Task Reference Map
This file exists as a compatibility index for older links into COMMON-TASKS.md .
Prefer the narrower task-family guides below so the agent loads only the material it needs:
AGENTS-CORE.md — agent creation, output, deps, specs, models, run methods
CAPABILITIES-AND-HOOKS.md — Thinking, WebSearch, Hooks, custom capabilities
ON-DEMAND-CAPABILITIES.md — progressive disclosure, deferred capabilities, capabilities on demand, load_capability
TOOLS-CORE.md — @agent.tool, Tool, toolsets, MCP, common search tools
NATIVE-TOOLS.md — provider-native tools like WebSearchTool and CodeExecutionTool
TOOLS-ADVANCED.md — approval, retries, ToolReturn, timeouts, validators, tool search, and tool-level deferred loading
INPUT-AND-HISTORY.md — multimodal input, message history, run_id / conversation_id, history processors
TESTING-AND-DEBUGGING.md — TestModel, FunctionModel, capture_run_messages, Logfire
ORCHESTRATION-AND-INTEGRATIONS.md — multi-agent patterns, graphs, A2A, direct API, durable execution, embeddings, image generation, evals, third-party tools
Add Capabilities to an Agent
Read Add Capabilities .
Apply Progressive Disclosure
Read Capabilities on Demand .
Intercept Agent Lifecycle with Hooks
Read Intercept Agent Lifecycle with Hooks .
Define Agents Declaratively with Specs
Read Define Agents Declaratively with Specs .
Enable Thinking Across Providers
Read Enable Thinking Across Providers .
Use MCP Servers
Read Use MCP Servers .
Search with DuckDuckGo, Tavily, or Exa
Read Search with DuckDuckGo, Tavily, or Exa .
Read Require Tool Approval .
Send Images, Audio, Video, or Documents to the Model
Read Send Images, Audio, Video, or Documents to the Model .
Manage Context Size
Read Manage Context Size .
Work with Message History
Read Work with Message History .
Show Real-Time Progress
Read Run Methods and Streaming .
Handle Provider Failures
Read Handle Provider Failures .
Make an Agent Resilient with Retries
Read Make an Agent Resilient with Retries .
Debug a Failed Agent Run
Read Debug a Failed Agent Run .
Test Agent Behavior
Read Test Agent Behavior .
Coordinate Multiple Agents
Read Coordinate Multiple Agents .
Build Multi-Step Workflows with Graphs
Read Build Multi-Step Workflows with Graphs .
Debug and Validate Agent Behavior
Read Debug and Validate Agent Behavior .
Advanced and Less Common Features
Read only the relevant section in ORCHESTRATION-AND-INTEGRATIONS.md :
Working with the Installed Pydantic AI Package
Prefer the checked-out repository or these bundled references first.
Inspect local package source only as a last resort when:
the user asks about a symbol that is not covered in this skill
the local environment already includes pydantic_ai and you need exact module layout
you have no narrower offline reference available