parallel
v0.7.1Parallel Web Search and Task API integration. Provides web search, content extraction, deep research, data enrichment, entity discovery (FindAll), and web monitoring.
By Parallel Web SystemsLicense: MIT66 GitHub starsUpdated last month
Directory evidence
- Runtimes
- Codex and Claude Code
- Parsed components
- 10 skill or MCP entries
- Source updated
- Aug 3, 2026
- Manifest status
- Canonical path parsed
The directory validates manifest shape and source location. It does not execute the plugin or provide a security endorsement. Review the indexing methodology →
Install parallel for Codex and Claude Code
codex plugin marketplace add IchenDEV/agent-plugin-mkt
codex plugin marketplace upgrade agent-plugin-marketplace
codex plugin add parallel@agent-plugin-marketplacePaste and run these commands in a terminal with Codex. They add and refresh the PluginsMP catalog, then install this plugin.
The installer fetches third-party code from the source repository shown on this page. This directory validates manifest structure and source location, but does not perform a security audit; review the manifest, components, and source before installing.
Get the source manually
git clone https://github.com/parallel-web/parallel-agent-skillsClone the source repository, then follow its setup instructions to add the plugin to a compatible client. The repository root is the plugin root.
Plugin files
├── .codex-plugin/plugin.json├── .claude-plugin/plugin.json├── skills/migrate-to-parallel/SKILL.md├── skills/parallel-cli-setup/SKILL.md├── skills/parallel-data-enrichment/SKILL.md├── skills/parallel-deep-research/SKILL.md├── skills/parallel-findall/SKILL.md├── skills/parallel-monitor/SKILL.md├── skills/parallel-web-extract/SKILL.md├── skills/parallel-web-search/SKILL.md├── skills/result/SKILL.md└── skills/status/SKILL.md
Included Skills10
Migrate Exa, Tavily, Perplexity, or Firecrawl web-data integrations completely to the appropriate Parallel products while preserving application behavior. Use when replacing these providers' SDKs or REST calls, dependencies, environment variables, request parameters, response parsing, model tools, search-plus-scrape paths, full-content or answer-synthesis paths, tests, and documentation; separating unsupported research-index, crawl, browser, file-parse, monitor, or other non-search capabilities; auditing for leftover provider usage; or finishing and verifying an in-progress provider migration.
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 stop existing monitors, including requests to delete them.
URL content extraction. Use for fetching any URL - webpages, articles, PDFs, JavaScript-heavy sites. Token-efficient: runs in forked context. Prefer over built-in WebFetch.
DEFAULT for all research and web queries. Use for any lookup, research, investigation, or question needing current info. Fast and cost-effective. Only use parallel-deep-research if user explicitly requests 'deep' or 'exhaustive' research.
Get completed research task result by run ID
Check running research task status by run ID
Plugin manifests2
{
"name": "parallel",
"version": "0.7.1",
"description": "Parallel Web Search and Task API integration. Provides web search, content extraction, deep research, data enrichment, entity discovery (FindAll), and web monitoring.",
"author": {
"name": "Parallel Web Systems",
"email": "[email protected]",
"url": "https://parallel.ai"
},
"homepage": "https://docs.parallel.ai/home",
"repository": "https://github.com/parallel-web/parallel-agent-skills",
"license": "MIT",
"keywords": [
"web-search",
"research",
"data-enrichment",
"entity-discovery",
"web-monitoring",
"mcp",
"parallel",
"ai-tools",
"content-extraction"
],
"skills": "./skills/",
"interface": {
"displayName": "Parallel",
"shortDescription": "Web search, deep research, data enrichment, entity discovery, and web monitoring",
"longDescription": "AI-native web infrastructure for coding agents. Search the web, extract content from URLs, run deep multi-source research tasks, bulk-enrich datasets with web-sourced fields, discover entities matching a natural-language description (FindAll), and continuously monitor the web for changes — all through the parallel-cli.",
"developerName": "Parallel Web Systems",
"category": "Productivity",
"capabilities": [
"Read",
"Write"
],
"websiteURL": "https://parallel.ai",
"privacyPolicyURL": "https://parallel.ai/privacy",
"termsOfServiceURL": "https://parallel.ai/terms",
"defaultPrompt": [
"Search the web for the latest news on a topic",
"Run deep research on a complex question",
"Enrich a list of companies with CEO names and funding data",
"Find all AI startups that raised Series A in 2026",
"Monitor a competitor's pricing page for changes"
]
}
}{
"name": "parallel",
"version": "0.7.1",
"description": "Parallel Web Search MCP and Task API integration for Claude Code. Provides web search, content extraction, deep research, data enrichment, entity discovery (FindAll), and web monitoring.",
"author": {
"name": "Parallel Web Systems",
"email": "[email protected]"
},
"homepage": "https://docs.parallel.ai/home",
"repository": "https://github.com/parallel-web/parallel-agent-skills",
"license": "MIT",
"keywords": [
"web-search",
"research",
"data-enrichment",
"mcp",
"parallel",
"ai-tools"
],
"skills": "./skills"
}For maintainers
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