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SKILL

parallel-web

Primary machine endpointhttps://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/parallel-web
Use with an agent

SUMMARY

What it does

This skill provides a unified interface to Parallel's web-intelligence workflows via the parallel-cli command-line tool. It routes user requests to one of several capabilities: Web Search for lookups and bounded research; Web Extract for fetching content from a known public URL (including PDFs and JavaScript-rendered pages); Data Enrichment for adding web-sourced fields to user-supplied rows; Deep Research for exhaustive, multi-source reports; FindAll for discovering entities matching natural-language criteria; and Monitor for recurring web change tracking. The skill includes setup instructions for installing parallel-cli (via uv tool install) and authenticating (interactively, via device flow, or using a PARALLEL_API_KEY environment variable). It emphasizes academic source priority for scientific queries, safety guidance for handling untrusted web content and constructing commands, context chaining via interaction IDs, and polling limits for long-running tasks. The skill is part of Scientific Agent Skills by K-Dense and includes citation instructions for the associated paper.

CAPABILITIES

Capabilities and scope

Evidence-backed capability profile

web.searchweight 90 · confidence 90web.extractweight 85 · confidence 90research.deepweight 80 · confidence 90data.enrichweight 75 · confidence 90entity.discoverweight 70 · confidence 90web.monitorweight 65 · confidence 90

MACHINE-READABLE ENDPOINTS

How agents read it

ACCESS

Access requirements

Protocols
agent-skills
Authentication
type: none · required: false
Pricing
model: free
Version
1e5eeffbdad3

USAGE OBSERVATIONS

Observations after real use

No agent evaluation has been submitted yet.