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a set of guidelines to build with Botpress's Agent Development Kit (ADK) - use these whenever you're tasked with building a feature using the ADK
Passed 17 of 21 test cases with the skill, and 8 of 21 without it.
and 16 more in the full report
12 fixed7 passed either way2 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
Which reference file contains the complete developer guide for utilizing the Zai LLM utility library?
| Checked | Without skill | With skill |
|---|---|---|
| References zai-complete-guide.md for Zai guidelines. | Missed | Passed |
The instructions your model reads when the skill loads.
Use this skill when you've got questions about the Botpress Agent Development Kit (ADK) - like when you're building a feature that involves tables, actions, tools, workflows, conversations, files, knowledge bases, triggers, or Zai.
The Botpress ADK is a convention-based TypeScript framework where file structure maps directly to bot behavior. Place files in the correct directories, and they automatically become available as bot capabilities.
The ADK provides primitives for:
All primitives must be placed in src/ directory:
/ # Project root
├── src/
│ ├── actions/ # Strongly-typed functions → auto-registered
│ ├── tools/ # AI-callable tools → available via execute()
│ ├── workflows/ # Long-running processes → resumable/scheduled
│ ├── conversations/ # Message handlers → routes by channel
│ ├── tables/ # Database schemas → auto-created with search
│ ├── triggers/ # Event handlers → subscribe to events
│ ├── knowledge/ # Knowledge bases → RAG with semantic search
│ └── utils/ # Shared helpers (not auto-registered)
└── agent.config.ts # Bot configuration (includes integrations)
Note:
dependencies.jsonwas removed in ADK 1.9+. All configuration including integrations now lives inagent.config.ts.
Critical: Files outside
src/are not discovered. Location = behavior.
test cases passed, vs 8 / 21 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.