Free SKILL.md scraped from GitHub. Clone the repo or copy the file directly into your Claude Code skills directory.
npx versuz@latest install m2ai-st-metro-skill-forge-skills-context-fork-guidegit clone https://github.com/m2ai-st-metro/skill-forge.gitcp skill-forge/SKILL.MD ~/.claude/skills/m2ai-st-metro-skill-forge-skills-context-fork-guide/SKILL.md--- name: context-fork-guide description: Use when creating or modifying skills that do heavy research, search, or multi-tool work. Adds context:fork to isolate skill execution in a separate context window, keeping the main session clean. Trigger on "keep context clean", "skill is bloating my context", "run this in a separate window", or when building any research/search skill. --- # Context Fork Guide — Isolate Heavy Skills When building skills that perform heavy operations (vault search, codebase exploration, multi-file analysis, research), add `context: fork` to the frontmatter. This runs the skill in a separate context window so only the final summary returns to your main session. ## When to Fork Fork when the skill will: - Read more than 5 files - Run multiple searches or grep operations - Pull external data (web, API, database) - Perform exploratory work where dead-ends are expected Do NOT fork when: - The skill modifies files in the current project (needs main context) - The skill is conversational (needs prior chat history) - The output is a single lookup (overhead not worth it) ## How to Apply Add one line to any SKILL.md frontmatter: ```yaml --- name: your-skill-name description: Your skill description context: fork --- ``` That's it. The skill now runs in an isolated context window. ## The Pattern: Research Skill with Fork ```yaml --- name: deep-research description: Search vault, codebase, and web for context on a topic. context: fork --- ``` ```markdown # Deep Research 1. Search Obsidian vault for notes matching the topic 2. Grep the codebase for related code patterns 3. Web search for current best practices 4. Return a structured summary: - Key findings (bullet points) - Relevant file paths - Recommended next steps Output ONLY the summary. All intermediate search results stay in the forked context. ``` ## Verification After adding `context: fork` to a skill: 1. Run `/context` to check token count before invoking the skill 2. Invoke the skill 3. Run `/context` again — token increase should be minimal (summary only) 4. Compare with running the same skill without the fork line ## Existing Skills to Consider Forking Review /home/apexaipc/.claude/skills/ for skills that do heavy search or research. Candidates: any skill that reads multiple files, runs searches, or pulls external data. Add `context: fork` to their frontmatter and test. ## Source Extracted from: [3 Claude Code Features You'll Wish You Knew Sooner](https://www.youtube.com/watch?v=iALzJyvgCoM) by Mark Kashef (AI Automation Society), March 19, 2026.