parallel-findall
Discover entities (companies, people, products, etc.) matching a natural-language description. Use when the user asks to 'find all X' or 'list every Y that…' — e.g., 'Find AI startups that raised Series A in 2026', 'List roofing companies in Charlotte NC', 'Show me YC W24 dev tools companies'. Different from web-search (which returns webpages) and deep-research (which returns a narrative report). Use this when the user wants a structured list of entities.
Install
With your agent
Install OMGSkills skill "parallel-web/parallel-agent-skills:skills/parallel-findall" into this agent's normal skills directory: call the OMGSkills MCP get_install_plan tool for your agent and run the script it returns (it installs only the pinned commit and verifies SKILL.md), and stop if MCP or the pin is unavailable. Do not overwrite or change existing skills without asking me.
Manual command
git clone https://github.com/parallel-web/parallel-agent-skills /tmp/parallel-agent-skills && ln -s /tmp/parallel-agent-skills/skills/parallel-findall ~/.claude/skills/parallel-findallFrom README
FindAll: Entity Discovery Find: $ARGUMENTS Full FindAll requires parallel-cli ≥ 0.3.0; the optional entity-search path requires ≥ 0.6.0. If a documented command or option is missing, update through the method used for this CLI, then retry. See . When to use this skill Use FindAll for a structured list of entities matching a description. Use parallel-web-search for webpages or quick answers, parallel-deep-research for narrative analysis, and parallel-data-enrichment to add fields to a list the user already has. Default to the comprehensive, asynchronous findall run. It supports match conditions, exclusions, enrichment, evidence, and entity types beyond companies and people. “Find all” does not guarantee exhaustive internet coverage. Use the synchronous entity-search path only when the user explicitly wants a quick or rough list of companies or people and accepts results without individual verification. Do not choose it just because the entity type is supported.
More from this repo
parallel-cli-setup
Set up and maintain the Parallel CLI (install, auth, balance, skills install)
choose-your-parallel-api
Choose the right Parallel API and configuration for cost, latency, and answer quality.
migrate-to-parallel
Migrate Exa, Tavily, Perplexity, or Firecrawl web-data integrations completely to the appropriate Parallel products...