Agent Context Isolation
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Scrape web pages and extract content via Firecrawl MCP
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See how to installReview the instructions the agent will receive before you install.
uv run python -m runtime.harness scripts/mcp/firecrawl_scrape.py \
--url "https://example.com" \
--format "markdown"
--url: URL to scrape--format: Output format - markdown, html, text (default: markdown)--search: (alternative) Search query instead of direct URL# Scrape a page
uv run python -m runtime.harness scripts/mcp/firecrawl_scrape.py \
--url "https://docs.python.org/3/library/asyncio.html"
# Search and scrape
uv run python -m runtime.harness scripts/mcp/firecrawl_scrape.py \
--search "Python asyncio best practices 2024"
Requires firecrawl server in mcp_config.json with FIRECRAWL_API_KEY.
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Agent Context Isolation
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Delegate implementation, file reading, and testing to separate agents, then bring concise summaries back to the main conversation. The rules explain when delegation helps and when a small edit is better handled directly.
Agentic Workflow Pattern
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Guide for integrating Agentica SDK with Claude Code CLI proxy
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Consult Agentica APIs when building workflows where multiple AI agents cooperate. This reference covers eleven coordination patterns, agent tracking, shared state, handoffs, and ways to combine results, with pointers to detailed API specifications.
Write clearer instructions for Agentica and REPL agents by specifying roles, file operations, and output formats. Includes templates for dividing research, coordinating specialists, reviewing solutions, and passing results between agents through files.