Kimi Code Verified
Key insights
Concrete technical or product signals.
- Pilot Kimi Code on repositories with strong tests so its long-context and agent behavior can be measured against current coding tools.
- Use scoped command permissions and keep human review between generated diffs and protected branches.
Use cases
Where this shines in production.
- Repository-wide coding tasks
- Long-context codebase analysis
- Terminal-driven refactors
- Kimi model evaluations
Limitations & trade-offs
What to watch for.
- Model choices, account limits, IDE support, and permissions can change with releases.
- Repository agents still require secret hygiene, tests, branch protection, and human review.
Models referenced
Declared model dependencies or integrations.
Kimi K3, Kimi K2.7 Code
Related prompts
Hand-picked or latest prompt templates.
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Prompt-injection resistant assistant
System prompt that treats retrieved docs, tickets, and web pages as untrusted data. Use in multi-tenant RAG and browsing agents. This is a defensive template, not an attack or bypass playbook.
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Computer-use agent with approval gates
System prompt for browser/desktop agents (Grok Bot, computer-use tools). Allows research and drafts, but pauses before send, purchase, delete, or production changes. Not a jailbreak or bypass guide.
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Transcript to summary and action items
Turn a speech transcript into decisions, owners, and follow-ups. Use after Gemini 3.5 Transcribe, Whisper, or MAI-Transcribe. Do not use on raw audio; transcribe first.
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Product image generation prompt
A reusable image prompt for catalog and hero shots: subject, lighting, lens, negative constraints, and text-in-image rules. Works with Firefly, Midjourney, MAI-Image, Qwen-Image, and SDXL. Not for photorealistic people or brand-logo cloning.
Prompt
LLM output evaluation rubric
Judge a model answer against a task, retrieved evidence, and pass/fail thresholds. Use for golden-set grading and regression evals. Not a substitute for human review on high-risk decisions.
Prompt
Strict JSON extraction prompt
Extract structured fields into JSON that matches a schema. Pair with provider structured-output / JSON-schema modes when available. Do not use when the output is meant to be prose.
Looking for a tighter match? Search the prompt library.
Kimi Code FAQ
What is Kimi Code?
Kimi Code is Moonshot AI's coding agent for terminal and IDE workflows. It can inspect files, edit repositories, run commands, and use Kimi coding models under user-controlled permissions.
Which model does Kimi Code use?
Kimi Code's available model choices can change. Current Kimi documentation includes Kimi K3 and coding-focused Kimi variants, so teams should verify the selected model and account limits before rollout.
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