AgentSkillsCN

llm-council-context

在使用 consult_llm_council MCP 工具时,为您提供高质量上下文构建的指导。当用户希望协助准备上下文、归纳文件内容,或为理事会咨询定制提示结构时,此技能将大显身手。

SKILL.md
--- frontmatter
name: llm-council-context
description: Guidance for crafting high-quality context when using the consult_llm_council MCP tool. Use when a user wants help preparing context, summarizing files, or structuring prompts for council consultations.

LLM Council Context Skill

Overview

Provide concise, high-signal context for consult_llm_council requests. This skill focuses on context budgeting, structuring information, and avoiding truncation or irrelevant details.

Core Guidance

  • Prefer a short, structured summary over raw dumps.
  • Lead with the goal and constraints.
  • Include only the most relevant excerpts.
  • Reserve budget for the model response.

Model Selection Flow

If the user requests a specific model (e.g., "use Claude" or "use Anthropic"), translate that intent into the models array for consult_llm_council.

When model names are uncertain, use this flow:

  1. Call list_models to retrieve the exact available model names.
  2. Pass one or more returned names to consult_llm_council via the models parameter.

This avoids guessing and ensures the server accepts the model selection.

Recommended Brief

Use a concise schema for repeatable structure:

typescript
interface ContextBrief {
  goal: string;
  constraints: string[];
  relevant_facts: string[];
  avoid: string[];
}

When To Load The Reference Guide

Open references/CONTEXT_GUIDE.md when:

  • The user asks how to share context or what to include
  • You need concrete examples (code review, PR review, architecture decision, bug fix, feature request)
  • You need truncation/budget examples or provider context limits

How To Use This Skill

  1. Gather the user’s goal, constraints, and the minimal relevant facts.
  2. Propose a concise ContextBrief if none is provided.
  3. Suggest what to omit or summarize to stay within budget.
  4. If the context is large, include a short summary + targeted excerpts.

Resources

  • references/CONTEXT_GUIDE.md: Full context-sharing guide with budgets, truncation examples, and scenario templates.