raychang

@raychang source repo

6 skills
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5 hours ago last updated

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Cove · raychang bundle
Agentic Chain-of-Verification (CoVe 2.0) — open-book, tool-interactive self-verification. Manually triggered via /cove to verify and refine a response through a three-phase pipeline (adaptive draft & plan → tiered open-book verification → critique & finalize with citations). Grafts CRITIC's external-tool verification onto CoVe's structured deliberation. Ideal for fact-heavy answers where accuracy is critical.

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Kb Wiki · raychang bundle
This skill should be used when working with a project knowledge base that follows the Karpathy LLM Wiki pattern. It provides workflows for ingesting source documents, querying the KB, running health checks (lint), verifying the wiki against the actual codebase (drift audit), capturing design decisions and lessons learned, initializing a new KB in a project, and migrating an older KB to the current schema. Trigger when the user mentions the KB, asks to ingest a source, run a query against the wiki, check whether the KB has drifted from the code, capture learnings, set up a knowledge base, or upgrade/migrate an existing KB.

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MCP Agent · raychang bundle
Scaffold a project-scoped Claude Code subagent that wraps a single MCP server, so the server's tools, token cost, and permission surface exist only inside that agent instead of in every session. Use when asked to "build an MCP agent", "wrap the <X> MCP server", 建立 MCP agent / 封裝 MCP, or when a task needs an MCP server that should not be configured globally. Also use to audit an existing wrapper agent against this spec.

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Markitdown · raychang
Convert files and URLs to Markdown using Microsoft's markitdown library via uvx (zero-install). This skill should be used when the user provides a file (PDF, DOCX, PPTX, XLSX, HTML, CSV, JSON, XML, EPUB, Jupyter notebook, audio, ZIP) or a URL (including YouTube, Wikipedia, RSS feeds) and wants its content converted to Markdown for context ingestion. Also triggers when the user explicitly asks to convert a file to Markdown, read a non-text document, extract content from a URL, batch convert documents, or do document analysis.

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Harness Init · raychang bundle
Scaffold or incrementally repair a project's harness structure (AGENTS.md/CLAUDE.md routers, gated task pipeline, roadmap/lessons with indexes, constitution, domain-agent template) following the unified layout spec. Use when starting a new project, when asked to 初始化專案 harness / 建立專案骨架 / harness-init, or when auditing an existing project against the layout spec. Additive-only — never overwrites existing files.

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Sparkidea · raychang bundle
Capture a developer's fleeting idea, refactor thought, or "碎碎念" into the global SparkIdea store during coding, and retrieve them later. Use when the user wants to jot down / 記一下 / 閃存 an idea without breaking flow, dumps a quick thought mid-task, or asks to review / search past ideas. Analyses the idea with the current conversation context, then records it with a single short confirmation.

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6 published skills