parallel

Plugin parallel from marketplace parallel-agent-skills in parallel-web/parallel-agent-skills. Commands read from the repo's manifest — yesterday.

Skills (15)

• migrate-to-parallel

  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, s

• parallel-api

  Build apps and agents on the Parallel API: Search, Extract, Responses, Task, Decisions and Monitor, through the parallel-web Python and TypeScript SDKs or REST. Use when writing, reviewing or debugging code that calls Parallel; when choosing a Parallel API, search mode, reasoning effort or Task proc

• parallel-cli-setup

  Set up and maintain the Parallel CLI (install, auth, balance, skills install)

• parallel-data-enrichment

  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.

• parallel-deep-research

  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 follow-ups with a known prior Task interaction ID.

• 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'. Diffe

• parallel-mcp-setup

  Use when installing, configuring, or troubleshooting an authenticated Parallel Search MCP connection in Bifrost, including gateway-level search settings and downstream tool access.

• parallel-memory

  Recall past Parallel Task, Monitor, and FindAll runs when they may help; evict runs or clear memory when asked.

• parallel-monitor

  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 weekl

• parallel-search-evaluation

  Use for search evaluation, a POC or bake-off, Parallel vs Exa/Tavily comparisons, SimpleQA/DeepSearchQA benchmarks, or diagnosing search evaluation results. For product selection use parallel-api; for integration migration use migrate-to-parallel.

• parallel-search-setup

  Set up, authenticate, verify, or troubleshoot Parallel MCP, including the Claude unified plugin and anonymous Search MCP installations. Use when the user installs the plugin, says "set up Parallel Search", reports missing tools, authentication failures, or rate limits. For authenticated gateway depl

• parallel-web-extract

  CLI-backed URL extraction. Use when the user explicitly invokes this skill, needs CLI-only controls or saved JSON output, or no Parallel web_fetch MCP tool is available. When the bundled Parallel Search MCP is available, prefer its web_fetch tool for ordinary webpages, articles, PDFs, and JavaScript

• parallel-web-search

  CLI-backed web search. Use when the user explicitly invokes this skill, needs CLI-only controls or saved JSON output, or no Parallel web_search MCP tool is available. When the bundled Parallel Search MCP is available, prefer its web_search tool for ordinary lookups and current-information queries. O

• result

  Get completed research task result by run ID

• status

  Check running research task status by run ID

Subagents (1)

• parallel-subagent

  Runs parallel-cli commands and returns output. Cannot read files.

MCP servers (1)

• parallel-search

  connects to: https://search.parallel.ai/mcp

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