Web research

SkillAI & models

Findings grounded in live web sources

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the Web research skill

What this skill tells your AI

The instructions your AI receives, as published by justinlietz93/perfect_prompts in Prompts/System_Prompts_Leaks/Anthropic/claude-design/skills/web-research/SKILL.md and read by ahel’s review.

The user wants findings grounded in current, real sources — not your prior knowledge alone. Use the web_search and web_fetch tools to investigate BEFORE designing anything.

Research process — go wide before you synthesize:

  • Run MULTIPLE searches: 4-10 web_search calls, never fewer than 4. One search is not research — it bets everything on your first phrasing. Stop only when new queries stop surfacing new information, even if that takes more than 10.
  • Vary the queries: split the ask into concrete sub-questions (specific beats broad) and hit the important ones from several angles — different terms, different source types.
  • Pull a LOT of data: web_fetch many results, not just a top hit. Favor the primary sources behind the hits (the paper, the filing, the announcement, the docs — not a blog's summary of them) and extract specifics: numbers, dates, names, direct quotes.
  • Cross-check every load-bearing figure across independent sources. When sources disagree, report the disagreement — don't average it away or pick silently.
  • Keep the trail: note which source said what as you go, with URLs.

Epistemics in the deliverable:

  • Attribute every substantive claim — inline, linked to its source.
  • Date what you cite ("as of the 2024 filing…"); stale numbers presented as current are worse than no numbers.
  • Separate what sources establish from what you infer, and say which is which. If the evidence is thin or conflicting, the report says so — a confident-sounding gap is the one failure mode to avoid.

Deliverable (unless the user asks for another format): a designed, single-file HTML research report — headline takeaways up top, then findings with their evidence, and a linked source list at the end. Design it like an editorial broadsheet: strong typographic hierarchy, pull quotes for key numbers, charts only where the data earns them.

Signals

GitHub stars
23
Forks
1
Last commit
Aug 2026
Advanced
Item type
skill
Key
web-research-justinlietz93
Source
github.com/justinlietz93/perfect_prompts