I'm Building 5 Research Agents for My Content System (Here's the Setup)

Build log covering MCP infrastructure, context profiles, and directory structure for setting up 5 research agents in a content system.

Table of Contents

This lesson covers the foundation setup for a 5-agent Claude Code research system (Content Researcher, SEO/AEO Researcher, Competitive Analyzer, Technical Verifier, Content Gap Analyzer) built on MCP servers, a .claude directory structure, and business context profiles. It lets a content creator automate topic, keyword, and competitor research, cutting a 5-6 hour manual process to about 30 minutes.

What you will be able to do

  • Set up the .claude directory structure (agents, research-profiles, research-outputs, build-logs) that every agent will use
  • Configure Perplexity and Firecrawl MCP servers in .mcp.json so Claude Code can search and scrape for research
  • Test that MCP connections work with a live Perplexity search and a Firecrawl scrape before building any agent
  • Write business-context.md, content-strategy.md, and competitor-watchlist.md so agents research through your specific positioning and audience
  • Plan the roles of 5 specialized research agents so each has its own MCP tools and output format instead of one generic assistant

Before you start

  • Claude Code installed with a project workspace where you can create a .mcp.json file
  • A Perplexity API key (no free tier, $5 per 1000 requests)
  • A Firecrawl API key (free tier gives 500 pages per month)
  • Comfort running terminal commands like mkdir and editing a JSON config file

Reference

Step What you do Key detail Time
1. Directory structure Create folders for the agent system mkdir -p .claude/agents, .claude/research-profiles, .claude/research-outputs/{research-briefs,serp-analyses,competitive-reports}, .claude/build-logs 1 min
2. API keys Get keys for the two MCP tools Perplexity: perplexity.ai/api, no free tier, $5/1000 requests. Firecrawl: firecrawl.dev, free tier 500 pages/month 5 min
3. MCP config Register both servers in .mcp.json at the project root Perplexity package @perplexity-ai/mcp-server, Firecrawl package firecrawl-mcp, each with its API key under env 5 min
4. Test connections Restart Claude Code, then test each server Ask it to run a Perplexity search and a Firecrawl scrape of a page; no startup errors is the good sign 5 min
5. Context profiles Write the files agents read before researching business-context.md (identity, mission, avatars, pain points, positioning), content-strategy.md (pillars, voice, topics to cover/avoid, formats, SEO/AEO approach), competitor-watchlist.md (competitors, monitoring focus, cadence) 10 min
Total Full foundation setup Directory + keys + MCP config + testing + profiles ~35 min

Common errors and fixes

What goes wrong The fix
Claude Code shows errors on startup after editing .mcp.json Treat a clean startup with no errors as the sign the config loaded correctly; if you see errors, recheck the server entries and API key placeholders
API key placeholders left in .mcp.json Replace your-key-here for both Perplexity and Firecrawl with your actual keys before restarting Claude Code
Perplexity costs climb fast There is no free tier ($5/1000 requests), so optimize which calls you actually make rather than querying freely
Context profiles get skipped to save time Skipping this step is called out directly as something not to do. Without it, agents fall back to generic research, the same textbook-style answers you'd get from a plain ChatGPT or Claude chat

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The complete lesson, with screenshots and any downloads, is published on Substack as part of PubFlow OS Agents: Build Your AI Research Team.

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Dheeraj Sharma

Dheeraj Sharma

AI Systems Builder
Creator of the n8n Zero to Hero course (42 lessons, 31+ hours). I help solopreneurs build AI systems that grow revenue without growing workload.

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