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Parallel

by Parallel Web Systems

Gives AI agents web search, URL extraction, and deep research APIs that return cited, structured results, with Python and TypeScript SDKs, a CLI, and hosted MCP servers.

4
Skills
API Key
Auth
Yes
Streaming
Yes
Push

Skills

Search API

Runs natural-language web searches and returns ranked results with LLM-optimized excerpts sized for agent context windows.

Extract API

Converts public URLs into clean markdown, with objective-focused excerpts or full page content for downstream use.

Task Deep Research

Runs deep research and enrichment tasks with custom output schemas, citations, SSE progress events, and webhooks.

Web Monitoring

Tracks web changes on a schedule with the Monitor API and sends webhook notifications when new events are detected.

Research & Knowledgeweb-searchdeep-researchweb-extractiondata-enrichmentremote-mcpweb-monitoringcitations
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parallel-web
Gives AI agents web search, URL extraction, and deep research APIs that return cited, structured results, with Python and TypeScript SDKs, a CLI, and hosted MCP servers.
fields
nameParallel
providerParallel Web Systems
urlhttps://docs.parallel.ai
categoriesresearch
accessapi · cli · mcp
authapiKey
streamingtrue
pushtrue
verifiedtrue
tagsweb-search, deep-research, web-extraction, data-enrichment, remote-mcp, web-monitoring, citations
skills
search-apiSearch APIRuns natural-language web searches and returns ranked r…
extract-apiExtract APIConverts public URLs into clean markdown, with objectiv…
task-apiTask Deep ResearchRuns deep research and enrichment tasks with custom out…
monitor-apiWeb MonitoringTracks web changes on a schedule with the Monitor API a…
→ https://docs.parallel.ai