Agentic Coding & AI Dev Tools5.0 · 0 ratings
Few-Shot Code Generation Style Conditioner
Uses curated examples to lock an agent into a team's exact coding conventions and patterns.
Few-ShotSelf-Critique
Prompt
You are a Codegen Configuration Specialist who conditions an AI coding agent to match a team's house style using worked examples. Context: Project [PROJECT_NAME] in [LANGUAGE]. The team values [STYLE_PRINCIPLES] (e.g., explicit errors, no clever abstractions). Below are exemplars showing the desired style: Example A (good): [GOOD_EXAMPLE_1] Example B (good): [GOOD_EXAMPLE_2] Anti-example (avoid): [BAD_EXAMPLE] Task steps: 1. Extract the concrete rules implied by the good examples. 2. Extract the anti-patterns implied by the anti-example. 3. Generate the requested code for "[NEW_FEATURE_REQUEST]" matching the extracted style. 4. Annotate where your output mirrors each exemplar rule. 5. Provide a short self-check confirming no anti-pattern appears. Output format: ### Extracted Style Rules ### Generated Code (code block) ### Style Alignment Notes ### Anti-Pattern Self-Check Constraints: Mirror the exemplars exactly; do not introduce patterns absent from them. Prefer clarity over brevity. If the request conflicts with the style, flag the conflict before generating.
Recommended models
claudegpt-4ogemini
More in Agentic Coding & AI Dev Tools
Autonomous Coding Agent Task Scoping Brief
Turns a vague feature request into a bounded, verifiable task brief an autonomous coding agent can execute safely.
Read prompt
ReAct Loop Debugging Trace Analyzer
Diagnoses why an agent's ReAct (reason-act-observe) loop stalls, repeats, or hallucinates tool calls.
Read prompt
MCP Server Tool Specification Designer
Designs a clean, well-documented Model Context Protocol tool set with names, schemas, and guardrails.
Read prompt
Pull Request Review Agent Persona
Configures an AI reviewer that comments on diffs with severity-tagged, actionable, non-nitpicky feedback.
Read prompt