kimi-k2-prompting

kimi-k2-prompting is a skill for Claude Code from satasuk03/kimi-plugin-cc. It costs 22 tokens per session (368 once invoked), scanned A, original, MIT.

A guide for writing clear instructions when delegating coding work to Kimi K2.7, an AI model that can carry out multi-step coding tasks.

In plain words
What is it for?
Use it to prepare focused prompts for coding, investigation, review, and follow-up requests, including the tests or observations that should verify the result.
Why use it?
It helps the model understand the goal, scope, constraints, files, and definition of done without having to infer them.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the kimi plugin — 2 skills, 7 commands, 2 agents shipped together

Good fit Use it to prepare focused prompts for coding, investigation, review, and follow-up requests, including the tests or observations that should verify the result.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/satasuk03/kimi-plugin-cc/kimi-k2-prompting
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add satasuk03/kimi-plugin-cc --skill kimi-k2-prompting
Clone the repo
git clone --depth 1 https://github.com/satasuk03/kimi-plugin-cc

Made for: Claude Code.

Or install kimi, the plugin that ships this one along with the rest of its 2 skills, 7 commands, 2 agents.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for kimi-k2-prompting

README.md
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Your own site
<a href="https://agentmods.dev/skills/satasuk03/kimi-plugin-cc/kimi-k2-prompting"><img src="https://agentmods.dev/badge/skills/satasuk03/kimi-plugin-cc/kimi-k2-prompting/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for kimi-k2-prompting

Your own site · 80×15
<a href="https://agentmods.dev/skills/satasuk03/kimi-plugin-cc/kimi-k2-prompting"><img src="https://agentmods.dev/badge/skills/satasuk03/kimi-plugin-cc/kimi-k2-prompting.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 22 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 368 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00022 $0.00368
Opus 5 $0.00011 $0.00184
Sonnet 5 $0.00004 $0.00074
Haiku 4.5 $0.00002 $0.00037

Measured 11d ago against content hash a3332f3addbb, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

kimi-k2-prompting scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/kimi/skills/kimi-k2-prompting/SKILL.md · 28 lines

What it actually says

Kimi K2.7 Prompting

Use this skill when tightening a delegated request into a strong prompt for Kimi K2.7 before calling task, reason, or review.

Kimi's coding model is strong at multi-step agentic coding and tool use, but it works best when the request is explicit and focused rather than open-ended.

Core rules:

  • State the goal in one or two sentences before any supporting detail.
  • Name the relevant files, directories, or modules instead of describing them vaguely.
  • Call out constraints explicitly: languages or frameworks to use, things not to touch, style or testing requirements.
  • Give clear acceptance criteria — what "done" looks like, including how it should be verified (tests, a command to run, a behavior to observe).
  • Prefer one focused task per prompt. Split unrelated asks into separate task/reason calls rather than bundling them.
  • For read-only work (reason, investigation, review), say so explicitly so Kimi does not assume it should start editing.
  • For follow-up instructions on the same thread (--resume-last), send only the delta instruction instead of restating the whole original prompt, unless the direction changed materially.

Prompt shape to aim for:

  1. Goal — what should exist or be true when this is done.
  2. Context — relevant files, directories, prior findings, or error messages.
  3. Constraints — anything Kimi must or must not do.
  4. Acceptance criteria — how to know the result is correct.

Keep the prompt compact. Extra scaffolding does not help K2.7 as much as a precise, unambiguous task statement.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 28 lines · 22 tokens per session scan A a3332f3addbb

Subscribe to this mod's changes

kimi-k2-prompting is a skill published in the GitHub repository satasuk03/kimi-plugin-cc (2 stars, last pushed 1mo ago), licensed MIT. It adds 22 tokens to every session and 368 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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