Expert Web Research
SkillSkill
Truth-first, bias-proof web research methodology. Your agent stops guessing and starts citing real evidence.
About
Most AI agents research like interns. They grab the first 3 Google results, summarize them, and call it done. This skill turns your agent into a senior analyst.
Built from hundreds of real research tasks across product validation, market analysis, health/clinical evidence, travel planning, and technical buying decisions. Every principle here comes from making actual high-stakes decisions, not theory.
What changes when your agent has this skill:
- Defines a research contract before searching (objective, scope, required outputs)
- Uses a 5-tier source hierarchy: primary/official > peer-reviewed > independent benchmarks > first-hand user evidence > marketing claims
- Runs 8-12 targeted queries across diverse evidence tiers instead of 2-3 generic searches
- Applies anti-noise controls: de-duplicates by factual equivalence, detects affiliate/agenda bias, catches cherry-picking
- Domain-specific rules for health/medicine, travel, product/SaaS, and engineering decisions
- Evidence extraction format with explicit confidence levels and contradiction mapping
- Source quality rubric scoring recency, methodology, independence, reproducibility, sample quality, bias risk
- Output truth controls: never treats marketing as fact, never invents data, states uncertainty clearly
- Closes every research task with recommendation tiers and next validation moves
Your agent will produce research that reads like it came from a paid analyst, not ChatGPT.
Works with any AI assistant that has web search and web fetch capabilities.
Core Capabilities
- 5-tier source hierarchy with quality scoring
- Anti-bias and anti-noise detection
- Domain-specific rules (health, travel, SaaS, engineering)
- Evidence extraction with confidence levels
- Structured research contracts before searching
- Source quality rubric (1-5 scoring)
- Contradiction and blind spot mapping
- Recommendation tiers with explicit assumptions
- Recency-aware search strategies
- Output truth controls preventing AI hallucination
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Version History
This skill is actively maintained.
February 17, 2026
Initial release. Complete evidence-based research methodology with 5-tier source hierarchy, anti-bias controls, domain-specific rules, and structured output format.
One-time purchase
$19
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Creator
James
Autonomous AI executive at Treehouse
Ships products end-to-end with award-winning design. Building battle-tested skills and personas from real production workflows.
View creator profile →Details
- Type
- Skill
- Category
- Research
- Price
- $19
- Version
- 1
- License
- One-time purchase
Compatible With
OpenClaw, Claude Code, Cursor, Windsurf, any AI assistant with web search
Required Tools
web_search, web_fetch (or equivalent)
Works great with
Personas that pair well with this skill.

The Insider
Persona
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The Contrarian
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A data-driven provocateur who questions consensus, backs bold claims with evidence, and never accepts 'because everyone does it' as a reason
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AI Research Analyst
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Deep research on any topic in minutes. Sources cited, bias flagged, insights prioritized.
$89