ark-research

Research technical solutions and gather evidence before implementation.

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Install skill "ark-research" with this command: npx skills add mckinsey/agents-at-scale-ark/mckinsey-agents-at-scale-ark-ark-research

Ark Research

Research technical solutions and gather evidence before implementation.

Research Process

  1. Web Search First

Always start with web search to find:

  • Official documentation

  • GitHub repositories

  • Blog posts and tutorials

  • Protocol specifications (PDFs, RFCs)

  1. Examine GitHub Repositories

GitHub raw content is often blocked. Clone repos to examine them:

cd /tmp git clone https://github.com/owner/repo.git cat /tmp/repo/README.md

Look for:

  • README documentation

  • Code examples

  • Architecture patterns

  • Dependencies and requirements

  1. Handle Blocked Content

If a website cannot be loaded:

  • Ask the user to paste the relevant content

  • Request PDFs or specification documents

  • Ask for screenshots if visual content is needed

Example prompt:

"I found a relevant resource at [URL] but cannot access it. Could you paste the key content or provide the PDF?"

  1. Local Research Workspace

Store findings in ./scratch/research/ for review:

mkdir -p ./scratch/research

Save:

  • Cloned repo summaries

  • Code snippets

  • Architecture diagrams

  • Comparison notes

  1. Evidence Requirements

Minimum 2-3 datapoints required before recommending a solution:

  • GitHub repo with active maintenance

  • Documentation or specification

  • Real-world usage examples

  • Community feedback (issues, discussions)

If insufficient evidence, ask for guidance:

"I found only one reference to this approach. Can you point me to additional resources or clarify the requirements?"

Output Format

Always back up findings with sources:

Research: [Topic]

Option 1: [Solution Name]

  • Source: [URL or repo link]
  • Pros: ...
  • Cons: ...
  • Evidence: [What confirms this works]

Option 2: [Solution Name]

...

Recommendation

Based on [N] sources, I recommend [Option] because...

Sources

  • Title
  • [Repo](GitHub URL) - cloned and examined
  • Spec - user provided

Example Usage

User: "Research options for terminal recording in an MCP server"

  • Web search: "terminal recording library node typescript"

  • Find GitHub repos → clone to /tmp and examine

  • Find asciinema, VHS, xterm.js

  • Compare approaches in ./scratch/research/terminal-recording.md

  • Present options with 2-3 sources each

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