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docs: add Task API and Monitor API to ParallelTools#672

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Mustafa-Esoofally merged 7 commits into
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docs/parallel-tools-task-monitor-api
Jun 2, 2026
Merged

docs: add Task API and Monitor API to ParallelTools#672
Mustafa-Esoofally merged 7 commits into
mainfrom
docs/parallel-tools-task-monitor-api

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Summary

Updates ParallelTools documentation to cover the Task API and Monitor API tools added in agno-agi/agno#8071.

Changes:

  • Expanded tools/toolkits/search/parallel.mdx from ~80 lines to ~225 lines
  • Added Task API section with processor tiers (lite/base/pro/ultra) and output schema types
  • Added Monitor API section with frequency options and two-phase usage pattern
  • Updated MCP endpoint from deprecated search-mcp.parallel.ai to search.parallel.ai
  • Made API key optional (keyless access is rate-limited)
  • Updated all example pages with current code patterns

Files Changed

File Description
tools/toolkits/search/parallel.mdx Main toolkit documentation
tools/mcp/usage/parallel.mdx MCP server usage
examples/tools/parallel-tools.mdx Toolkit examples
examples/tools/mcp/parallel.mdx MCP example

Related

Extends ParallelTools docs to cover all four APIs added in agno PR #8071:

- Search API: quick web lookups (existing)
- Extract API: pull content from URLs (existing)
- Task API: deep research with structured output and citations (NEW)
- Monitor API: track topics over time, detect changes (NEW)

Updates:
- tools/toolkits/search/parallel.mdx: comprehensive toolkit docs
- tools/mcp/usage/parallel.mdx: updated MCP endpoint and optional API key
- examples/tools/parallel-tools.mdx: examples for all three APIs
- examples/tools/mcp/parallel.mdx: updated MCP example
@Mustafa-Esoofally Mustafa-Esoofally force-pushed the docs/parallel-tools-task-monitor-api branch from a27b50d to 34ddaf9 Compare June 2, 2026 15:18
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mintlify Bot commented Jun 2, 2026

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@Mustafa-Esoofally Mustafa-Esoofally force-pushed the docs/parallel-tools-task-monitor-api branch from 6fe60be to 2d8560e Compare June 2, 2026 15:34
@Mustafa-Esoofally Mustafa-Esoofally merged commit 703b25c into main Jun 2, 2026
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## Task

Deep research that takes a plain-language input and returns comprehensive, cited results. Use for multi-hop research that needs minutes (not seconds) and synthesis across many sources.
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the output can be structured output too. so lets mention, there is already an example below.

agent.print_response("What are the latest developments in AI agents?", stream=True)
```

## Task
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lets link to parallel's doc here too.

# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/91_tools
## Monitor
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lets link to parallel's doc too.

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3 participants