Knowledge Ops
affaan-m/ECC
Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos).
当用户要求对具体网页做页面级交互时触发:登录、填表、点按钮、翻页抓取、截图、下载页面图片、处理验证码或反爬、访问 SPA 动态内容;也用于 WebFetch 拿到空壳或被风控后的降级。典型说法"帮我登录 X 然后抓 Y"、"截个图"。不用于:事实性问题或"xx 是什么"(→WebSearch)、单纯读取静态网页文本(先试 WebFetch)。
$ npx skills add OpenLoaf/OpenLoaf --skill browser-ops-skill -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install OpenLoaf/OpenLoaf browser-ops-skill --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/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .claude/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/browser-ops .claude/skills/browser-ops-skill && 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 "browser-ops-skill" agent skill from https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/browser-ops into .claude/skills/browser-ops-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "browser-ops-skill", 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/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/browser-opsType 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 OpenLoaf/OpenLoaf --skill browser-ops-skill -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install OpenLoaf/OpenLoaf browser-ops-skill --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .agents/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/browser-ops .agents/skills/browser-ops-skill && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "browser-ops-skill" agent skill from https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/browser-ops into .agents/skills/browser-ops-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "browser-ops-skill", 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 OpenLoaf/OpenLoaf --skill browser-ops-skill -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install OpenLoaf/OpenLoaf browser-ops-skill --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/browser-ops .cursor/skills/browser-ops-skill && 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 "browser-ops-skill" agent skill from https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/browser-ops into .cursor/skills/browser-ops-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "browser-ops-skill", 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/OpenLoaf/OpenLoaf.git --path apps/server/src/ai/builtin-skills/browser-ops--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 OpenLoaf/OpenLoaf --skill browser-ops-skill -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install OpenLoaf/OpenLoaf browser-ops-skill --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/browser-ops .gemini/skills/browser-ops-skill && 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 "browser-ops-skill" agent skill from https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/browser-ops into .gemini/skills/browser-ops-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "browser-ops-skill", 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 OpenLoaf/OpenLoaf browser-ops-skillInstalls 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 OpenLoaf/OpenLoaf --skill browser-ops-skill -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .github/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/browser-ops .github/skills/browser-ops-skill && 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 "browser-ops-skill" agent skill from https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/browser-ops into .github/skills/browser-ops-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "browser-ops-skill", 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 OpenLoaf/OpenLoaf --skill browser-ops-skill -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install OpenLoaf/OpenLoaf browser-ops-skill --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenLoaf/OpenLoaf.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/apps/server/src/ai/builtin-skills/browser-ops .opencode/skills/browser-ops-skill && 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 "browser-ops-skill" agent skill from https://github.com/OpenLoaf/OpenLoaf/tree/main/apps/server/src/ai/builtin-skills/browser-ops into .opencode/skills/browser-ops-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "browser-ops-skill", 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.
browser-ops-skill当用户要求对具体网页做页面级交互时触发:登录、填表、点按钮、翻页抓取、截图、下载页面图片、处理验证码或反爬、访问 SPA 动态内容;也用于 WebFetch 拿到空壳或被风控后的降级。典型说法"帮我登录 X 然后抓 Y"、"截个图"。不用于:事实性问题或"xx 是什么"(→WebSearch)、单纯读取静态网页文本(先试 WebFetch)。
Browser Ops Skill is an agent skill from OpenLoaf/OpenLoaf. 当用户要求对具体网页做页面级交互时触发:登录、填表、点按钮、翻页抓取、截图、下载页面图片、处理验证码或反爬、访问 SPA 动态内容;也用于 WebFetch 拿到空壳或被风控后的降级。典型说法"帮我登录 X 然后抓 Y"、"截个图"。不用于:事实性问题或"xx 是什么"(→WebSearch)、单纯读取静态网页文本(先试 WebFetch)。
Its SKILL.md is about 830 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: 🍞Open-source, local-first AI workspace with Agents, multi-model chat (GPT/Claude/Gemini/DeepSeek), Notion-like docs, AI image & video generation, email, calendar & terminal…. The licence is AGPL-3.0.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit f7eccf6. 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.
Browser Ops Skill loads about 826 tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 239 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 OpenLoaf/OpenLoaf at commit f7eccf6, republished under its AGPL-3.0 licence (© OpenLoaf). 239 words, ~826 tokens.
.claude/skills/browser-ops-skill/SKILL.md (or your agent's skills folder).| 工具 | 职责 | 只读 |
|---|---|---|
OpenUrl | 打开网页(headless / tab / window 三模式) | 是 |
BrowserSnapshot | 一次拿到页面文本 + 交互元素列表 + 截图 + rawHtml | 是 |
BrowserAct | 页面交互(点击 / 输入 / 滚动 / 按键) | 否 |
BrowserWait | 等待页面状态(load / networkidle / url / text / timeout) | 是 |
BrowserDownloadImage | 下载页面中的图片到本地 | 否 |
加载:全部为 deferred 工具,调用前须先
ToolSearch(names: "OpenUrl,BrowserSnapshot,BrowserAct,BrowserWait,BrowserDownloadImage")激活 schema。
浏览器操作 = 观察-行动-验证 循环。每次操作后必须 snapshot 确认状态,因为网页是有状态的——点击可能触发导航、弹窗、AJAX 加载,你无法预测结果。盲目连续操作是最常见的失败原因。
OpenUrl → BrowserSnapshot → 分析 → BrowserAct → BrowserWait → BrowserSnapshot → ...headless — 纯自动化首选。无 UI,适合抓取、后台 Agent、批量操作。tab(默认) — 用户需要看到/操作页面时用。内嵌面板。window — 用户需要独立窗口深度交互时用。速记:用户不需要看 → headless;用户要看 → tab;用户要独立窗口 → window。
BrowserSnapshot 一次调用返回:
文本超 32KB 怎么办? 用 Read/Grep 读 rawHtmlPath 获取完整 DOM,不要反复调 BrowserSnapshot 重抓。
截图控制:fullPage: false 仅截取当前可视区域。
OpenUrl → BrowserWait { type: "load" } → BrowserSnapshot
直接从返回的文本中提取所需信息。
翻页抓取:BrowserSnapshot → BrowserAct { action: "click-text", text: "下一页" } → BrowserWait { type: "networkidle" } → 循环。每页都要 snapshot。
OpenUrl → BrowserSnapshot 看表单结构和 selectorBrowserAct { action: "fill", selector: "...", text: "..." }BrowserAct { action: "click-css", selector: "button[type=submit]" }BrowserWait { type: "urlIncludes", url: "/success" } 确认成功BrowserSnapshot 最终确认fill vs type:fill 原子性地清空+输入,适合表单;type 在当前焦点追加字符,适合搜索框。
登录注意:Cookie 在会话期间持久,登录一次后续自动带认证。不要 snapshot 密码字段。
BrowserSnapshot — 快照 + 完整页面截图(默认 fullPage)BrowserSnapshot { fullPage: false } — 仅可视区域BrowserDownloadImage { selector: ".product-image" } — 下载页面中的图片截图是调试利器:文本看不出问题时,看截图一目了然。
从 BrowserSnapshot 返回的元素列表中选择 selector,不要自己猜。
优先级:#id > [data-testid] > input[name] > .class > click-text
load:传统页面导航后用networkidle:SPA/AJAX 页面首选,最安全但最慢urlIncludes:表单提交后等待跳转textIncludes:等待异步加载的内容timeout:最后手段元素未找到? → BrowserSnapshot 确认页面状态 → 可能已导航到别处 → 可能在视口下方(scroll 后再试)→ 可能在 iframe 中(不支持跨 iframe)
页面加载超时? → BrowserSnapshot 看加载到哪了,可能内容已够用
操作没反应? → 页面没加载完(加 BrowserWait)→ selector 匹配了错误元素(snapshot 检查)→ 弹窗遮挡(先关闭)
SPA 内容为空? → BrowserWait { type: "networkidle" } 后再 snapshot → 还是空则 textIncludes 等具体内容
遇到验证码、403/429、反机器人页面时立即停止并告知用户,不要盲目重试。
© OpenLoaf, AGPL-3.0. 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 apps/server/src/ai/builtin-skills/browser-ops of OpenLoaf/OpenLoaf.
Open the folder on GitHubat commit f7eccf6
Browser Ops Skill 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 |
|---|---|---|---|---|---|---|
| Browser Ops Skill this skillOpenLoaf/OpenLoaf | 108 | — | ~826 | Automated safety check: Pass | AGPL-3.0 | |
| Knowledge Opsaffaan-m/ECC | 275k | 2 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Research Opsaffaan-m/ECC | 275k | 2 repos | ~902 | Automated safety check: Pass | MIT | |
| Terminal Opsaffaan-m/ECC | 275k | 2 repos | ~750 | Automated safety check: Pass | MIT | |
| Messages Opsaffaan-m/ECC | 275k | 1 repos | ~724 | Automated safety check: Pass | MIT | |
| Email Opsaffaan-m/ECC | 275k | 1 repos | ~1.1k | Automated safety check: Pass | MIT |
affaan-m/ECC
Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos).
affaan-m/ECC
Evidence-first current-state research workflow for ECC. An agent skill from affaan-m/ECC.
affaan-m/ECC
Evidence-first repo execution workflow for ECC. An agent skill from affaan-m/ECC.
affaan-m/ECC
Evidence-first live messaging workflow for ECC. An agent skill from affaan-m/ECC.
affaan-m/ECC
Evidence-first mailbox triage, drafting, send verification, and sent-mail-safe follow-up workflow for ECC.
affaan-m/ECC
GitHub操作、自動化、APIインテグレーション、およびCI/CDワークフロー. An agent skill from affaan-m/ECC.
OpenLoaf/OpenLoaf
Triggers when the master Agent faces a multi-step complex task and is deciding whether / how to outsource sub-tasks to built-in subagents (browser / doc-editor / data-analyst / extractor /…
OpenLoaf/OpenLoaf
Triggered when the user asks for page-level interaction with a specific webpage: login, form filling, button clicks, pagination scraping, screenshots, downloading page images, handling CAPTCHAs or…
OpenLoaf/OpenLoaf
Triggered when the user wants lifecycle management of OpenLoaf canvases / whiteboards: create, open, filter, duplicate, delete, rename, or change ownership.
OpenLoaf/OpenLoaf
Reads, edits, converts and reviews Word documents through three dedicated tools, covering tracked changes, comments, tables, images and format conversion.
OpenLoaf/OpenLoaf
Handles a real email account through query and mutate tools: check the inbox, read, search, reply, forward, compose and organize, with sending always confirmed first.
OpenLoaf/OpenLoaf
Guides an agent to operate native macOS apps by surveying an app first, acting through intents, menus or keystrokes, and verifying each step, in OpenLoaf Desktop only.
当用户要求对具体网页做页面级交互时触发:登录、填表、点按钮、翻页抓取、截图、下载页面图片、处理验证码或反爬、访问 SPA 动态内容;也用于 WebFetch 拿到空壳或被风控后的降级。典型说法"帮我登录 X 然后抓 Y"、"截个图"。不用于:事实性问题或"xx 是什么"(→WebSearch)、单纯读取静态网页文本(先试 WebFetch)。. Browser Ops Skill is an agent skill from OpenLoaf/OpenLoaf.
Run `npx skills add OpenLoaf/OpenLoaf --skill browser-ops-skill -a claude-code`. Or copy the skill folder (apps/server/src/ai/builtin-skills/browser-ops in OpenLoaf/OpenLoaf) into .claude/skills/browser-ops-skill in your project. Claude Code loads it when a task matches its description.
Run `npx skills add OpenLoaf/OpenLoaf --skill browser-ops-skill -a codex`. Or copy the skill folder (apps/server/src/ai/builtin-skills/browser-ops in OpenLoaf/OpenLoaf) into .agents/skills/browser-ops-skill 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 OpenLoaf/OpenLoaf --skill browser-ops-skill -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/browser-ops-skill, .gemini/skills/browser-ops-skill, .github/skills/browser-ops-skill and .opencode/skills/browser-ops-skill in your project.
SKILL.md names no scripts, command-line tools or credentials: Browser Ops Skill 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.
Browser Ops Skill is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 826 tokens (SKILL.md is roughly 3.3k 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 Browser Ops Skill: Knowledge Ops (affaan-m/ECC, 275k stars), Research Ops (affaan-m/ECC, 275k stars), Terminal Ops (affaan-m/ECC, 275k stars) and Messages Ops (affaan-m/ECC, 275k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
OpenLoaf (a GitHub organization) maintains it in OpenLoaf/OpenLoaf, which has 108 GitHub stars. The repository holds 33 skills in this directory. The repository was last updated on May 14, 2026.
Source: OpenLoaf/OpenLoaf on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.