specific command>

Development Workflow

Create feature branch: git checkout -b feature/name
Make changes
Run tests: <test command>
Commit: git commit -m "feat: description"
Push: git push origin feature/name

Secret Management

<If .env.example exists:> Mock credentials available in .env.example for testing. Never commit real secrets to version control.

<If no .env.example:> Check documentation for required environment variables.

Common Issues

Service Dependencies

Start all services:

bash

docker-compose up -d


#### 3.7 Generate Codebase_Walkthrough_Annotated.md

**Format:**

```markdown
# Codebase Walkthrough

## Project Structure

Directory Guide

`/<directory>/`

Purpose:

Rules:

Key Files:

<file> -
<file> -

Example patterns:

`/cmd/`

Purpose: Main application entry points Rules:

One main.go per service
No business logic here (only wiring)
Keep it thin (<100 lines)

`/internal/`

Purpose: Private application code Rules:

Not importable by external projects
Contains business logic and domain models

`/internal/core/`

Purpose: Business logic and domain models Rules:

Pure functions only
No database calls directly
No HTTP handling
Testable in isolation

`/internal/adapters/`

Purpose: External integrations (DB, APIs, message queues) Rules:

Retry logic mandatory
Graceful degradation
Circuit breakers for external APIs

`/pkg/`

Purpose: Public reusable utilities Rules:

Framework-agnostic
Thoroughly tested
Well-documented

`/api/`

Purpose: API definitions (OpenAPI, protobuf) Rules:

Version all breaking changes
Keep backwards compatible

`/tests/`

Purpose: Integration and E2E tests Rules:

Test real scenarios
Use test doubles for external services

Entry Points

Main application: <path> Test suite: <path> Documentation: <path>

Important Files

Naming Conventions

3.8 Generate Test_Strategy_Matrix.md

Format:

markdown

# Test Strategy Matrix

## Test Types

| Test Type   | When Required         | Coverage Target | Location    | Example  |
| ----------- | --------------------- | --------------- | ----------- | -------- |
| Unit        | All new functions     | 90% branch      | `<pattern>` | `<file>` |
| Integration | New endpoints/modules | All happy paths | `<pattern>` | `<file>` |
| E2E         | Critical user flows   | Core journeys   | `<pattern>` | `<file>` |
| Performance | <if applicable>       | <target>        | `<pattern>` | `<file>` |

## Coverage Requirements

<Extract from:>
- CI config
- Test framework config
- Existing test patterns

**New features:** <X>% branch coverage minimum
**Bug fixes:** Must add regression test
**Refactoring:** No coverage decrease allowed

## Test Patterns

<Extract from existing tests:>

### Unit Tests

```<language>
<example from codebase>
```

Integration Tests

<example from codebase>

Mocking Strategy

Quality Gates

Before merging/deploying:

✅ All tests pass
✅ Coverage >= %
✅ No flaky tests
✅ Integration tests pass
✅ No test warnings

Running Tests

All tests:

bash

<command>

Unit only:

bash

<command>

Integration only:

bash

<command>

With coverage:

bash

<command>

Watch mode:

bash

<command or "not supported">

CI/CD Integration

Tests run on:

Every push
Every PR
Before deploy

Pipeline:


#### 3.9 Generate generation-report.md

**Format:**

```markdown
# Handoff Documentation Generation Report

**Generated:** <timestamp>
**Generator Version:** 1.0.0
**Project:** <name>
**Project Type:** <type> (<language>)
**Detection Confidence:** <confidence>

## Documents Created

✅ Handoff_Manifest.yaml
✅ PRD_Machine_Readable.md (sources: <list>)
✅ Architecture_Decision_Records.md (found <N> ADRs)
✅ Domain_Dictionary.json (mapped <N> terms)
<% if has_system_map %>
✅ System_Context_Map.mermaid (<N> services, <N> databases, <N> external APIs)
<% else %>
⏭️  System_Context_Map.mermaid (skipped - not a distributed system)
<% end %>
✅ Agent_Runbook.md (found <N> commands)
✅ Codebase_Walkthrough_Annotated.md (analyzed <N> directories)
✅ Test_Strategy_Matrix.md (found <N> test types)

## Sources Analyzed

**Design Documents:** <N> files
<list paths>

**Git History:** <N> commits analyzed

**Code Files:** <N> files scanned

**Project Detection:**
- Type: <type>
- Language: <language>
- Framework: <framework or "none detected">
- Confidence: <confidence>

## Warnings

<if any issues occurred:>
⚠️  <warning message>

<if no issues:>
No warnings.

## Next Steps

1. **Review** `docs/handoff/Handoff_Manifest.yaml` for accuracy
2. **Validate** constraints in manifest match your requirements
3. **Check** `Domain_Dictionary.json` for terminology accuracy
4. **Test** commands in `Agent_Runbook.md` on fresh environment
5. **Commit** documentation to version control:
   ```bash
   git add docs/handoff
   git commit -m "Add agent handoff documentation"

Validation Checklist

Strategic Context

PRD flows match actual user journeys
Invariants are complete and accurate
Negative constraints capture all "don't touch" areas
ADRs explain key architectural decisions

Operational Context

<% if has_system_map %>

System map shows all dependencies <% end %>
Runbook commands work on fresh environment
Codebase walkthrough explains all major directories
Entry points are correctly identified

Guardrails

Test strategy matches current practice
Coverage requirements are enforced in CI
Quality gates are accurate

Domain Dictionary

All major entities are mapped
Code/DB/API field mappings are correct
No missing synonyms

Feedback

Found an issue? Suggestions for improvement? Regenerate with: /generate-handoff


### Phase 4: Output

Write all generated documents to disk and report results.

#### 4.1 Check for Existing docs/handoff/

```bash
if [ -d "docs/handoff" ]; then
    # Backup existing
    mv docs/handoff docs/handoff.backup.$(date +%Y%m%d-%H%M%S)
    echo "Backed up existing handoff docs"
fi

4.2 Create Directory Structure

bash

mkdir -p docs/handoff/strategic-context
mkdir -p docs/handoff/operational-context
mkdir -p docs/handoff/guardrails

4.3 Write All Documents

Use Write tool for each document:

docs/handoff/Handoff_Manifest.yaml
docs/handoff/strategic-context/PRD_Machine_Readable.md
docs/handoff/strategic-context/Architecture_Decision_Records.md
docs/handoff/strategic-context/Domain_Dictionary.json
docs/handoff/operational-context/System_Context_Map.mermaid (if applicable)
docs/handoff/operational-context/Agent_Runbook.md
docs/handoff/operational-context/Codebase_Walkthrough_Annotated.md
docs/handoff/guardrails/Test_Strategy_Matrix.md
docs/handoff/generation-report.md

4.4 Present Summary

Print concise summary to user:

✅ Agent handoff documentation generated!

📁 Location: docs/handoff/

📄 Documents created:
  ✅ Handoff_Manifest.yaml (master index)
  ✅ Strategic Context (3 docs)
  ✅ Operational Context (3 docs)
  ✅ Guardrails (1 doc)
  ✅ Generation Report

🎯 Project: <name> (<type>, <language>)
🔍 Analyzed: <N> files, <N> commits, <N> design docs

📋 Next steps:
  1. Review docs/handoff/generation-report.md
  2. Validate docs/handoff/Handoff_Manifest.yaml
  3. Test commands in Agent_Runbook.md
  4. Commit with: git add docs/handoff && git commit

Important Guidelines

Autonomous Execution

Never ask user questions - make informed decisions
Use sensible defaults when information is missing
Document assumptions in generation-report.md
Warn about low-confidence detections

Machine-Readable First

Use strict formats (YAML, JSON, Gherkin)
Avoid ambiguous language
Use assertions over descriptions
Prefer lists and tables over prose

Completeness

Generate all applicable documents
Don't skip sections due to missing data
Use "unknown" or "not detected" when appropriate
Mark low-confidence extractions

Error Handling

If project type detection fails → use "generic" mode
If no design docs found → generate from code/README
If no build commands found → use language defaults
If existing docs/handoff/ → backup automatically

Quality

Verify all file paths are correct
Ensure manifest links point to real files
Validate YAML/JSON syntax
Test that Mermaid diagram is valid

Success Criteria

Must generate:

✅ All 8 documents (or 7 if System Map not applicable)
✅ Valid Handoff_Manifest.yaml with correct links
✅ generation-report.md with validation checklist

Must complete:

✅ In < 3 minutes for typical project
✅ Without user interaction
✅ With clear summary output

Must handle:

✅ Projects with no design docs
✅ Projects with existing docs/handoff/
✅ All 4 project types
✅ Multiple languages

Notes

This skill runs in main conversation (not as subagent)
Uses standard Claude Code tools (Glob, Grep, Read, Write, Bash)
Output is git-friendly (all text files)
Can be re-run safely (backs up existing docs)
Optimized for AI agent consumption, not human reading

Search AI Tools

Install this agent skill to your Project

SKILL.md

Agent Handoff Documentation Generator

Overview

The Process

Phase 1: Discovery

1.1 Find Design Documents

1.2 Analyze Git History

1.3 Detect Project Type

1.4 Scan Codebase Structure

Phase 2: Analysis

2.1 Extract Architecture Decisions

2.2 Build Domain Dictionary

2.3 Map System Boundaries

2.4 Discover Build Commands

Phase 3: Generation

3.1 Generate Handoff_Manifest.yaml

3.2 Generate PRD_Machine_Readable.md

3.3 Generate Architecture_Decision_Records.md

3.4 Generate Domain_Dictionary.json

3.5 Generate System_Context_Map.mermaid

3.6 Generate Agent_Runbook.md

Verification Commands

Development Workflow

Secret Management

Common Issues

Service Dependencies

Directory Guide

/<directory>/

/cmd/

/internal/

/internal/core/

/internal/adapters/

/pkg/

/api/

/tests/

Entry Points

Important Files

Naming Conventions

3.8 Generate Test_Strategy_Matrix.md

Integration Tests

Mocking Strategy

Quality Gates

Running Tests

CI/CD Integration

Validation Checklist

Strategic Context

Operational Context

Guardrails

Domain Dictionary

Feedback

4.2 Create Directory Structure

4.3 Write All Documents

4.4 Present Summary

Important Guidelines

Autonomous Execution

Machine-Readable First

Completeness

Error Handling

Quality

Success Criteria

Notes

`/<directory>/`

`/cmd/`

`/internal/`

`/internal/core/`

`/internal/adapters/`

`/pkg/`

`/api/`

`/tests/`