The model is interchangeable. Your definition of good is not.

A Recipe keeps a complete Pi agent—its instructions, models, tools, skills, package-wide executable extensions, subagents, and capability policy together as ordinary source you can inspect, fork, validate, and own.

Run the same Recipe locally, on Introspection, or in another compatible Pi host. The Recipe is portable; credentials, isolation, persistence, scheduling, and deployment remain the host's responsibility.

What Recipes is

Recipes combines two deliberately small contracts:

1. The Recipe Format is the open, Git-native package contract.
2. The Host API resolves that package into a complete live Pi session.

Pi is the minimal agent harness. A Recipe packages the complete configured agent built on that harness. It is more than a prompt template or a collection of Pi resources. Recipes runs the agent; the host decides where and how that agent operates.

Package anatomy

my-recipe/
├── package.json          # identity and Pi resource declarations
├── SYSTEM.md             # optional shared instructions
├── agents/*.yaml         # models, tools, skills, subagents, policy
├── skills/**/SKILL.md    # reusable domain workflows
├── extensions/*.ts       # optional Recipe-owned Pi extensions
├── judges/*.yaml         # optional portable evaluation definitions
└── .pi/mcp.local.example.json # optional binding template

The normative contract is documented in Recipe Format.

Use a Recipe

The introspection CLI owns the end-to-end local workflow:

npm install -g @introspection-ai/cli
introspection init
introspection check
introspection local

introspection init installs a compatible Pi and Recipes extension when they are missing. introspection local launches the selected local Recipe directly with Pi. It does not require an Introspection login or managed host.

To install the extension without the Introspection CLI:

pi install npm:@introspection-ai/recipes
pi --recipe ./path/to/recipe --agent agent

Run in a host

Install Recipes in a Node.js host:

npm install @introspection-ai/recipes

import {
  createAgentSession,
  resolveRecipe,
} from "@introspection-ai/recipes";

const recipe = resolveRecipe({ recipeDir: "./my-recipe" });
const handle = await createAgentSession({
  recipe,
  agentName: "agent",
  cwd: "./workspace",
  credentials,
  mcpBindings,
  sessionManager,
  otel: { tracer, meta: { conversationId } },
});

await handle.session.prompt("Start the task");
await handle.session.prompt("/review src/auth.ts");
await handle.dispose();

createAgentSession is the single host boundary for an inspected Recipe. It selects the requested agent from that immutable graph and constructs a standard Pi AgentSession. The host still owns task lifecycle, durable state, auth, networking, isolation, protocol translation, and deployment.

See Host API for the complete boundary and host conformance for compatibility tests.

Public exports

• @introspection-ai/recipes — the two primary operations: resolveRecipe and createAgentSession
• @introspection-ai/recipes/recipe — resolve a Recipe into session inputs
• @introspection-ai/recipes/session — create a live Pi Recipe session
• @introspection-ai/recipes/mcp — MCP declarations, bindings, and selection
• @introspection-ai/recipes/pi-extension — Pi extension entrypoint
• @introspection-ai/recipes/extensions — session identity and conditional Recipe extension helpers
• @introspection-ai/recipes/agents — portable agent-run controller and tool contract
• @introspection-ai/recipes/interactions — portable user-input and approval contract
• @introspection-ai/recipes/inspect — inspect resolved inheritance, capabilities, package closure, host requirements, and runtime boundaries
• @introspection-ai/recipes/test-utils — host conformance cases

The package intentionally has no recipes executable and no generic HTTP server. The introspection CLI owns authoring and local operation. Hosting adapters and deployment cookbooks belong outside this package.

Validation

introspection check is the supported Recipe validation command:

introspection check

Every pi --recipe launch automatically runs the same Recipe Format validator before constructing a session. Invalid Recipes stop Pi rather than falling back to an unconfigured agent. introspection check remains the explicit command for manual and CI validation.

Documentation

• Recipe workflow
• Recipe Format
• Host API
• Pi extension
• Agent composition
• Interactions
• MCP configuration
• Recipe judges

Contributing

Contributions are welcome. See CONTRIBUTING.md.

License

Apache-2.0