Prompt Constraints

talki-io/prompt-optimizer

Optimizes and polishes an existing AI/LLM prompt the user has already written — fixing wording, grammar, structure, redundancy, and clarity — while strictly preserving the original intent, role, scope, capabilities, constraint strength, and every technical detail (commands, paths, URLs, parameters, code blocks). Use whenever the user invokes /prompt-optimizer with a prompt (no extra instruction needed), or pastes a prompt and asks to optimize, refine, polish, clean up, simplify, tighten, restructure, make more professional, or "fix the wording" of it, even without the word "prompt" — e.g. "mak

Ronkupper/PRISM

PRISM — structured multi-session, multi-vendor LLM-orchestrated audit and research framework. Trigger this skill whenever the user invokes PRISM mechanics by name or by recognizable construct: PRISM audit, PRISM v2, begin a PRISM audit, Master file, any filename matching *_master_p*.md, Prompt Strategy, Lens Library, Vendor Selection, Vendor Triangulation, Setup probes or any of P1-P7 by number, Monitor M* or any of M1-M12 by number, Standing Principle SP-*, Execution Envelope, Execution Self-check, Execution Output, Dispatch register, Dispatch shape (equivalence/split/limitation-named), the W

aisk/reinit

Review available recent code-agent history and tool calls, then update the current repository's durable agent guidance with repeatedly needed facts and user-corrected conventions. Run only when the user explicitly invokes /reinit, $reinit, or names the reinit skill; never invoke automatically.

alex-yimingyang/phd-application-advisor

大龄非科班转AI申请海外PhD的全流程顾问。覆盖RA申请、选方向选校、套磁、文书、面试、推荐信、时间规划等所有环节，专门针对30+在职、非CS背景、想转AI方向申博的人群提供策略建议。 当用户提到以下任何场景时使用此skill：大龄读博、非科班申博、转行申PhD、30+申博、在职申博、工作后读博、非传统背景申请PhD、AI方向博士申请、美国博士申请、海外PhD、申博规划、申博咨询，或任何涉及"工作几年后想读博不知道怎么开始"的问题。即使用户没有明确说"非科班"，只要描述了类似背景（非CS本科、工作多年、想转AI/ML方向读博），也应触发此skill。

therealmoronto/claude-semantic-compression

Apply semantic logic compression (Ovchinnikov method) when crafting prompts for LLMs or describing complex conditional logic. Use this skill whenever the user asks to: write or optimise a prompt for an LLM, compress or rewrite a task description, describe multi-condition business logic (if/and/or/not chains), or asks why an LLM misunderstood their instructions. Also trigger when the user says ‘compress the logic’, ‘write a prompt for’, ‘the LLM doesn't understand’, ‘simplify the conditions’, or similar intents. Also trigger when the user wants to use output modifiers such as →code or →no-meta,

ziiinian/openpencil-design-orchestrator

Orchestrate Pencil/OpenPencil design work through MCP using a staged workflow: preflight, planning, skeleton, section content, refinement, and safe fallback. Use when working with Pencil/OpenPencil, .fig/.pen design files, MCP-based design editing, or when Claude Code, Codex, Cursor, or Windsurf needs reliable prompt patterns, client setup guidance, and risk controls for AI-assisted design changes.