sn-search-social-media

sn-search-social-media is a skill for Claude Code, Codex from OpenSenseNova/SenseNova-Skills. It costs 26 tokens per session (1,427 once invoked), scanned A, original, MIT.

A collection of free methods for finding public community posts, social media activity, news, trends, and developer discussions.

In plain words
What is it for?
It helps research public attention, open-source activity, technical discussions, news signals, and online trends.
Why use it?
It combines several public sources without requiring paid services, API keys, tokens, or cookies.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit It helps research public attention, open-source activity, technical discussions, news signals, and online trends.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/opensensenova/sensenova-skills/sn-search-social-media
About the project

SenseNova-Skills is a collection of modular skills that extend SenseNova models with office-assistant capabilities such as image generation, presentation creation, spreadsheet analysis, and research. The skills are designed for use in agent runtimes and can be combined into productivity workflows; the catalogue entries are individual skills and agents from this collection.

OpenSenseNova/SenseNova-Skills · 5,570 stars · on GitHub

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add OpenSenseNova/SenseNova-Skills --skill sn-search-social-media
Clone the repo
git clone --depth 1 https://github.com/OpenSenseNova/SenseNova-Skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for sn-search-social-media

README.md
[![agentmods](https://agentmods.dev/badge/skills/opensensenova/sensenova-skills/sn-search-social-media/github.svg)](https://agentmods.dev/skills/opensensenova/sensenova-skills/sn-search-social-media)
Your own site
<a href="https://agentmods.dev/skills/opensensenova/sensenova-skills/sn-search-social-media"><img src="https://agentmods.dev/badge/skills/opensensenova/sensenova-skills/sn-search-social-media/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for sn-search-social-media

Your own site · 80×15
<a href="https://agentmods.dev/skills/opensensenova/sensenova-skills/sn-search-social-media"><img src="https://agentmods.dev/badge/skills/opensensenova/sensenova-skills/sn-search-social-media.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 26 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,427 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00026 $0.01427
Opus 5 $0.00013 $0.00714
Sonnet 5 $0.00005 $0.00285
Haiku 4.5 $0.00003 $0.00143

Measured 9d ago against content hash 69bd0bd8f298, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

sn-search-social-media scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

The scan reads SKILL.md. This mod also ships 6 executable files (scripts/_filters.py, scripts/github_public_search.py, scripts/hackernews_hotspots.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/sn-search-social-media/SKILL.md · 88 lines

How it starts

The opening of the file, as written. The whole thing — 88 lines — stays where its author put it; the contents beside it link to each section on GitHub.

sn-search-social-media - 社区/社媒/新闻热点搜索

凭证配置

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。

硬性规则

  • 禁止处理加密货币、虚拟货币、区块链、Web3、NFT、DeFi、交易所,以及加密货币语境下的挖矿/钱包等查询。
  • 如果用户请求加密货币相关热点,直接说明本技能不覆盖该主题,不要运行脚本。
  • 不使用 GitHub code search、GitHub GraphQL、Stack Exchange key、BigQuery、YouTube API、Twitter/X API、TikHub、Reddit OAuth 或任何需要注册 key/token/cookie 的方式。
  • 不使用无法访问、要求登录、要求付费或只有商业计划的资源;遇到新增资源,先确认能访问且符合以上限制。
  • API 脚本和 browser-use 没有优先级,可在同一任务中混合使用。
  • 百度指数、微博热搜/微指数只用公开网页可见内容;不要进入或引导使用付费商业功能。
  • 脚本返回标准 JSON;引用 items[].url 或 browser-use 打开的页面链接作为证据。

依赖

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。

资源选择

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 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 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

常用命令

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

Read the full file on GitHub · 88 lines

Files

What ships with it

7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 88 lines · 26 tokens per session scan A 69bd0bd8f298

Subscribe to this mod's changes

sn-search-social-media is a skill published in the GitHub repository OpenSenseNova/SenseNova-Skills (5,570 stars, last pushed yesterday), licensed MIT. It adds 26 tokens to every session and 1,427 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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