The context profiles thing is the key bit. Generic chatbot research is useless because it doesn't know your audience, your existing content, your angle - the agent needs that grounding to be useful.
Firecrawl as a CLI skill, a zero-dependency Node script for Synthetic.new's search API (which is bundled in their standard plan - I didn't realise until I dug through their docs), and Exa via MCP for the semantic angle. All three fanning out in parallel.
What MCP servers are you running for the content research agents?
The subagent architecture matches exactly how I structured my system. Specialized agents that the main orchestrator 'hires' for specific tasks.
I built Wiz - a personal AI agent with subagents for research, job searching, blog writing. Each maintains its own memory file, genuinely getting better over time.
The context profiles thing is the key bit. Generic chatbot research is useless because it doesn't know your audience, your existing content, your angle - the agent needs that grounding to be useful.
I've been building something similar but ended up using Claude Code skills for the search layer rather than MCP: https://reading.sh/how-to-build-a-solid-research-pipeline-in-claude-code-ff7878c5e2b5
Firecrawl as a CLI skill, a zero-dependency Node script for Synthetic.new's search API (which is bundled in their standard plan - I didn't realise until I dug through their docs), and Exa via MCP for the semantic angle. All three fanning out in parallel.
What MCP servers are you running for the content research agents?
The subagent architecture matches exactly how I structured my system. Specialized agents that the main orchestrator 'hires' for specific tasks.
I built Wiz - a personal AI agent with subagents for research, job searching, blog writing. Each maintains its own memory file, genuinely getting better over time.
Full architecture: https://thoughts.jock.pl/p/wiz-personal-ai-agent-claude-code-2026
What a valuable piece of content! Thanks for sharing with us generously!
I am gonna try this:)
Thank you Vinayak, glad you found it helpful. Next part will be first Agent set up.