Generate interactive AI transformation context-builder prompts for consulting clients. Use when creating structured discovery session prompts that guide a company through context…
Generates a ready-to-use project-context.md file for Claude Cowork through an interactive interview. Triggers EN: 'create project context', 'new project context',…
Assemble a minimal, high-signal execution context bundle from already-retrieved memory, governed artefacts, and applicable rules.
세션 간 맥락을 연결해야 할 때. — MUST TRIGGER: 세션 시작 시 NOVA-STATE.md 읽기, 커밋 후 상태 갱신, 스프린트 전환 시.
The "Entropy Filter" that sanitizes the environment and prepares a clean context for the next strategic turn. — from general/general-misc
Sistema de compactación de contexto para evitar saturación de la ventana de contexto. Guarda decisiones, pasos, y contexto en archivos markdown organizados.
LSP-powered context extraction using cclsp MCP tools, Solargraph, and Sorbet for type-safe code generation.
When agent sessions generate millions of tokens of conversation history, compression becomes mandatory. The naive approach is aggressive compression to minimize tokens per request.
Context compression and summarization methodology. Techniques for reducing token usage while preserving decision-critical information.
Claude Code-optimized context transfer for development workflows. Preserves code context, git state, running services, and development environment when moving work betwee — from…
Claude Code-optimized context transfer for development workflows. Preserves code context, git state, running services, and development environment when moving work betwee — from…
Framework for managing project file context after retros/planning. Trigger after weekly retro + planning complete, after monthly retro + planning complete, or when context feels…
Language models exhibit predictable degradation patterns as context length increases. Understanding these patterns is essential for diagnosing failures and designing resilient…
Recognize patterns of context failure: lost-in-middle, poisoning, distraction, and clash
Route data-related requests to the right Monte Carlo skill or workflow. USE WHEN alerts, incidents, data broken, stale, coverage gaps, data quality, or any ambiguous data…
Optimize Claude Code context window usage. Identify what to keep in context vs fetch on-demand. Use when context is bloated, responses are slow, hitting token limits, or want to…
Maintain short, focused Markdown files per subsystem to provide agents with isolated context.
Use when the user says "create context", "document this area", or wants a structured snapshot of a codebase area for agent orientation.
Guide for implementing and maintaining context as a managed artifact alongside code, enabling consistent AI interactions and team alignment through structured project…
Create or update a task context dump document by scanning existing content and appending only new, non-duplicative progress.
DX V3 workflow system, skills, slash commands, Beads issue tracking, and Serena code navigation. Handles skill creation, command configuration, workflow automation, and…
Loads and manages company context for all C-suite advisor skills. Reads ~/.claude/company-context.md, detects stale context (>90 days), enriches context during conversations, and…
Optimizes agent context setup. Use when starting a new session, when agent output quality degrades, when switching between tasks, or when you need to configure rules file — from…
Specifies rules for managing context files, including the master project context and supplementary files, emphasizing stability and change management.
Auto-spawn context-finder agent for search tasks. Use when user says "find", "search", "where is", "look for", "trace", "what file", "which commit", "grep", "locate".
Context is the complete state available to a language model at inference time. It includes everything the model can attend to when generating responses: system instructions, tool…
Understand what context is, why it matters, and the anatomy of context in agent systems
Gather comprehensive context from Forgetful Memory, Context7 docs, DeepWiki, and web sources before planning or implementation.
Use when storing decision traces, querying past precedents, or implementing learning loops. Load in COMPLETE state or when needing to learn from history.
PERMANENT — actif dès le début de chaque session et sur tous les tool calls. Économie de tokens (contexte = 200k, tool outputs = 84% de l'usage) et style de sortie.
Guardiao de contexto que preserva dados criticos antes da compactacao automatica. Snapshots, verificacao de integridade e zero perda de informacao.
Creates context handoff documents for session continuity. Use when ending sessions, switching tasks, or handing off work.
Use when validating or diagnosing the cortex environment (consistency, duplicates, redundancy, optimization) - provides a diagnostic workflow and reporting structure for context…
Design memory hierarchy with progressive loading for optimal context management. Use when organizing CLAUDE.md imports, implementing just-in-time context loading, or designing…
Use Context Hub (chub) for curated, versioned API/SDK docs and agent skills. Keep OpenAI tasks on official docs first.
Use when setting up new development environment or troubleshooting MCP connectivity. Configures Context Hub dependencies including Forgetful MCP server and plugin prerequisites.
Context isolation and subagent barrier patterns for clean workflow loops. 隔絕上下文，杜絕污染，保循環清潔. Use when: prevent context leak, isolate subagent, manage loop state, enforce context…
Keep long-running agent conversations healthy with attachment filtering, tool-result budgeting, snip and microcompact passes, context collapse, autocompact, reactive recovery, and…
Configure the context window statusline indicator
Always Auto-invoked skill that creates/updates workspace AGENTS.md to instruct the agent to always search for existing skills before attempting any scientific task.
Use when the PLAN artifact from SAM Stage 2 needs contextualization against actual codebase state — grounds the design plan in reality by performing scope analysis…
Guides you through creating context items — instructions, skills, knowledge pointers, and memory events — that give the AI analyst persistent knowledge about your organization.
Trigger: user is using context.WithValue or asking about context keys, storing values in context, or finding that context values are missing or wrong at runtime.
CLAUDE.md と依頼文から案件の前提・制約・品質基準を抽出し、context artifact としてサマライズする。Use when: 新しい TASK に着手する前、WF-01 Context Bootstrap 開始時、前提情報を整理したい時。
Session start context priming -- loads relevant memories from Pensyve at the beginning of a session to provide continuity across sessions.
Decide which agents and skills to load for a given task. Use at the start of every task to select the minimum viable context load, calculate the token budget, and stay below the…
Create and update .opencode/context-log.md to preserve issue context and checkpoint history across compaction and session handoffs
Use when starting a session on a project with memory files or AGENTS.md after a gap, after changing backend services or API configurations, after adding features or packages, or…
Use when performing state-changing operations, recovering sessions, creating handoffs, or managing context freshness
Elite AI context engineering specialist mastering dynamic context management, vector databases, knowledge graphs, and intelligent memory systems.
Generate a compressed project context map to reduce token waste from codebase exploration. Pre-scans structure, detects frameworks, routes, imports, env vars, and estimates token…
Pre-execution mapping of codebases, document collections, or problem spaces. Runs BEFORE any Gorgon workflow to give all agents shared situational awareness
Map relationships between bounded contexts using DDD context mapping patterns. Use when defining upstream/downstream relationships, integration strategies (ACL, OHS, PL), or…
Entry point to the Context Mate toolkit - skills, agents, and slash commands that work with Claude Code's natural flow.
IntBrain context и memory. Используйте для context packs, memory search/store и graph links через canonical IntBrain tools.
Knowledge about the context branch methodology for separating AI configuration from project code using git worktrees.
Use continuously during long tasks. Teaches how to read less, output less, and keep the LLM context window lean and fast.
Query, list, inspect and purge entries stored by the Context Mode hook (PostToolUse intercept of verbose outputs). Requires --with-context-mode to have been run at install time.
Monitors context token usage and warns when approaching limits. Automatically activates when context usage exceeds thresholds (30k, 50k, 70k tokens).
Display comprehensive project status dashboard showing current feature, pipeline phase, task progress, memory health, and recommended next actions.