搜索社区、社媒、新闻热点、百科趋势、开发者生态和技术讨论时使用。
npx skills add https://github.com/OpenSenseNova/SenseNova-Skills --skill sn-search-social-media
API key、token 与 cookie 统一建议写在仓库根目录 .env(参考 .env.example),并由 runtime 或用户在执行前加载为同名环境变量。脚本仍只从环境变量或显式 CLI 参数读取凭证;不要把真实密钥写入 skill payload、报告、日志或提交。
本技能给 agent 用于抓取公开热点信号。只使用免费、免注册、免 API key、非加密货币的数据源;不要要求用户提供 token、cookie、API key,也不要使用商业收费接口。
items[].url 或 browser-use 打开的页面链接作为证据。首次运行或脚本提示缺库时,使用本技能的依赖清单安装到当前 Python 环境:
python3 -m pip install -r requirements.txt
不要在脚本内部自动安装依赖。若安装失败、网络不可用或包不可用,停止使用对应脚本并改用 browser-use/公开网页搜索,说明缺少依赖。
| 场景 | API 脚本 | browser-use 入口 | 说明 |
| --- | --- | --- | --- |
| 百科页面关注度、公众注意力辅助指标 | scripts/wikimedia_pageviews.py | https://doc.wikimedia.org/generated-data-platform/aqs/analytics-api/ | Wikimedia Pageviews 需要 User-Agent |
| 开源项目热度、工程活动、开发者生态 | scripts/github_public_search.py | https://github.com/search | 只搜公共仓库和 Issue;不搜 code |
| 技术问题热度、开发者需求 | scripts/stackexchange_search.py | https://stackexchange.com/search | 默认 Stack Overflow,可指定 --site |
| 创业、科技社区讨论热榜 | scripts/hackernews_hotspots.py | https://news.ycombinator.com/ | 官方 API 不支持服务端搜索,脚本本地过滤 |
| 指数趋势、搜索热度、地域、人群画像、需求变化 | 无 | https://index.baidu.com/ | 百度指数;网页可用,只用免费可见内容 |
| 社媒舆情、热点、品牌声量、事件监测 | 无 | https://s.weibo.com/top/summary | 微博热搜/微指数;网页可用,只用免费可见内容 |
以下 scripts/... 路径相对本 skill 目录;若当前工作目录不同,先解析为绝对路径:
python3 scripts/wikimedia_pageviews.py article "Artificial intelligence" --start 2026-05-01 --end 2026-05-17
python3 scripts/wikimedia_pageviews.py top --date 2026-05-17 --project en.wikipedia.org --limit 20
python3 scripts/github_public_search.py "llm agents" --type repositories --sort stars --limit 10
python3 scripts/github_public_search.py "agent framework bug" --type issues --sort comments --limit 10
python3 scripts/stackexchange_search.py "python asyncio" --site stackoverflow --sort votes --limit 10
python3 scripts/hackernews_hotspots.py --kind top --limit 10
python3 scripts/hackernews_hotspots.py --kind best --query "AI agents" --scan 150 --limit 10
wikimedia_pageviews.py 默认使用带项目 URL 的 User-Agent;如运行环境需要自定义,可设置 WIKIMEDIA_USER_AGENT,这不是 API key。
article;找当天广泛关注对象跑 top,也可用 browser-use 打开百科页面核对实体含义。--scan,不要改用非官方或收费搜索 API。脚本输出:
{
"success": true,
"query": "...",
"provider": "wikimedia-pageviews|github-public|stackexchange|hackernews",
"items": [
{"title": "...", "url": "...", "snippet": "..."}
],
"error": null
}
当 success=false 且错误提示为加密货币限制时,停止处理该请求。
Develop React Native, Flutter, or native mobile apps with modern architecture patterns. Masters cross-platform development, native integrations, offline sync, and app store optimization. Use PROACTIVELY for mobile features, cross-platform code, or app optimization.
Serves as a reviewer of the codebase with instructions on looking for Apple App Store optimizations or rejection reasons.
Track physical units and propagate measurement uncertainty in scientific calculations using pint and uncertainties. Use for unit conversion and dimensional checking, GUM uncertainty budgets, Type A and Type B evaluation, coverage factors and expanded uncertainty, Monte Carlo propagation, significant-figure and plus-minus reporting, error propagation through curve fits, CODATA constants, auditing Python code for stripped units or broken uncertainty propagation, and order-of-magnitude plausibility checks using dimensionless groups (Reynolds, Peclet, Damkohler, Knudsen, Biot, Womersley), characteristic scales such as diffusion time or Debye length, and observed magnitude ranges. Trigger on "is this number physically reasonable", "sanity check these units", "what regime is this flow in", or a result that looks off by orders of magnitude.
Master AngularJS to Angular migration, including hybrid apps, component conversion, dependency injection changes, and routing migration.
Build, read, validate, modify SBML biological network models via the libSBML Python API. SBML Levels 1–3, reactions/kinetic laws, species, rules, FBC extension for flux balance, conversion. Interoperates with COBRApy, Tellurium/RoadRunner, COPASI. Use when programmatically constructing ODE or constraint-based metabolic/signaling models in SBML.
Use when you need to run a binary, trace execution, or observe runtime behavior. Runtime analysis via QEMU emulation, GDB debugging, and Frida hooking - syscall tracing (strace), breakpoints, memory inspection, function interception. Keywords - "run binary", "execute", "debug", "trace syscalls", "set breakpoint", "qemu", "gdb", "frida", "strace", "watch memory
Use when reverse engineering tools are missing, not working, or need configuration. Installation guides for radare2 (r2), Ghidra, GDB, QEMU, Frida, binutils, and cross-compilation toolchains. Keywords - "install radare2", "setup ghidra", "r2 not found", "qemu missing", "tool not installed", "configure gdb", "cross-compiler
Use when first encountering an unknown binary, ELF file, executable, or firmware blob. Fast fingerprinting via rabin2 - architecture detection (ARM, x86, MIPS), ABI identification, dependency mapping, string extraction. Keywords - "what is this binary", "identify architecture", "check file type", "rabin2", "file analysis", "quick scan
Take opensensenova/sn-search-social-media from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.
The instructions reference pip.
Without those the skill loads but fails at the first command.