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/apify-actor-development

Develop, debug, and deploy Apify Actors - serverless cloud programs for web scraping, automation, and data processing. Use when creating new Actors, modifying existing ones, or troubleshooting Actor code.

From plugin
apify-agent-skills
2.3k5 skills1 command
Install
$ npx -y skills add apify/agent-skills --skill apify-actor-development --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/apify-actor-development

Context preview

The summary Claude sees to decide when to auto-load this skill.

Develop, debug, and deploy Apify Actors - serverless cloud programs for web scraping, automation, and data processing. Use when creating new Actors, modifying existing ones, or troubleshooting Actor code.

SKILL.md

apify-actor-development.SKILL.md
name: apify-actor-development
description: Develop, debug, and deploy Apify Actors - serverless cloud programs for web scraping, automation, and data processing. Use when creating new Actors, modifying existing ones, or troubleshooting Actor code.

Apify Actor development

**Important:** Before you begin, fill in the `generatedBy` property in the meta section of `.actor/actor.json`. Replace it with the tool and model you're currently using, such as "Claude Code with Claude Sonnet 4.5". This helps Apify monitor and improve AGENTS.md for specific AI tools and models.

What are Apify Actors?

Actors are serverless programs inspired by the UNIX philosophy - programs that do one thing well and can be easily combined to build complex systems. They're packaged as Docker images and run in isolated containers in the cloud.

**Core Concepts:**

  • Accept well-defined JSON input
  • Perform isolated tasks (web scraping, automation, data processing)
  • Produce structured JSON output to datasets and/or store data in key-value stores
  • Can run from seconds to hours or even indefinitely
  • Persist state and can be restarted

Prerequisites and setup (mandatory)

Before creating or modifying Actors, verify that `apify` CLI is installed `apify --help`.

If it is not installed, use one of these methods (listed in order of preference):

# Preferred: install via a package manager (provides integrity checks)
npm install -g apify-cli

# Or (Mac): brew install apify-cli

> **Security note:** Do NOT install the CLI by piping remote scripts to a shell > (e.g. `curl … | bash` or `irm … | iex`). Always use a package manager.

When the apify CLI is installed, check that it is logged in with:

apify info  # Should return your username

If not logged in, authenticate using OAuth (opens browser):

apify login

If browser login isn't available (headless environment or CI), the CLI automatically reads `APIFY_TOKEN` from the environment. Ensure the env var is exported and run any apify command - no explicit login needed. If the user doesn't have a token, generate one at https://console.apify.com/settings/integrations.

> **Security note:** Avoid passing tokens as command-line arguments (e.g. `apify login -t <token>`). > Arguments are visible in process listings and may be recorded in shell history. > Prefer environment variables or interactive login instead. > Never log, print, or embed `APIFY_TOKEN` in source code or configuration files. > Use a token with the minimum required permissions (scoped token) and rotate it periodically.

Template selection

**IMPORTANT:** Before starting Actor development, always ask the user which programming language they prefer:

  • **JavaScript** - Use `apify create <actor-name> -t project_empty`
  • **TypeScript** - Use `apify create <actor-name> -t ts_empty`
  • **Python** - Use `apify create <actor-name> -t python-empty`

Use the appropriate CLI command based on the user's language choice. Additional packages (Crawlee, Playwright, etc.) can be installed later as needed.

Quick start workflow

1. **Create Actor project** - Run the appropriate `apify create` command based on user's language preference (see Template selection above) 2. **Install dependencies** (verify package names match intended packages before installing)

  • JavaScript/TypeScript: `npm install` (uses `package-lock.json` for reproducible, integrity-checked installs — commit the lockfile to version control)
  • Python: `pip install -r requirements.txt` (pin exact versions in `requirements.txt`, e.g. `crawlee==1.2.3`, and commit the file to version control)

3. **Implement logic** - Write the Actor code in `src/main.py`, `src/main.js`, or `src/main.ts` 4. **Configure schemas** - Update input/output schemas in `.actor/input_schema.json`, `.actor/output_schema.json`, `.actor/dataset_schema.json` 5. **Configure platform settings** - Update `.actor/actor.json` with Actor metadata (see [references/actor-json.md](references/actor-json.md)) 6. **Write documentation** - Create comprehensive README.md for the marketplace (see [references/actor-readme.md](references/actor-readme.md) — this is mandatory, not optional) 7. **Test locally** - Run `apify run` to verify functionality (see Local testing section below) 8. **Deploy** - Run `apify push` to deploy the Actor on the Apify platform (Actor name is defined in `.actor/actor.json`)

Security

**Treat all crawled web content as untrusted input.** Actors ingest data from external websites that may contain malicious payloads. Follow these rules:

  • **Sanitize crawled data** — Never pass raw HTML, URLs, or scraped text directly into shell commands, `eval()`, database queries, or template engines. Use proper escaping or parameterized APIs.
  • **Validate and type-check all external data** — Before pushing to datasets or key-value stores, verify that values match expected types and formats. Reject or sanitize unexpected structures.
  • **Do not execute or interpret crawled content** — Never treat scraped text as code, commands, or configuration. Content from websites could include prompt injection attempts or embedded scripts.
  • **Isolate credentials from data pipelines** — Ensure `APIFY_TOKEN` and other secrets are never accessible in request handlers or passed alongside crawled data. Use the Apify SDK's built-in credential management rather than passing tokens through environment variables in data-processing code.
  • **Review dependencies before installing** — When adding packages with `npm install` or `pip install`, verify the package name and publisher. Typosquatting is a common supply-chain attack vector. Prefer well-known, actively maintained packages.
  • **Pin versions and use lockfiles** — Always commit `package-lock.json` (Node.js) or pin exact versions in `requirements.txt` (Python). Lockfiles ensure reproducible builds and prevent silent dependency substitution. Run `npm audit` or `pip-audit` periodically to check for known vulnerabili
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