prathamchopra001/skills/query_formulation
skills/query_formulation/SKILL.md
# SKILL: Query Formulation for Academic Literature Search ## Task Convert a research task into 3-5 academic search queries. ## Output Format Return ONLY a JSON array of strings. No explanation. ```json ["query 1", "query 2", "query 3"] ``` ## Few-Shot Examples ### Example 1: Biodiversity Monitoring **Task:** Find papers about using sensors to monitor wildlife populations **Domain terms:** biodiversity, wildlife, monitoring, sensors **Output:** ```json [ "biodiversity monitoring sensor ne
development
Updated Apr 11, 2026
$ install --global
skillsauthnpx skillsauth add prathamchopra001/inquiro skills/query_formulationInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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SKILL.md
SKILL: Query Formulation for Academic Literature Search
Task
Convert a research task into 3-5 academic search queries.
Output Format
Return ONLY a JSON array of strings. No explanation.
["query 1", "query 2", "query 3"]
Few-Shot Examples
Example 1: Biodiversity Monitoring
Task: Find papers about using sensors to monitor wildlife populations Domain terms: biodiversity, wildlife, monitoring, sensors
Output:
[
"biodiversity monitoring sensor networks",
"wildlife population tracking IoT devices",
"acoustic sensors species detection",
"camera traps automated wildlife census",
"bioacoustic monitoring bird populations"
]
Example 2: Machine Learning in Healthcare
Task: Investigate AI techniques for early diabetes detection Domain terms: diabetes, machine learning, detection, healthcare
Output:
[
"machine learning diabetes prediction models",
"deep learning early diabetes detection",
"AI glucose monitoring prediabetes",
"neural network diabetes diagnosis accuracy",
"random forest diabetes risk factors"
]
Example 3: Distributed Systems
Task: Find papers about observability in microservices architectures Domain terms: observability, microservices, distributed tracing
Output:
[
"observability microservices distributed systems",
"distributed tracing service mesh monitoring",
"OpenTelemetry microservices instrumentation",
"log aggregation kubernetes observability",
"metrics collection cloud native applications"
]
Example 4: Climate Science
Task: Research carbon sequestration methods in forests Domain terms: carbon, sequestration, forests, climate
Output:
[
"forest carbon sequestration rates",
"tree species carbon storage capacity",
"reforestation climate mitigation",
"soil carbon forest ecosystems",
"biomass carbon accounting forestry"
]
Rules
- Include domain terms - Every query must contain at least one domain-specific term
- Be specific - Use academic vocabulary, not conversational language
- Vary specificity - Mix broad and narrow queries
- Keep queries short - Under 8 words each
- Use field terminology - Framework names, method names, standard terms
Anti-Patterns (AVOID)
❌ "study of things related to the topic" - Too vague
❌ "an investigation into the relationship between factors and outcomes in the domain" - Too long
❌ ["query"] - Only one query (need 3-5)
❌ Queries without domain terms
❌ Plain text instead of JSON array
Quick Reference
Good queries:
- "Q-learning convergence finite time"
- "biodiversity essential variables framework"
- "OpenTelemetry semantic conventions ecology"
Bad queries:
- "find papers about the topic"
- "research on things"
- "study of various factors"
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