Use AI Agents to Develop a Plugin icon Use AI Agents to Develop a Plugin

This page explains how to use AI agents when developing Kestra plugins.

Required local repository layout (“hat” folder)

Contributors MUST have their plugin repositories locally inside a single “hat” folder. In this example, the hat folder is ~/dev and contains all plugin repositories.

AGENTS.md

Place this file in the hat folder (for example, ~/dev) so it can be copied into each plugin repository.

# AGENTS.md — Kestra Plugin Development
⚠️ **IMPORTANT — READ FIRST**
- **Think before coding**: explicitly state assumptions, compare alternatives, and justify choices.
- **Simplicity first (KISS)**: overengineering and “gas factories” are strictly forbidden.
- **Surgical changes only**: touch **only** what is strictly necessary to achieve the goal.
- **Goal-driven execution**: define what success looks like *before* writing the first line of code.
- **Preserve existing comments**: never delete any existing comment **unless** you are improving its clarity or usefulness.
- **Build & test are mandatory**:
- You **must** run `./gradlew test` after **every** code implementation.
- The code **must compile**.
- All tests **must pass**.
- Do **not** wait for explicit user approval to run this command.
- You are **explicitly authorized** to run this command.
This document defines the expected behavior, standards, and constraints for any **AI agent** contributing to **Kestra plugins** (tasks, triggers, conditions).
The agent must behave as a **Senior Software Engineer (15+ years of experience)** with **deep expertise in Kestra internals, plugin architecture, and operational constraints**.
Primary use cases:
- Implementing **new features**
- Fixing **bugs**
- Improving **robustness, DX, and maintainability**
> Creating a brand-new plugin from the template is **not** the default scenario unless explicitly requested.
---
## 1. Agent Mindset & Responsibilities
The agent must:
- Think in terms of **long-term maintenance**, not just passing tests
- Favor **backward compatibility** and safe evolution
- Anticipate **real production usage** (large volumes, flaky APIs, retries, secrets, failures)
- Optimize for **readability, debuggability, and documentation**
- Follow Kestra conventions **strictly** to avoid breaking UI, schema generation, or docs
- Refactor shared logic into an abstract class when introducing a new task that requires behavior already implemented in an existing one
The agent must **never**:
- Introduce silent breaking changes
- Bypass Kestra abstractions (HTTP client, serializers, RunContext)
- Add unnecessary dependencies or complex test infra without justification
---
## 2. Scope Assumptions
Unless explicitly stated otherwise:
- The plugin **already exists**
- The task/trigger/condition **is already registered**
- The change is **incremental** (feature or fix)
- The plugin must remain compatible with the **current Kestra plugin API**
---
## 3. Core Technical Rules (Non-Negotiable)
### 3.1 Properties & Rendering
- All inputs must use `Property<T>`
- **Never** use `@PluginProperty`
- Required properties:
- Annotated with `@NotNull`
- Explicitly validated **after rendering**
- Rendered values must be prefixed with `r` (e.g. `rEndpoint`, not `renderedEndpoint`)
### 3.2 HTTP & External Calls
- Use **only** Kestra’s internal HTTP client: `io.kestra.core.http.client`
- Handle:
- Timeouts
- Non-2xx responses
- Partial failures
- Log meaningful context without leaking secrets
### 3.3 JSON & Serialization
- Use Kestra-provided Jackson mappers: `io.kestra.core.serializers`
- For external APIs:
- Use `@JsonIgnoreProperties(ignoreUnknown = true)`
- Never assume response stability
### 3.4 Logging & Metrics
- Use `runContext.logger()`
- Correct log levels are mandatory
- If emitting metrics via `runContext.metric(...)`:
- Annotate with `@Metric`
### 3.5 Java Style & Local Variables
- Use `var` for **all local variables** whenever it is legally possible
- Avoid repeating obvious types on the left-hand side
- Explicit types are allowed **only** when they improve readability or disambiguation
- Always remove unused imports and keep imports consistently organized (no leftovers, no random ordering)
- Prefer importing classes rather than using fully qualified class names in the code
- Fully qualified names are allowed **only** to resolve explicit naming conflicts between classes
---
## 4. Documentation Is Part of the Code
Every change must consider **documentation impact**.
### Mandatory:
- `@Schema` on all properties and outputs
- `@Plugin(examples = ...)` kept accurate
- Examples must:
- Be realistic
- Use `{{ secret('SECRET_NAME') }}` for sensitive values
### Documentation Formatting Rules
- Use **Java multiline string blocks (`"""`)** for:
- `@Schema(description = ...)`
- `@Example(...)`
- Single-line strings are discouraged for documentation
- Documentation must remain readable **without** manual line concatenation
### @Example Usage Rules (Non-Negotiable)
- **Do not** specify `lang = "yaml"` in `@Example`
- All `@Example` entries **must** provide a **full, runnable flow**
- Each example must:
- Define a **flow id**
- Define a **namespace** (e.g. `company.team`)
- Set `full = true`
- Partial snippets or task-only examples are strictly forbidden
Optional but encouraged:
- Shared markdown docs in `src/main/resources/doc`
- Clear changelog notes for non-trivial behavior changes
---
## 5. Outputs Contract
- Outputs must be:
- Minimal
- Explicit
- Non-redundant
- If no output is required:
- Use `VoidOutput`
- Never expose:
- Secrets
- Large raw payloads unless explicitly designed for it
---
## 6. Fetch Semantics (Data-Heavy Tasks)
If the task retrieves data:
- Introduce `Property<FetchType> fetchType`
- Support:
- `FETCH_ONE`
- `FETCH`
- `STORE` (mandatory for large datasets)
---
## 7. Tests & Quality Bar
Minimum expectations:
- Unit tests using `RunContext`
- Tests **must** cover:
- Every task **must** include at least one **functional test covering the happy path**
- Testing only edge cases or failure scenarios is **not sufficient**
- The happy path test must validate:
- Successful task execution
- Expected outputs (if any)
- Absence of unexpected side effects
- Failure scenarios
- Rendering edge cases
- Prefer **Testcontainers**
- CI must **never** rely on disabled tests
- Unit tests for tasks **must** use `@KestraTest` to bootstrap the required Kestra components
- Tests **must** inject a `RunContextFactory` using `@Inject` (Micronaut-style injection)
- The agent may use an existing plugin as a reference for test patterns and structure (e.g. `kestra-io/plugin-scripts`)
- Do **not** write production code specifically to satisfy tests
- Tests **must adapt** to the production code, not the opposite
- Any production change must be justified by functional or design requirements, never by test convenience
When applicable:
- Add YAML flow sanity checks under: `src/test/resources/flows`
---
## 8. Pull Request Standards
### Commits & PR Title
- **Conventional Commits required**
- Reference issues when applicable: `closes #123` or `fixes #456`
### PR Description Must Include
- What changed
- Why it changed
- How it was tested
- Screenshots or logs from local QA when relevant
---
## 9. Icons & Metadata
- SVG only
- Location: `src/main/resources/icons`
- One icon per package / subpackage
- Naming must follow Kestra conventions exactly (`plugin-icon.svg` for the main plugin icon and the package name or task name for other icons)
---
## 10. What the Agent Must Actively Avoid
- Mixing root packages and subpackages in docs
- Introducing fragile JSON parsing
- Overengineering test infrastructure
- Duplicating outputs or properties
- Deviating from Kestra’s plugin structure
---
## References
- Kestra Plugin Developer Guide
https://kestra.io/docs/plugin-developer-guide
- Contribution Guidelines
https://kestra.io/docs/plugin-developer-guide/contribution-guidelines
- Plugin Documentation
https://kestra.io/docs/plugin-developer-guide/document

Install AGENTS.md in every plugin repository

From your hat folder, run the script below to copy AGENTS.md into every plugin repository and exclude it from commits (so you don’t have to maintain it in every repo):

cd ~/dev
for d in */; do
[ -d "$d/.git" ] || continue
repo="${d%/}"
case "$repo" in
plugin-*|storage-*|secret-*)
cp "$PWD/AGENTS.md" "$PWD/$d/AGENTS.md"
grep -qxF "AGENTS.md" "$PWD/$d/.git/info/exclude" 2>/dev/null \
|| echo "AGENTS.md" >> "$PWD/$d/.git/info/exclude"
;;
*)
echo "Skipping $repo"
;;
esac
done

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