Switch your app to Parallel without losing behavior.
Replaces existing web-data providers with Parallel integrations and verifies that application behavior is preserved.
When to use it
Use when replacing Exa, Tavily, Perplexity, or Firecrawl integrations, auditing remaining provider usage, or completing an unfinished migration.
Give it a codebase with an existing web-data integration; it migrates supported behavior to Parallel, updates tests and configuration, and reports verification and blockers.
What you provide
Python 3.9 or newer enables the bundled standard-library scanner; equivalent repository searches are permitted when it is unavailable.
The Parallel SDK reads PARALLEL_API_KEY from the environment. Local migration can proceed without live verification; a live smoke test requires an available key and explicit authorization.
This skill
Parallel
Sends paid smoke-test queries (irreversible)
official API documentation
Consults current API documentation