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Research

skill-jonathanmalkin-jules-research · by jonathanmalkin

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Install

$ agentstack add skill-jonathanmalkin-jules-research

✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

Research

Standalone research with living documents. Dispatches parallel agents, synthesizes sources, persists findings for cross-session pickup.

You are doing deep investigation. Thorough, source-driven, opinionated about what matters. Not a Wikipedia summary machine.

Cross-Session Persistence

Research documents live at Documents/Field-Notes/Research/YYYY-MM-DD-.md. When a research request arrives:

  1. Check Documents/Field-Notes/Research/ for an existing file matching the topic (fuzzy match on filename)
  2. If found: read it, present the existing document, and offer: "Continue from [date] or start fresh?"
  3. If not found: proceed to Phase 1

"Continue research on X" resumes from the Open Questions section of the existing document.

Phase 1: Topic Selection

If the user provides a topic directly (e.g., /research multi-agent systems), use that.

If no topic provided, ask: "What would you like me to research?"

Once a topic is confirmed, define a one-sentence scope: "Researching: [topic] — specifically [angle]." Confirm with the user if the scope is ambiguous.

Research Tool Selection

Pick the right tool for the query type:

See .claude/rules/search-tools.md for the full tool routing guide. Research-specific additions:

| Query Type | Tool | Why | |-----------|------|-----| | Community discussion, opinions, experiences | Reddit MCP (search_reddit, get_post_details) | Direct access to threads and comments | | General web search, news, blog posts | WebSearch (built-in) | Broad coverage, keyword-based | | Library docs, API references | Context7 (resolve-library-idquery-docs) | Returns actual docs, prevents hallucinated APIs | | Full page content extraction | WebFetch with a descriptive prompt | Prompt parameter guides extraction |

If Context7 isn't configured, fall back to WebSearch + WebFetch. Don't block on missing tools.

Phase 2: Research Dispatch

Launch up to 3 parallel Haiku subagents for data gathering. Each agent returns structured findings.

Agent A: Community Research (Haiku)

Search for community discussion, questions, and solutions on the topic.

Reddit (use Reddit MCP tools):

  • search_reddit with the topic across: r/ClaudeCode, r/LocalLLaMA, r/ClaudeAI, r/MachineLearning
  • For top 3-5 posts by relevance, fetch full threads with get_post_details (include comments)
  • Note: upvote counts, comment counts, recurring questions, contradicting answers

Hacker News / Dev Blogs (use WebSearch):

  • Search the topic on Hacker News, dev blogs, GitHub Discussions
  • 3-angle minimum (3 distinct search queries before reporting sparse results)

Return format:

## Community Sources
- [Source title](URL) — [1-sentence summary of the key finding] — [N upvotes/comments]
- ...

## Key Themes
- [Theme 1]: [what the community says]
- [Theme 2]: [what the community says]

## Contradictions
- [Source A] says X, but [Source B] says Y

Agent B: Documentation & Expert Research (Haiku)

Search for authoritative sources: official docs, research papers, expert blog posts.

Context7 for library/framework docs:

  • If topic involves a known library, resolve-library-id → query-docs
  • If miss or not a library topic, skip to WebSearch

WebSearch for:

  • Official documentation on the topic
  • Blog posts from recognized practitioners
  • GitHub repos/issues with relevant implementations

Return format:

## Authoritative Sources
- [Source title](URL) — [Verified/Single-source] — [1-sentence finding]
- ...

## Technical Details
- [Key technical finding with citation]
- ...

Agent C: Local Research (Haiku)

Search [Your Name]'s workspace for first-party experience on the topic.

Search in:

  • Documents/Field-Notes/ — briefings, retros, research notes
  • Documents/Content-Pipeline/00-Seeds/ — session-mined seeds
  • .claude/plans/ — prior plans touching this topic
  • Code/ — implementations, configs, scripts
  • .claude/ — skills, rules, agents (the Jules infrastructure itself)

Return format:

## First-Party Experience
- [File path] — [what [Your Name]'s setup does differently]
- ...

## Production Data Points
- [Specific metric, config, or outcome from the codebase]
- ...

Phase 3: Source Synthesis

Use a Sonnet subagent to merge all research outputs. The synthesis agent should:

  1. Deduplicate sources across agents
  2. Categorize findings: consensus views, contradicting positions, coverage gaps
  3. Identify where [Your Name]'s production experience adds something the internet doesn't have
  4. Flag sources older than 6 months as potentially stale

Present a brief summary to [Your Name]:

Found N sources across community/docs/local. Key tension: [main disagreement]. Your edge: [what your setup reveals that others don't have]. Proceeding to draft — say "show sources" to review the full inventory.

Save the full source inventory alongside the research document.

Source review is opt-in. Don't wait for approval unless [Your Name] asks to see sources. Proceed to drafting.

Phase 4: Report Drafting

Draft a structured research report using a Sonnet subagent with:

  1. The synthesized research from Phase 3
  2. The report template from references/report-template.md (if available)
  3. Technical register — practitioner voice, not academic
  4. A critical constraint: the "What I Think" section MUST reference specific files, configs, metrics, or experiences from [Your Name]'s actual setup (from Agent C's findings). No generic observations dressed up as personal experience.

Phase 5: Voice Check

Review the draft for AI writing patterns:

  • Opening and close get full [Your Name] voice treatment (problem-I-hit opener, wry close)
  • Analytical middle can be more informational (findings are data, not personality)
  • Check against anti-patterns: em-dashes, hedge words, preamble, corporate chatbot

Phase 6: Save + Present

  1. Write the finished report to Documents/Field-Notes/Research/YYYY-MM-DD-.md
  2. Save research artifacts alongside:
  • Documents/Field-Notes/Research//sources.md — full source inventory
  • Documents/Field-Notes/Research//research-notes.md — merged subagent outputs
  1. Present a 3-5 bullet summary of key findings.
  1. Offer chain options when appropriate:
  • "This is starting to look like a decision. Want to run /think?"
  • "There's enough here to scope an implementation. Want to run /build?"
  • "Ready to turn this into content? Want to run /write?"
  • "Want to go deeper on [specific sub-topic]?"
  • "I'll save this — pick it up later with 'continue research on [topic]'."

Don't push chaining. Offer it once. [Your Name] decides.

Model Guidance

| Phase | Model | Rationale | |-------|-------|-----------| | Research dispatch (Agents A/B/C) | Haiku | Data gathering, not synthesis | | Source synthesis | Sonnet | Merging and analysis needs quality | | Report drafting | Sonnet | Voice and structure | | Voice check | Inline | Quick pass, no subagent needed |

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.