
ark-research
by mckinsey
Provider-agnostic operations for agentic resources. ARK codifies patterns and practices developed across dozens of agentic application projects.
SKILL.md
name: ark-research description: Research technical solutions by searching the web, examining GitHub repos, and gathering evidence. Use when exploring implementation options or evaluating technologies.
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)
2. 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
3. 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?"
4. Local Research Workspace
Store findings in ./scratch/research/ for review:
mkdir -p ./scratch/research
Save:
- Cloned repo summaries
- Code snippets
- Architecture diagrams
- Comparison notes
5. 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](URL)
- [Repo](GitHub URL) - cloned and examined
- [Spec](URL) - 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
Score
Total Score
Based on repository quality metrics
SKILL.mdファイルが含まれている
ライセンスが設定されている
100文字以上の説明がある
GitHub Stars 100以上
1ヶ月以内に更新
10回以上フォークされている
オープンIssueが50未満
プログラミング言語が設定されている
1つ以上のタグが設定されている
Reviews
Reviews coming soon
