Swytchcode is a CLI execution layer that sits between your AI agent and production APIs like Firecrawl—handling authentication, retries, idempotency, and policy control so your agent can call real APIs safely instead of failing silently.

How do I get started with Swytchcode?

Run "npx swytchcode" to install the CLI. Your first 2 live commands don't need an account; after that, run "swytchcode login". Dry runs, --explain, and demos don't count. Then run "swytchcode get firecrawl" to pull the Firecrawl manifest and you're ready to call it from your agent.

How does an AI agent actually call the Firecrawl API through Swytchcode?

Your agent runs "swytchcode exec firecrawl. " with arguments. Swytchcode validates the call against the Firecrawl manifest schema, attaches your stored credentials, executes the request, and returns structured JSON your agent can act on—no auth or HTTP handling lives in your agent's code.

What happens if a Firecrawl call fails, times out, or hits a rate limit?

Swytchcode assigns every Firecrawl call an idempotency key and retries it automatically on transient failures or rate limits. If your agent re-runs the same action, Swytchcode recognizes the retry and prevents duplicate writes—a raw HTTP call wouldn't give you that safety net.

Can I restrict which Firecrawl actions my agent is allowed to run?

Yes. Allow and deny rules, available on Pro and above, can limit which Firecrawl actions run. Approval workflows, available on Business and above, hold a matching command until someone approves or denies it in that workspace's Slack or Telegram channel. If nobody responds within 48 hours, the command doesn't run.

Where does Swytchcode store my Firecrawl credentials?

You authenticate once, and Swytchcode stores and refreshes your Firecrawl credentials server-side. Your agent—and the LLM behind it—only ever sees action names and results, never raw API keys or tokens.

Do I need to write a custom Firecrawl SDK integration for my agent?

No. "swytchcode get firecrawl" pulls a pre-built, versioned manifest describing every available Firecrawl action and its parameters, so your agent calls actions by name instead of you writing and maintaining request/response glue code.

How is calling Firecrawl through Swytchcode different from calling its API directly?

A direct call means you handle token refresh, retries, error parsing, and schema drift yourself, with no guardrails on what the agent can execute. Swytchcode does all of that and checks each call against your policy rules first, so an agent can't do something with Firecrawl you didn't explicitly approve.

Do I need a specific framework to call Firecrawl?

No. Swytchcode runs as a CLI or MCP server, so any agent, IDE assistant, or script can call it. Use the LLM and framework your team prefers.

Does Swytchcode log what my agent does with Firecrawl?

Yes. Every Firecrawl call—action, arguments, result, and timestamp—is written to a full audit trail, so you can debug unexpected agent behavior or review exactly what ran in production.

Get started

Data & Analytics

API Integration

Firecrawl API for AI Agents

Connect the Firecrawl API to your AI agent through Swytchcode. Call the Firecrawl API from the agent stack you already run. Swytchcode supplies the manifest, then handles authentication, retries, idempotency, and validation on every call.

Copy paste to your AI agent

Visit official site View documentation

Provider: Firecrawl
Category: Data & Analytics
License: Proprietary
Manifest: firecrawl
Official site: firecrawl.dev
API docs: View docs

Use cases

What can you build with the Firecrawl API?

Copy a prompt for the kind of Firecrawl assistant you want. Each one includes the skills.md setup.

Numbers assistant

Week over week

Duplicate finder

Pipeline watcher

Schema guide

Data quality

Setup guide

How to connect the Firecrawl API to an AI agent

Four steps, no SDK, no boilerplate. Every Firecrawl call routed through Swytchcode is idempotency-keyed and safe to retry.

1
Install the CLI
Run "npx swytchcode" to install the Swytchcode CLI—no account required to start.
2
Pull the manifest
Run "swytchcode get firecrawl" to pull the Firecrawl API manifest, including its schema and available actions.
3
Authenticate once
Provide your Firecrawl API credentials a single time. Swytchcode stores and refreshes them so your agent never handles raw secrets.
4
Call it from your agent
Run "swytchcode exec firecrawl.<action> --key value" from any agent or script. No SDK, no framework lock-in.

swytchcode get firecrawl
swytchcode exec firecrawl.<action> --key value

FAQ

Frequently asked questions

WeatherAPI

WeatherAPI integration available through Swytchcode.

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OpenWeather

OpenWeather integration available through Swytchcode.

Data & Analytics

Meilisearch

Meilisearch integration available through Swytchcode.

Data & Analytics

ipstack

ipstack integration available through Swytchcode.

Data & Analytics

Build me a Firecrawl AI assistant

Copy the prompt into your agent. It will load Swytchcode and wire up Firecrawl.

Firecrawl API for AI Agents

What can you build with the Firecrawl API?

How to connect the Firecrawl API to an AI agent

Frequently asked questions

What is Swytchcode?

How do I get started with Swytchcode?

How does an AI agent actually call the Firecrawl API through Swytchcode?

What happens if a Firecrawl call fails, times out, or hits a rate limit?

Can I restrict which Firecrawl actions my agent is allowed to run?

Where does Swytchcode store my Firecrawl credentials?

Do I need to write a custom Firecrawl SDK integration for my agent?

How is calling Firecrawl through Swytchcode different from calling its API directly?

Do I need a specific framework to call Firecrawl?

Does Swytchcode log what my agent does with Firecrawl?

Other Data & Analytics integrations

Build me a Firecrawl AI assistant