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/apify-actor-development

Create, modify and validate Apify Actors with scoped inputs, storage schemas, runtime logic and deployment review.

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sickn33-agentic-awesome-skills-2
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Claude Code

$ npx -y skills add sickn33/agentic-awesome-skills --skill apify-actor-development --agent claude-code

SKILL.md

apify-actor-development.SKILL.md
name: apify-actor-development
description: "Create, modify and validate Apify Actors with scoped inputs, storage schemas, runtime logic and deployment review."
risk: critical
source: community
date_added: "2026-03-01"

Apify Actor Development

Execution and data scope

This is documentation, not a ready Actor. Use reviewed pinned CLI/SDK/templates and inspect lifecycle/install scripts; package managers do not guarantee safety. Reuse the existing language/lockfile rather than repeatedly asking. Use npm ci for an unchanged lockfile; exact Python versions alone do not pin all artifacts. Local Actors can access the network/cloud through configured clients, so inspect storage settings and credentials before testing; the default local storage is not a guarantee of no upload. Bound crawl origins, redirects, private-network access, page counts, concurrency, retries and cloud/proxy costs. Push/build/run/standby activation publishes code or starts paid work and requires the authorized account/Actor and rollback plan. Redact logs explicitly.

Generation attribution is optional task metadata, not an instruction to modify unrelated files or guess the model. Preserve existing metadata/history and share it only as authorized.

When to Use

  • You need to create, modify, or debug an Apify Actor project.
  • The task involves choosing an Apify template, wiring actor inputs/outputs, or implementing actor runtime logic.
  • You need safe setup guidance for `apify` CLI authentication, project bootstrap, or deployment workflow.

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 & 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 directly > into a shell. 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 it is not logged in, check if the `APIFY_TOKEN` environment variable is defined (if not, ask the user to generate one on https://console.apify.com/settings/integrations and then define `APIFY_TOKEN` with it).

Then authenticate using one of these methods:

# Option 1 (preferred): The CLI automatically reads APIFY_TOKEN from the environment.
# Just ensure the env var is exported and run any apify command — no explicit login needed.

# Option 2: Interactive login (prompts for token without exposing it in shell history)
apify login

> **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 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. <!-- security-allowlist: defensive untrusted-input guidance -->
  • **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 une
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Questions about apify-actor-development.

Which coding agents can use apify-actor-development?
apify-actor-development installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.