By parallel-web
Run parallel web searches, extract content from any URL, perform deep research, discover entities, enrich data with web-sourced fields, and monitor web pages for changes—all through the Parallel CLI.
Set up and maintain the Parallel CLI (install, auth, balance, skills install)
Bulk data enrichment. Adds web-sourced fields (CEO names, funding, contact info) to lists of companies, people, or products. Use for enriching CSV files or inline data. Supports multi-turn: pass --previous-interaction-id from a prior research task to carry context forward.
ONLY use when user explicitly says 'deep research', 'exhaustive', 'comprehensive report', or 'thorough investigation'. Slower and more expensive than parallel-web-search. For normal research/lookup requests, use parallel-web-search instead. Supports multi-turn: pass --previous-interaction-id from a prior research or enrichment to continue with context.
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.
Continuously track the web for changes on a recurring cadence. Use when the user asks to 'monitor', 'track changes to', 'watch', or 'alert me when' something on the web changes — e.g., 'Track price changes for iPhone 16', 'Alert me when Tesla files a new 8-K', 'Monitor competitor pricing pages weekly'. Also use to list, inspect, update, or delete existing monitors.
Uses power tools
Uses Bash, Write, or Edit tools
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Agent Skills for Parallel — web search, content extraction, deep research, and data enrichment for AI coding agents.
The parallel-cli tool (installed + authenticated, with a non-zero balance) is required to run the skills. The parallel-cli-setup skill walks an agent through install, auth, balance, and skills install end-to-end — install the plugin/skills below, then run /parallel:parallel-cli-setup from your agent.
Use parallel-cli to install skills into Cursor, Cline, GitHub Copilot, and other compatible agents.
# Install all Parallel skills
parallel-cli skills install
Available as a Claude Code Plugin Marketplace.
/plugin marketplace add parallel-web/parallel-agent-skills
/plugin install parallel
# restart Claude Code before continuing!
# this will install/update CLI and authenticate if not done already
/parallel:parallel-cli-setup
Install skills using the built-in skill installer (run inside Codex):
$skill-installer parallel-web/parallel-agent-skills
Then run the setup skill to install/auth the CLI:
/parallel:parallel-cli-setup
A human + machine-readable catalog is published at skills.parallel.ai.
Useful endpoints:
https://skills.parallel.ai/<skill>/SKILL.md — live raw skill filehttps://skills.parallel.ai/<skill>/manifest.json — file manifest + checksumshttps://skills.parallel.ai/<skill>/versions.json — release history for that skillhttps://skills.parallel.ai/archives/<skill>/<version>.zip — immutable GitHub Release archive via CDN redirectSkills follow the Agent Skills specification and double as Claude Code slash commands.
| Skill | Description |
|---|---|
| parallel-web-search | Web search (default for most research queries) |
| parallel-web-extract | Extract content from URLs, articles, PDFs |
| parallel-deep-research | Comprehensive research and analysis |
| parallel-data-enrichment | Enrich lists of companies, people, products |
| parallel-findall | Discover entities matching a natural-language description |
| parallel-monitor | Continuously track the web for changes (with webhooks) |
| parallel-cli-setup | Install/update CLI, authenticate, and handle balance |
| status | Check running research task status |
| result | Get completed research task result |
/parallel:parallel-web-search latest React 19 features
/parallel:parallel-web-extract https://docs.parallel.ai
/parallel:parallel-deep-research competitive landscape of AI code assistants
/parallel:parallel-data-enrichment Apple, Microsoft, Google - get CEO names
/parallel:parallel-findall AI startups that raised Series A in 2026
/parallel:parallel-monitor track price changes for the iPhone 16 Pro
/parallel:parallel-cli-setup
See MAINTAINERS.md for maintainer workflows, release process, and dev setup.
Claude Code:
git clone https://github.com/parallel-web/parallel-agent-skills.git
claude --plugin-dir /path/to/parallel-agent-skills
/parallel:parallel-cli-setup
Codex:
git clone https://github.com/parallel-web/parallel-agent-skills.git
cd parallel-agent-skills
codex
# Skills are auto-discovered via .agents/skills/
MIT
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