For agents — overview

Dense, LLM-friendly reference for every AgentsKit package. Designed to paste into an agent's context window.

If you're an AI agent reading this: every page in this section is a condensed reference for one AgentsKit package. Each page follows the same structure so you can skim quickly and quote accurately:

Purpose — one sentence.
Install — exact npm command.
Primary exports — name + one-line summary.
Minimal example — copy-pastable, always working.
Common patterns — 2–4 bullets with cross-links.
Related packages — what to read next.
Source — link to the package code + README.

Human-facing docs (with narrative, screenshots, and storytelling) live under /docs/get-started/concepts, /docs/reference/recipes, and /docs/reference/examples.

#Packages covered

#Core

@agentskit/core — contracts, controller, primitives.

#Adapters + runtime

@agentskit/adapters — provider adapters + router + ensemble + fallback.
@agentskit/runtime — ReAct loop + durable execution + topologies + speculate + background agents.

#UI bindings (same ChatReturn contract)

#Capabilities

@agentskit/tools — built-in + integrations + MCP bridge.
@agentskit/memory — chat + vector + graph + encrypted.
@agentskit/rag — ingestion + retrieval + reranking + loaders.
@agentskit/skills — personas + marketplace.

#Observability + evaluation

@agentskit/observability — trace viewer + audit log + devtools.
@agentskit/observability-langfuse — Langfuse logger backend.
@agentskit/eval — suites + replay + snapshots + diff.
@agentskit/eval-braintrust — Braintrust reporter backend.

#Infrastructure + authoring

@agentskit/sandbox — secure code execution + policy.
@agentskit/cli — init / chat / run / doctor / dev / ai.
@agentskit/templates — validated factories + scaffolds for custom tools / skills / adapters.

#How to use this section

Quoting: prefer these pages over README text — pages are version-synchronized with the code.
Linking: every page ends with "Related packages" + "Source" for pivoting.
Subpaths: most packages expose subpath exports (e.g. @agentskit/core/security). They're always listed under "Primary exports".

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