Cursor old-CLI eval surfaced that '## If parallel-cli is not found' could be misread as 'findall subcommand not found' on a skim. Rename to '## If the parallel-cli binary is not installed' and add an explicit cross-reference to the in-body 'no such command' guidance so a skimming agent doesn't mis-route a stale-CLI error to /parallel-setup (which is for binary-missing) when it should trigger 'parallel-cli update'.
Parallel Agent Skills
Agent Skills for Parallel — web search, content extraction, deep research, and data enrichment for AI coding agents.
Prerequisites
-
Install the CLI
curl -fsSL https://parallel.ai/install.sh | bash -
Get an API key at parallel.ai and set it as an environment variable:
export PARALLEL_API_KEY="your-key"Or authenticate interactively after installing the CLI:
parallel-cli login -
Install the skills into your AI agent (see below).
Installation
Agent Skills
Use the Vercel Skills CLI to install skills into Cursor, Cline, GitHub Copilot, and 30+ other agents.
# Install all skills globally (available in all projects)
npx skills add parallel-web/parallel-agent-skills --all --global
# Or install to current project only
npx skills add parallel-web/parallel-agent-skills --all
# Install a specific skill
npx skills add parallel-web/parallel-agent-skills --skill parallel-web-search
# Preview available skills
npx skills add parallel-web/parallel-agent-skills --list
Claude Code
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 the CLI and authenticate if not done already
/parallel:setup
OpenAI Codex
Install skills using the built-in skill installer (run inside Codex):
$skill-installer parallel-web/parallel-agent-skills
Then install the CLI and authenticate:
curl -fsSL https://parallel.ai/install.sh | bash
parallel-cli login
Skills
Skills 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) |
| setup | Install CLI and authenticate |
| status | Check running research task status |
| result | Get completed research task result |
Examples
/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:setup
Resources
Local Development
Claude Code:
git clone https://github.com/parallel-web/parallel-agent-skills.git
claude --plugin-dir /path/to/parallel-agent-skills
/parallel: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/
Releasing a New Version
Claude Code plugins are pinned to commit SHAs, and npx skills add pulls the latest from main.
- Bump the version in all three locations:
.claude-plugin/plugin.json→version.claude-plugin/marketplace.json→metadata.version.claude-plugin/marketplace.json→plugins[0].version
- Commit and push to
main
License
MIT