Ag2 Multimodal Input
ag2ai/build-with-ag2
Send images, audio, video, or documents into an AG2 beta Agent alongside text.
提取并总结 B 站视频或微信公众号文章；转写、深度报告和知识库入库按用户请求选择。其他网站使用当前可用的网页读取工具. An agent skill from zhu1090093659/dsh-trading.
Install Content Insight
$ npx skills add zhu1090093659/dsh-trading --skill content-insight -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install zhu1090093659/dsh-trading content-insight --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/zhu1090093659/dsh-trading.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/content-insight .claude/skills/content-insight && 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 "content-insight" agent skill from https://github.com/zhu1090093659/dsh-trading/tree/main/.agents/skills/content-insight into .claude/skills/content-insight/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "content-insight", 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/zhu1090093659/dsh-trading/tree/main/.agents/skills/content-insightType 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 zhu1090093659/dsh-trading --skill content-insight -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install zhu1090093659/dsh-trading content-insight --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhu1090093659/dsh-trading.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/content-insight .agents/skills/content-insight && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "content-insight" agent skill from https://github.com/zhu1090093659/dsh-trading/tree/main/.agents/skills/content-insight into .agents/skills/content-insight/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "content-insight", 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 zhu1090093659/dsh-trading --skill content-insight -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install zhu1090093659/dsh-trading content-insight --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhu1090093659/dsh-trading.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/content-insight .cursor/skills/content-insight && 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 "content-insight" agent skill from https://github.com/zhu1090093659/dsh-trading/tree/main/.agents/skills/content-insight into .cursor/skills/content-insight/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "content-insight", 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/zhu1090093659/dsh-trading.git --path .agents/skills/content-insight--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 zhu1090093659/dsh-trading --skill content-insight -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install zhu1090093659/dsh-trading content-insight --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhu1090093659/dsh-trading.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/content-insight .gemini/skills/content-insight && 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 "content-insight" agent skill from https://github.com/zhu1090093659/dsh-trading/tree/main/.agents/skills/content-insight into .gemini/skills/content-insight/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "content-insight", 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 zhu1090093659/dsh-trading content-insightInstalls 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 zhu1090093659/dsh-trading --skill content-insight -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/zhu1090093659/dsh-trading.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/content-insight .github/skills/content-insight && 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 "content-insight" agent skill from https://github.com/zhu1090093659/dsh-trading/tree/main/.agents/skills/content-insight into .github/skills/content-insight/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "content-insight", 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 zhu1090093659/dsh-trading --skill content-insight -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install zhu1090093659/dsh-trading content-insight --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhu1090093659/dsh-trading.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/content-insight .opencode/skills/content-insight && 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 "content-insight" agent skill from https://github.com/zhu1090093659/dsh-trading/tree/main/.agents/skills/content-insight into .opencode/skills/content-insight/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "content-insight", 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
content-insight- GitHub stars
- 238
- Token cost
- ~1.3k tokens
- SKILL.md length
- 282 words
- Files
- 8 (incl. scripts, references)
- Skills in repo
- 11
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
提取并总结 B 站视频或微信公众号文章；转写、深度报告和知识库入库按用户请求选择。其他网站使用当前可用的网页读取工具. An agent skill from zhu1090093659/dsh-trading.
- Works in 4 steps: 只调用 knowledge_ingest 工具逐张入库（自动 URL 查重、保持… → 工具不可用（如报 store.list is not a… → 入库后自检：通过知识库工具读回核对（summary 非空、coreClaims… → …
- Documents & Office work in your project
- SKILL.md covers 流程总览, 路由规则, 视频管线（B站） and 文章管线（微信公众号）, plus 4 more sections
- Runs Python and JavaScript scripts from its folder; calls python, uv and apt; reaches hf-mirror.com
What it does
Content Insight is an agent skill from zhu1090093659/dsh-trading. 提取并总结 B 站视频或微信公众号文章；转写、深度报告和知识库入库按用户请求选择。其他网站使用当前可用的网页读取工具。
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 10 other files, including scripts and reference files (for example `evals/evals.json`, `references/analysis-framework.md` and `scripts/bili_fetch.py`).
It sits in Documents & Office. The repository describes itself as: Agent-native trading terminal built on DeepSeek Harness. Crypto, US, CN and HK in one three-column GUI, 19+ hot-swappable connectors, dry-run by default with human approval on…
When your agent uses it
- Documents & Office work in your project
Example prompts
- “/content-insight”
Requirements
- Python 3
- Node.js
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- 只调用 knowledge_ingest 工具逐张入库（自动 URL 查重、保持 ID 稳定）；
- 工具不可用（如报 store.list is not a function：会话绑定旧构建或实例未重载）→ 停止入库，保存待导入的 Markdown 卡片并报告失败原因；不直接读改写 cards.json——store 在 dsh 进程内有内存缓存，直写会被后续 flush…
- 入库后自检：通过知识库工具读回核对（summary 非空、coreClaims 非空、credibility 枚举、URL 无重复），不能只用本地 JSON.parse 代替服务读回；
- 不擅自重启 dsh 实例；如需重载让新卡片可见，报告给用户处理。
What it can do on your machine
Read from SKILL.md and the folder at commit daa5b45. 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
Ships 5 files in scripts/ (Python and JavaScript), which the agent can run.
Shell commands in SKILL.md call:
pythonuvaptbrew
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:
hf-mirror.com
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
Content Insight loads about 1.3k tokens when it runs, and up to ~3.2k if it reads all its reference files. Until then it costs about 19 tokens; SKILL.md has 282 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); the scripts in this folder 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 282 words (~1,344 tokens).
- name
- content-insight
Files
SKILL.md and 7 other files (scripts, references) in .agents/skills/content-insight of zhu1090093659/dsh-trading.
- SKILL.md
- evals/evals.json
- references/analysis-framework.md
- scripts/bili_fetch.py
- scripts/bili_transcribe.js
- scripts/bili_transcript.py
- scripts/wechat_fetch.py
- scripts/whisper_asr.py
Open the folder on GitHubat commit daa5b45
Compare with similar skills
Content Insight 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 |
|---|---|---|---|---|---|---|
| Content Insight this skillzhu1090093659/dsh-trading | 238 | — | ~1.3k | Automated safety check: Pass | Custom licence | |
| Ag2 Multimodal Inputag2ai/build-with-ag2 | 252 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Fireworks Open Eli5yizhiyanhua-ai/fireworks-open-eli5 | 188 | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| Download AnythinghAcKlyc/MyAgents | 919 | — | ~1.5k | Automated safety check: Pass | AGPL-3.0 | |
| Press Conference Revision Evidence Boundlensback940701/Evidence-Bound-Press-Conference-Revision-Skill | 259 | — | ~2.2k | Automated safety check: Pass | MIT | |
| Audio To Band Scorekiri603/To-Sheet-Music-Skill | 185 | — | ~1.3k | Automated safety check: Pass | MIT |
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Fireworks Open Eli5
yizhiyanhua-ai/fireworks-open-eli5
Create evidence-aware, interactive visual explainers as self-contained offline HTML.
Download Anything
hAcKlyc/MyAgents
Find and download virtually any digital resource from the internet — ebooks, academic papers, movies, TV shows, music, software, images, fonts, courses, and more.
Press Conference Revision Evidence Bound
lensback940701/Evidence-Bound-Press-Conference-Revision-Skill
Diagnose and revise defensive academic writing while preserving claim ceilings, evidence status, scope conditions, rival explanations, and conceptual hierarchy.
Audio To Band Score
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将用户提供的混音歌曲音频自动分轨、扒谱并改编为可演奏的五件校园乐队伴奏总谱，交付 MIDI、PDF 和可编辑 MSCZ。用于音频到乐队谱、歌曲扒带、乐队改编与难度调整；不用于语音转写、歌词翻译或仅下载现成曲谱。
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Related
Questions about Content Insight
What does Content Insight do?
提取并总结 B 站视频或微信公众号文章；转写、深度报告和知识库入库按用户请求选择。其他网站使用当前可用的网页读取工具. An agent skill from zhu1090093659/dsh-trading. Content Insight is an agent skill from zhu1090093659/dsh-trading.
When should I use Content Insight?
Content Insight fits situations like: documents & Office work in your project.
How do I install Content Insight in Claude Code?
Run `npx skills add zhu1090093659/dsh-trading --skill content-insight -a claude-code`. Or copy the skill folder (.agents/skills/content-insight in zhu1090093659/dsh-trading) into .claude/skills/content-insight in your project. Claude Code loads it when a task matches its description.
How do I install Content Insight in Codex?
Run `npx skills add zhu1090093659/dsh-trading --skill content-insight -a codex`. Or copy the skill folder (.agents/skills/content-insight in zhu1090093659/dsh-trading) into .agents/skills/content-insight in your project. Codex loads it when a task matches its description.
Can I use Content Insight 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 zhu1090093659/dsh-trading --skill content-insight -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/content-insight, .gemini/skills/content-insight, .github/skills/content-insight and .opencode/skills/content-insight in your project.
What does Content Insight need to run?
Going by SKILL.md and its folder, Content Insight needs Python and JavaScript for the scripts in its folder and the command-line tools its instructions call (python, uv, apt and brew). Our summary lists: Python 3; Node.js.
Does Content Insight access the network?
SKILL.md names 1 domain. In commands or code: hf-mirror.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is Content Insight 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Content Insight use?
Content Insight 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 Content Insight use?
About 1.3k tokens (SKILL.md is roughly 5.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.8k tokens, read only when the agent opens those files.
What are the alternatives to Content Insight?
Skills that share tags, products or a category with Content Insight: Ag2 Multimodal Input (ag2ai/build-with-ag2, 252 stars), Fireworks Open Eli5 (yizhiyanhua-ai/fireworks-open-eli5, 188 stars), Download Anything (hAcKlyc/MyAgents, 919 stars) and Press Conference Revision Evidence Bound (lensback940701/Evidence-Bound-Press-Conference-Revision-Skill, 259 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Content Insight?
zhu1090093659 (a GitHub user) maintains it in zhu1090093659/dsh-trading, which has 238 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 11, 2026.
Source: zhu1090093659/dsh-trading on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.