Open Notebook
K-Dense-AI/scientific-agent-skills
Organizes research with the self-hosted Open Notebook alternative to NotebookLM.
用于本项目中与 ai-profile crate 相关的开发：模型服务预置、ai.profile 导入导出、「获取」零成本验证、上下文窗口限额。
Install AI Profile Integration
$ npx skills add bkywksj/knowledge-base --skill ai-profile-integration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bkywksj/knowledge-base ai-profile-integration --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/bkywksj/knowledge-base.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/ai-profile-integration .claude/skills/ai-profile-integration && 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 "ai-profile-integration" agent skill from https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/ai-profile-integration into .claude/skills/ai-profile-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-profile-integration", 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/bkywksj/knowledge-base/tree/master/.codex/skills/ai-profile-integrationType 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 bkywksj/knowledge-base --skill ai-profile-integration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bkywksj/knowledge-base ai-profile-integration --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bkywksj/knowledge-base.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/ai-profile-integration .agents/skills/ai-profile-integration && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ai-profile-integration" agent skill from https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/ai-profile-integration into .agents/skills/ai-profile-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-profile-integration", 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 bkywksj/knowledge-base --skill ai-profile-integration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bkywksj/knowledge-base ai-profile-integration --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bkywksj/knowledge-base.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/ai-profile-integration .cursor/skills/ai-profile-integration && 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 "ai-profile-integration" agent skill from https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/ai-profile-integration into .cursor/skills/ai-profile-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-profile-integration", 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/bkywksj/knowledge-base.git --path .codex/skills/ai-profile-integration--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 bkywksj/knowledge-base --skill ai-profile-integration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bkywksj/knowledge-base ai-profile-integration --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bkywksj/knowledge-base.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/ai-profile-integration .gemini/skills/ai-profile-integration && 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 "ai-profile-integration" agent skill from https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/ai-profile-integration into .gemini/skills/ai-profile-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-profile-integration", 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 bkywksj/knowledge-base ai-profile-integrationInstalls 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 bkywksj/knowledge-base --skill ai-profile-integration -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/bkywksj/knowledge-base.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/ai-profile-integration .github/skills/ai-profile-integration && 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 "ai-profile-integration" agent skill from https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/ai-profile-integration into .github/skills/ai-profile-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-profile-integration", 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 bkywksj/knowledge-base --skill ai-profile-integration -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install bkywksj/knowledge-base ai-profile-integration --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bkywksj/knowledge-base.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/ai-profile-integration .opencode/skills/ai-profile-integration && 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 "ai-profile-integration" agent skill from https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/ai-profile-integration into .opencode/skills/ai-profile-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-profile-integration", 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.
Facts
- Skill name
ai-profile-integration- GitHub stars
- 330
- Token cost
- ~2.1k tokens
- SKILL.md length
- 592 words
- Files
- 1
- Skills in repo
- 37
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
用于本项目中与 ai-profile crate 相关的开发：模型服务预置、ai.profile 导入导出、「获取」零成本验证、上下文窗口限额。
- Works in 4 steps: 先弄清要不要升、升到哪、会变什么 → 改 src-tauri/Cargo.toml 的 version（🔴… → 测试（项目根目录，不要 cd） → …
- AI & LLM Engineering work in your project
- SKILL.md covers 🔴 先判断改哪个仓库, 三种对话协议（2026-09-23 起支持 Anthropic）, 接入点 and ai_models.provider 存的是 crate…, plus 6 more sections
- Calls cargo, npx and pnpm; reaches api.anthropic.com and api.deepseek.com
What it does
AI Profile Integration is an agent skill from bkywksj/knowledge-base. 用于本项目中与 ai-profile crate 相关的开发：模型服务预置、ai.profile 导入导出、「获取」零成本验证、上下文窗口限额。 触发场景： - 要加新模型、新服务商，或改某个预置的默认 model / 地址 - 修改 AI 模型配置表单（桌面设置页 / 手机弹窗）、「获取」「测试连接」 - 修改配置分享 / 导入里 ai.profile 相关的逻辑 - 改上下文预算、maxtokens 封顶、上下文超长的降档重试 - 升级 ai-profile 依赖版本 触发词：ai-profile、模型服务、预置、provider、服务商、新模型、加模型、ai.profile、获取模型、测试连接、限额、上下文窗口、maxcontext、升级crate
Its SKILL.md is about 2.1k 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, Ollama and Tauri. The repository describes itself as: 本地优先的知识库桌面应用。Markdown 编辑器 + 全文搜索（FTS5） + 双向链接 / 知识图谱；多端同步（WebDAV / S3 / 同步盘，单笔记粒度增量 + 自动双向调度，含整库 ZIP 备份）；AI 问答与智能规划（OpenAI 兼容 / Ollama / 自定义 provider，工具调用框架）；支持导入 .md / .txt /…
When your agent uses it
- AI & LLM Engineering work in your project
Example prompts
- “/ai-profile-integration”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- 先弄清要不要升、升到哪、会变什么
- 改 src-tauri/Cargo.toml 的 version（🔴 补丁版本也要改：只跑 cargo update 的话，锁在旧版本的环境不会自动升级，用到新接口时直接编译失败），再 cargo update -p ai-profile，确认 Cargo.lock…
- 测试（项目根目录，不要 cd）
- 回 ai-profile 仓库更新 docs/downstream.md 里 knowledge_base 那一行
What it can do on your machine
Read from SKILL.md and the folder at commit f61299f. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Shell commands in SKILL.md call:
cargonpxpnpm
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
api.anthropic.comapi.deepseek.com
Also links to:
crates.io
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
AI Profile Integration loads about 2.1k tokens when it runs. Until then it costs about 90 tokens; SKILL.md has 592 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.
Safety
Auto-check passed
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.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 592 words (~2,105 tokens).
“不要在本项目里写预置清单、模型列表、端点拼接规则、ai.profile 解析器。 接入时删掉的副本：前端 aiProviderPresets.ts 里 24 家 / 5 张平行表、configShare.ts 的 TS 版 ai.profile 解析（只认 v === 1）、services/ai.rs 的 build_openai_api_url（自动补 /v1）与 list_remote_models。”
- name
- ai-profile-integration
Files
Just SKILL.md in .codex/skills/ai-profile-integration of bkywksj/knowledge-base.
Open the folder on GitHubat commit f61299f
Compare with similar skills
AI Profile Integration 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 |
|---|---|---|---|---|---|---|
| AI Profile Integration this skillbkywksj/knowledge-base | 330 | — | ~2.1k | Automated safety check: Pass | Custom licence | |
| Open NotebookK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~2.8k | Automated safety check: Pass | MIT | |
| Aider DelegateamElnagdy/delegate-skills | 2.3k | 2 repos | ~3k | Automated safety check: Pass | MIT | |
| Perfupraullenchai/Rapid-MLX | 4k | — | ~1.6k | Automated safety check: Notes | Custom licence | |
| LanceDB Memory Configuration GuideCortexReach/memory-lancedb-pro-skill | 229 | — | ~14k | Automated safety check: Pass | None | |
| Ideer Daily Paper ChatbotAI45Lab/iDeer | 416 | — | ~3k | Automated safety check: Notes | AGPL-3.0 |
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Related
Categories
Questions about AI Profile Integration
What does AI Profile Integration do?
用于本项目中与 ai-profile crate 相关的开发：模型服务预置、ai.profile 导入导出、「获取」零成本验证、上下文窗口限额。. AI Profile Integration is an agent skill from bkywksj/knowledge-base.
When should I use AI Profile Integration?
AI Profile Integration fits situations like: AI & LLM Engineering work in your project.
How do I install AI Profile Integration in Claude Code?
Run `npx skills add bkywksj/knowledge-base --skill ai-profile-integration -a claude-code`. Or copy the skill folder (.codex/skills/ai-profile-integration in bkywksj/knowledge-base) into .claude/skills/ai-profile-integration in your project. Claude Code loads it when a task matches its description.
How do I install AI Profile Integration in Codex?
Run `npx skills add bkywksj/knowledge-base --skill ai-profile-integration -a codex`. Or copy the skill folder (.codex/skills/ai-profile-integration in bkywksj/knowledge-base) into .agents/skills/ai-profile-integration in your project. Codex loads it when a task matches its description.
Can I use AI Profile Integration in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add bkywksj/knowledge-base --skill ai-profile-integration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ai-profile-integration, .gemini/skills/ai-profile-integration, .github/skills/ai-profile-integration and .opencode/skills/ai-profile-integration in your project.
What does AI Profile Integration need to run?
Going by SKILL.md and its folder, AI Profile Integration needs the command-line tools its instructions call (cargo, npx and pnpm).
Does AI Profile Integration access the network?
SKILL.md names 3 domains. In commands or code: api.anthropic.com and api.deepseek.com; the agent is likely to contact these when it follows the instructions. As links in the text: crates.io. This is read from the text; nothing was executed.
Is AI Profile Integration safe to install?
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.
What licence does AI Profile Integration use?
AI Profile Integration has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does AI Profile Integration use?
About 2.1k tokens (SKILL.md is roughly 8.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to AI Profile Integration?
Skills that share tags, products or a category with AI Profile Integration: Open Notebook (K-Dense-AI/scientific-agent-skills, 48k stars), Aider Delegate (amElnagdy/delegate-skills, 2.3k stars), Perfup (raullenchai/Rapid-MLX, 4k stars) and LanceDB Memory Configuration Guide (CortexReach/memory-lancedb-pro-skill, 229 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains AI Profile Integration?
bkywksj (a GitHub user) maintains it in bkywksj/knowledge-base, which has 330 GitHub stars. The repository holds 37 skills in this directory. The repository was last updated on October 10, 2026.
Source: bkywksj/knowledge-base on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.