{"enrichment":{"faq":[{"a":"parallel-web enables web search for current information and research topics. Use the search capability to query the web directly, retrieving up-to-date results across multiple sources. The tool routes your request to the appropriate search function based on your query type, whether you're looking for general information, specific entities, or research data.","q":"How do I search the web with parallel-web?"},{"a":"Yes. parallel-web supports extracting and fetching content from specific URLs, including PDFs. This capability lets you pull structured data directly from web pages or documents without manual copying, making it useful for gathering information from particular sources you've identified.","q":"Can parallel-web extract content from a URL?"},{"a":"parallel-web conducts exhaustive multi-source research reports by aggregating data from numerous web sources on a single topic. This goes beyond simple searches to provide comprehensive research synthesis, ideal when you need thorough coverage and cross-source validation of information.","q":"What is parallel-web's exhaustive research capability?"},{"a":"parallel-web enriches datasets by fetching web-sourced fields and values to augment your existing data. You can supply lists or datasets and have parallel-web automatically populate missing information, validate entries, or add contextual web data to each record.","q":"How can parallel-web enrich data with web sources?"},{"a":"Yes. parallel-web supports recurring web monitoring and tracking to detect changes on websites over time. Set up monitoring tasks to watch for updates, new content, or structural changes, enabling you to stay informed about evolving web resources without manual checking.","q":"Does parallel-web monitor website changes over time?"},{"a":"parallel-web is released under the MIT license, allowing free use, modification, and distribution with minimal restrictions. This open-source licensing makes it accessible for both personal and commercial projects.","q":"What license does parallel-web use?"}],"shadow_tags":["web-intelligence","data-enrichment","entity-discovery","academic-research","async-task-polling","url-extraction","change-tracking","cli-automation","structured-data"],"summary_rewrite":"Parallel Web unifies web intelligence workflows through multiple capabilities: search for current information and research topics, extract content from specific URLs, enrich datasets with web-sourced fields, discover entities by criteria, run exhaustive multi-source reports, and set up recurring web monitoring. Route requests to the right capability based on your need."},"files":[{"bytes":6189,"path":"skills/parallel-web/SKILL.md","sha256":"9a3cc862289195c9d13409e3ec77aae71ed6839ed0205abf28b328d61dfcfe34","url":"https://skillfed.io/files/K-Dense-AI/scientific-agent-skills/parallel-web/8ebd73ae/SKILL.md"}],"id":"K-Dense-AI/scientific-agent-skills/parallel-web","links":{"html":"https://skillfed.io/K-Dense-AI/scientific-agent-skills/parallel-web","md":"https://skillfed.io/K-Dense-AI/scientific-agent-skills/parallel-web.md","repo":"https://github.com/K-Dense-AI/scientific-agent-skills"},"meta":{"agents_supported":[],"first_seen":"2026-07-28","forks":3173,"language":"Python","last_updated":"2026-07-28","license":"MIT","name":"parallel-web","publisher":"K-Dense-AI","stars":31940},"relations":{"similar":[{"id":"K-Dense-AI/scientific-agent-skills/research-lookup"},{"id":"NousResearch/hermes-agent/parallel-cli"},{"id":"tristanmanchester/agent-skills/parallel-ai-search"},{"id":"parallel-web/parallel-agent-skills/parallel-cli-setup"},{"id":"K-Dense-AI/scientific-agent-skills/literature-review"},{"id":"parallel-web/parallel-agent-skills/parallel-findall"},{"id":"zLanqing/codex-claude-academic-skills/literature-review"},{"id":"parallel-web/parallel-agent-skills/parallel-deep-research"},{"id":"parallel-web/parallel-agent-skills/parallel-data-enrichment"},{"id":"LeonChaoX/qinyan-academic-skills/research-lookup"}]},"slug":{"owner":"K-Dense-AI","repo":"scientific-agent-skills","skill":"parallel-web"},"version":"8ebd73ae"}