Anthropic Claude Cookbooks

Source: raw/claude-cookbooks-main/

The official Anthropic cookbook repository (github.com/anthropics/anthropic-cookbook) containing Jupyter notebooks and Python examples for building with the Claude API. This article catalogs the cookbooks as a CCA-F study resource, organizing them by exam domain relevance. Each notebook provides hands-on code you can run to internalize the patterns tested on the exam.

Repository Overview

• Language: Python (Jupyter notebooks)
• License: MIT
• Key directories: tool_use/, capabilities/, misc/, multimodal/, patterns/agents/, claude_agent_sdk/, managed_agents/, skills/, extended_thinking/
• Prerequisites: Anthropic API key, Python 3.10+, uv for dependency management
• Setup: uv sync --all-extras, then cp .env.example .env and add your ANTHROPIC_API_KEY

Cookbooks by Exam Domain

Domain 1: Agentic Architecture & Orchestration (27%)

These notebooks demonstrate the agentic loop lifecycle, coordinator-subagent patterns, and multi-agent orchestration:

Notebook	Path	What it teaches
Customer Service Agent	tool_use/customer_service_agent.ipynb	Full agentic loop: tool calls, stop_reason checking, conversation management. Directly maps to Task 1.1
Orchestrator Workers	patterns/agents/orchestrator_workers.ipynb	Coordinator-subagent pattern with parallel workers. Maps to Tasks 1.2, 1.3
Basic Workflows	patterns/agents/basic_workflows.ipynb	Prompt chaining, routing, parallelization patterns. Maps to Task 1.6
Evaluator Optimizer	patterns/agents/evaluator_optimizer.ipynb	Iterative refinement loops where evaluator guides optimizer. Maps to Task 1.6
Sub-Agents	multimodal/using_sub_agents.ipynb	Spawning sub-agents for parallel processing. Maps to Task 1.3
One-Liner Research Agent	claude_agent_sdk/00_The_one_liner_research_agent.ipynb	Minimal Agent SDK setup. Maps to Tasks 1.1, 1.3
Chief of Staff Agent	claude_agent_sdk/01_The_chief_of_staff_agent.ipynb	Multi-agent delegation with coordinator. Maps to Tasks 1.2, 1.3
Session Browser	claude_agent_sdk/05_Building_a_session_browser.ipynb	Session management and state inspection. Maps to Task 1.7

Managed Agents cookbooks (advanced agentic patterns):

• CMA_orchestrate_issue_to_pr.ipynb — end-to-end orchestration from GitHub issue to PR
• CMA_iterate_fix_failing_tests.ipynb — iterative test-fixing loops
• CMA_gate_human_in_the_loop.ipynb — human-in-the-loop gating patterns
• CMA_operate_in_production.ipynb — production operation patterns
• CMA_explore_unfamiliar_codebase.ipynb — codebase exploration strategies

Domain 2: Tool Design & MCP Integration (18%)

These notebooks cover tool definition, structured errors, tool choice configuration, and tool search patterns:

Notebook	Path	What it teaches
Calculator Tool	tool_use/calculator_tool.ipynb	Basic tool definition with JSON schema. Maps to Task 2.1
Parallel Tools	tool_use/parallel_tools.ipynb	Parallel tool execution patterns. Maps to Task 2.3
Tool Choice	tool_use/tool_choice.ipynb	auto, any, and forced tool selection. Maps to Task 2.3
Tool Search (Embeddings)	tool_use/tool_search_with_embeddings.ipynb	Semantic tool search for large tool sets. Maps to Task 2.3
Tool Search (Alternate)	tool_use/tool_search_alternate_approaches.ipynb	Alternative approaches to tool discovery. Maps to Task 2.3
Programmatic Tool Calling	tool_use/programmatic_tool_calling_ptc.ipynb	Programmatic (non-LLM) tool execution. Maps to Tasks 2.1, 2.3
Context Engineering Tools	tool_use/context_engineering/context_engineering_tools.ipynb	Context-aware tool design. Maps to Tasks 2.1, 2.4
Memory Cookbook	tool_use/memory_cookbook.ipynb	Persistent memory tools. Maps to Task 2.4
Automatic Context Compaction	tool_use/automatic-context-compaction.ipynb	Automatic context management. Maps to Tasks 2.4, 5.4
Tool Use with Pydantic	tool_use/tool_use_with_pydantic.ipynb	Schema validation with Pydantic. Maps to Task 2.1
Tool Evaluation	tool_evaluation/tool_evaluation.ipynb	Evaluating tool use quality. Maps to Task 2.1
Threat Intel Agent	tool_use/threat_intel_enrichment_agent.ipynb	Multi-tool agent for security. Maps to Tasks 2.1, 2.3

Domain 3: Claude Code Configuration & Workflows (20%)

The cookbooks repo itself demonstrates Claude Code configuration patterns:

Resource	Path	What it teaches
Root CLAUDE.md	CLAUDE.md	Project-level configuration with coding standards, model aliases, git workflow. Maps to Task 3.1
Slash Commands	.claude/commands/	Project-scoped commands (notebook-review, review-pr, link-review, model-check). Maps to Task 3.2
Skills	.claude/skills/cookbook-audit/SKILL.md	Skill with style guide reference, demonstrating SKILL.md frontmatter. Maps to Task 3.2
Code Reviewer Agent	.claude/agents/code-reviewer.md	Agent definition for automated code review. Maps to Task 3.6
Skills Notebooks	skills/notebooks/01_skills_introduction.ipynb	Introduction to skills system. Maps to Task 3.2
Skills Custom Dev	skills/notebooks/03_skills_custom_development.ipynb	Building custom skills. Maps to Task 3.2

Domain 4: Prompt Engineering & Structured Output (20%)

These notebooks demonstrate structured output, few-shot prompting, batch processing, and validation patterns:

Notebook	Path	What it teaches
Extracting Structured JSON	tool_use/extracting_structured_json.ipynb	JSON extraction via tool_use. Maps to Task 4.3
Enable JSON Mode	misc/how_to_enable_json_mode.ipynb	Reliable JSON output. Maps to Task 4.3
Batch Processing	misc/batch_processing.ipynb	Message Batches API usage, custom_id correlation. Maps to Task 4.5
Building Evals	misc/building_evals.ipynb	Automated evaluation patterns. Maps to Tasks 4.4, 4.6
Generate Test Cases	misc/generate_test_cases.ipynb	Test case generation. Maps to Task 3.5
Moderation Filter	misc/building_moderation_filter.ipynb	Content classification with structured output. Maps to Task 4.1
Using Citations	misc/using_citations.ipynb	Citation tracking in output. Maps to Task 5.6
Classification Guide	capabilities/classification/guide.ipynb	Classification patterns with explicit criteria. Maps to Task 4.1
Summarization Guide	capabilities/summarization/guide.ipynb	Summarization with structured output. Maps to Task 4.3
RAG Guide	capabilities/retrieval_augmented_generation/guide.ipynb	Retrieval-augmented generation. Maps to Tasks 4.2, 5.1
Vision with Tools	tool_use/vision_with_tools.ipynb	Multimodal structured extraction. Maps to Task 4.3
Metaprompt	misc/metaprompt.ipynb	Prompt generation and refinement. Maps to Task 4.1

Domain 5: Context Management & Reliability (15%)

These notebooks address context window management, prompt caching, session memory, and long-document handling:

Notebook	Path	What it teaches
Prompt Caching	misc/prompt_caching.ipynb	Cache-aware prompt design, cost reduction. Maps to Task 5.1
Speculative Caching	misc/speculative_prompt_caching.ipynb	Advanced caching strategies. Maps to Task 5.1
Session Memory Compaction	misc/session_memory_compaction.ipynb	Compacting long conversation history. Maps to Tasks 5.1, 5.4
Automatic Context Compaction	tool_use/automatic-context-compaction.ipynb	Automated context management. Maps to Task 5.4
PDF Upload Summarization	misc/pdf_upload_summarization.ipynb	Handling long documents. Maps to Task 5.1
Sampling Past Max Tokens	misc/sampling_past_max_tokens.ipynb	Working beyond token limits. Maps to Task 5.1
Observability Agent	claude_agent_sdk/02_The_observability_agent.ipynb	Agent monitoring and observability. Maps to Task 5.3
SRE Agent	claude_agent_sdk/03_The_site_reliability_agent.ipynb	Reliability patterns in practice. Maps to Task 5.3
Prompt Versioning & Rollback	managed_agents/CMA_prompt_versioning_and_rollback.ipynb	Managing prompt versions for reliability. Maps to Task 5.3

Extended Thinking (Cross-Domain)

Notebook	Path	What it teaches
Extended Thinking	extended_thinking/extended_thinking.ipynb	Chain-of-thought reasoning patterns. Relevant to Tasks 4.1, 4.6
Extended Thinking + Tools	extended_thinking/extended_thinking_with_tool_use.ipynb	Combining reasoning with tool use. Relevant to Tasks 1.1, 4.3

Recommended Study Path

Work through the notebooks in this order to build knowledge progressively:

1. Week 1 — Tool Foundations: calculator_tool → tool_choice → parallel_tools → extracting_structured_json
2. Week 2 — Agentic Patterns: customer_service_agent → basic_workflows → orchestrator_workers → evaluator_optimizer
3. Week 3 — Production Concerns: batch_processing → prompt_caching → session_memory_compaction → building_evals
4. Week 4 — Advanced Agents: Agent SDK notebooks (00-05) → Managed Agents notebooks → context_engineering_tools

Key Takeaways

• The cookbooks repository provides runnable code for nearly every CCA-F task statement — use it as your hands-on lab
• Domain 1 (Agentic Architecture) has the richest notebook coverage: the patterns/agents/, claude_agent_sdk/, and managed_agents/ directories together cover all 7 task statements
• Domain 2 (Tool Design) is well covered by the tool_use/ directory — especially tool_choice.ipynb and programmatic_tool_calling_ptc.ipynb
• Domain 3 (Claude Code Config) is best studied by examining the repo’s own .claude/ directory structure rather than running notebooks
• The misc/batch_processing.ipynb notebook is essential for Task 4.5 (batch strategies) — one of the most concrete exam topics
• Domain 5 (Context & Reliability) content is spread across misc/ (caching, compaction) and the Agent SDK (observability, SRE patterns)

Related

• CCA-F Official Exam Guide
• CCA-F Technical Reference
• CCA-F Practice Exam (60 Questions)
• The Architect’s Playbook
• CCA-F Study Guide
• CCA-F Practice Questions by Domain
• The Complete Guide to Building Skills for Claude
• Claude Code Subagents
• Essential MCP Servers for 2026

Try It

1. Clone the repo: git clone https://github.com/anthropics/anthropic-cookbook.git and set up your API key
2. Run customer_service_agent.ipynb first — it is the single most exam-relevant notebook, covering the agentic loop, tool use, and conversation management in one example
3. Modify the examples — after running each notebook, change something (add a tool, modify the schema, break something intentionally) to see what happens
4. Build your own cookbook — create a notebook that combines patterns from at least 3 different cookbooks into one integrated system
5. Use the cookbooks as flashcards — for each notebook, write down which exam task statement it maps to without looking at this article