Chroma Vector Database
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
当需要在基础身份之上叠加可切换的人格风格层时调用此 skill。典型场景包括:为同一产品提供多种人格选项(如 GPT-5.1 的 friendly/professional/quirky 模式)、设计人格切换机制、防止人格泄露到用户内容中。
$ npx skills add kangarooking/system-prompt-skills --skill personality-system -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install kangarooking/system-prompt-skills personality-system --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/kangarooking/system-prompt-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/personality-system .claude/skills/personality-system && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "personality-system" agent skill from https://github.com/kangarooking/system-prompt-skills/tree/main/personality-system into .claude/skills/personality-system/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "personality-system", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/kangarooking/system-prompt-skills/tree/main/personality-systemType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add kangarooking/system-prompt-skills --skill personality-system -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install kangarooking/system-prompt-skills personality-system --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kangarooking/system-prompt-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/personality-system .agents/skills/personality-system && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "personality-system" agent skill from https://github.com/kangarooking/system-prompt-skills/tree/main/personality-system into .agents/skills/personality-system/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "personality-system", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add kangarooking/system-prompt-skills --skill personality-system -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install kangarooking/system-prompt-skills personality-system --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kangarooking/system-prompt-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/personality-system .cursor/skills/personality-system && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "personality-system" agent skill from https://github.com/kangarooking/system-prompt-skills/tree/main/personality-system into .cursor/skills/personality-system/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "personality-system", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/kangarooking/system-prompt-skills.git --path personality-system--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add kangarooking/system-prompt-skills --skill personality-system -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install kangarooking/system-prompt-skills personality-system --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kangarooking/system-prompt-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/personality-system .gemini/skills/personality-system && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "personality-system" agent skill from https://github.com/kangarooking/system-prompt-skills/tree/main/personality-system into .gemini/skills/personality-system/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "personality-system", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install kangarooking/system-prompt-skills personality-systemInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add kangarooking/system-prompt-skills --skill personality-system -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/kangarooking/system-prompt-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/personality-system .github/skills/personality-system && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "personality-system" agent skill from https://github.com/kangarooking/system-prompt-skills/tree/main/personality-system into .github/skills/personality-system/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "personality-system", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add kangarooking/system-prompt-skills --skill personality-system -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install kangarooking/system-prompt-skills personality-system --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kangarooking/system-prompt-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/personality-system .opencode/skills/personality-system && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "personality-system" agent skill from https://github.com/kangarooking/system-prompt-skills/tree/main/personality-system into .opencode/skills/personality-system/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "personality-system", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
personality-system当需要在基础身份之上叠加可切换的人格风格层时调用此 skill。典型场景包括:为同一产品提供多种人格选项(如 GPT-5.1 的 friendly/professional/quirky 模式)、设计人格切换机制、防止人格泄露到用户内容中。
Personality System is an agent skill from kangarooking/system-prompt-skills. 当需要在基础身份之上叠加可切换的人格风格层时调用此 skill。典型场景包括:为同一产品提供多种人格选项(如 GPT-5.1 的 friendly/professional/quirky 模式)、设计人格切换机制、防止人格泄露到用户内容中。 不适用于:定义 AI 的核心角色定位(应使用 persona-design)、设计安全规则(应使用 safety-guardrails)。 关键 trigger 信号:产品需要多种语气风格、用户可切换 AI 性格、需要防止 AI 人格污染用户文本、存在 "personality" 或 "tone" 配置项。
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering. It works with OpenAI. The repository describes itself as: 从 165 个顶级 AI 产品系统提示词中蒸馏出的 15 个可执行 Agent skill. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 252cd52. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Personality System loads about 1k tokens when it runs. Until then it costs about 74 tokens; SKILL.md has 288 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from kangarooking/system-prompt-skills at commit 252cd52, republished under its MIT licence (© kangarooking). 288 words, ~1,015 tokens.
.claude/skills/personality-system/SKILL.md (or your agent's skills folder).GPT-5.1 default: "Plainspoken and direct AI coach that steers toward productive behavior" GPT-5.1 friendly: "Warm, curious, witty, and energetic AI friend" GPT-5.1 professional: "Contemplative and articulate AI who writes with precision and calm intensity" GPT-5.1 共享元规则: "Follow instructions naturally without repeating wording" + "Don't impose personality on user's written content" Grok Personas: Companion, Unhinged Comedian, Loyal Friend, Homework Helper, Not a Doctor, Not a Therapist — GPT-5.1, Grok 4, Codex 泄露 prompt
可插拔人格系统的核心设计模式是"基础身份 + 叠加层 + 共享元规则"三层架构:
这种架构使得添加新人格变体成为增量操作,不需要修改基础系统。
persona-design 的区别: persona-design 定义"我是谁"(不可切换的身份核心),personality-system 定义"我什么风格"(可切换的叠加层)。身份是单选的,人格是多选的。memory-system 的区别: 记忆系统存储用户偏好(包括风格偏好),但记忆是数据层面;人格系统是行为层面,决定如何根据偏好调整输出风格。步骤 1: 设计基础身份层
步骤 2: 定义人格维度光谱
步骤 3: 编写人格叠加层
步骤 4: 制定共享元规则
步骤 5: 实现切换机制
© kangarooking, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in personality-system of kangarooking/system-prompt-skills.
Open the folder on GitHubat commit 252cd52
Personality System next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Personality System this skillkangarooking/system-prompt-skills | 205 | — | ~1k | Automated safety check: Pass | MIT | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~2.3k | Automated safety check: Pass | MIT | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Codebase Managementgiancarloerra/SocratiCode | 3.3k | 1 repos | ~1.8k | Automated safety check: Pass | AGPL-3.0 | |
| Azure AI Projects Python SDKmicrosoft/skills | 3.1k | 6 repos | ~2.8k | Automated safety check: Pass | MIT | |
| Fine-Tuning ExpertJeffallan/claude-skills | 12k | 1 repos | ~1.7k | Automated safety check: Pass | MIT |
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
Orchestra-Research/AI-Research-SKILLs
Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.
giancarloerra/SocratiCode
Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode.
microsoft/skills
Reference for building on Microsoft Foundry with the azure-ai-projects Python SDK: project clients, versioned agents, evaluations, connections, datasets and indexes.
Jeffallan/claude-skills
Guides LLM fine-tuning with LoRA and QLoRA through Hugging Face PEFT, from dataset validation and training checks to adapter merging, quantization and deployment.
strands-agents/harness-sdk
Identify documentation gaps and prioritize the docs backlog.
kangarooking/system-prompt-skills
当需要为 AI 产品定义核心身份、角色声明和能力边界时调用此 skill。典型场景包括:设计新 AI 产品的 system prompt 首段、为不同场景创建差异化角色(如教学助手 vs 编程代理)、重新定义 AI 与用户的关系框架。
kangarooking/system-prompt-skills
当需要为 AI 定义工具接口、设计调用规范、实现工具发现与编排机制时调用此 skill。典型场景包括:设计 AI agent 的工具集、定义 JSON Schema/XML/TypeScript 格式的工具描述、实现工具权限控制与并行调度、设计子代理委托架构。
kangarooking/system-prompt-skills
当需要为 AI 设计记忆存储、检索、应用和更新机制时调用此 skill。典型场景包括:设计持久化记忆架构(用户偏好、历史上下文、项目知识)、定义记忆的创建/读取/更新/删除生命周期、实现静默记忆应用(不在回复中透露记忆内容)、管理敏感记忆边界。
kangarooking/system-prompt-skills
当系统提示词需要定义 AI 如何分类用户意图、路由到不同处理流程、决定澄清策略和自主度级别时调用此 Skill。适用于多任务型 AI 助手、客服机器人、编程工具、研究助手等需要结构化对话管理的场景。不适用于:纯问答型系统(无任务执行)、单轮交互(无对话状态)、简单的 prompt 模板(无路由逻辑)。当需求仅涉及"输出什么格式"而非"如何决定输出什么"时,应该用…
kangarooking/system-prompt-skills
当需要为 AI 系统设计多层安全防线、内容过滤策略和伦理边界时调用此 skill。典型场景包括:设计拒绝策略与升级机制、防御 prompt 注入攻击、实现领域特定安全规则(教育、医疗、金融等)、定义 AI 的价值观锚点。
kangarooking/system-prompt-skills
当系统提示词需要设计多代理协作架构、子代理专业化分工、代理间上下文隔离与传递机制、任务生命周期管理时调用此 Skill。适用于 AI Agent 平台、多工具编排系统、代码审查流水线、跨应用协作场景等。不适用于:单代理系统(无委派需求)、简单工具调用(无子代理概念)、纯 API 编排(无 AI 决策)。当需求聚焦于"单代理内的对话路由"而非"多代理间的任务分配"时,应该用…
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当需要在基础身份之上叠加可切换的人格风格层时调用此 skill。典型场景包括:为同一产品提供多种人格选项(如 GPT-5.1 的 friendly/professional/quirky 模式)、设计人格切换机制、防止人格泄露到用户内容中。. Personality System is an agent skill from kangarooking/system-prompt-skills.
Personality System fits situations like: 信号:产品需要多种语气风格、用户可切换 AI 性格、需要防止 AI 人格污染用户文本、存在 personality 或 tone 配置项.
Run `npx skills add kangarooking/system-prompt-skills --skill personality-system -a claude-code`. Or copy the skill folder (personality-system in kangarooking/system-prompt-skills) into .claude/skills/personality-system in your project. Claude Code loads it when a task matches its description.
Run `npx skills add kangarooking/system-prompt-skills --skill personality-system -a codex`. Or copy the skill folder (personality-system in kangarooking/system-prompt-skills) into .agents/skills/personality-system in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add kangarooking/system-prompt-skills --skill personality-system -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/personality-system, .gemini/skills/personality-system, .github/skills/personality-system and .opencode/skills/personality-system in your project.
SKILL.md names no scripts, command-line tools or credentials: Personality System is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Personality System is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1k tokens (SKILL.md is roughly 4.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Personality System: Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars), Codebase Management (giancarloerra/SocratiCode, 3.3k stars) and Azure AI Projects Python SDK (microsoft/skills, 3.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
kangarooking (a GitHub user) maintains it in kangarooking/system-prompt-skills, which has 205 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on May 4, 2026.
Source: kangarooking/system-prompt-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.