Agent Reach
Panniantong/Agent-Reach
Routes web research and platform lookups across 16 sites, including Twitter, Reddit, YouTube, Bilibili, Xiaohongshu and GitHub, through one command-line tool.
A skill your agent uses when optimizing content for Xiaohongshu discovery, understanding why posts succeed or fail in reach, trying to increase content exposure, or troubleshooting low view counts
No licenceAuto-check passed
Install Algorithm Mechanism
$ npx skills add vivy-yi/xiaohongshu-skills --skill algorithm-mechanism -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install vivy-yi/xiaohongshu-skills algorithm-mechanism --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/vivy-yi/xiaohongshu-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'skills/05-平台规则/algorithm-mechanism' .claude/skills/algorithm-mechanism && 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 "algorithm-mechanism" agent skill from https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/05-%E5%B9%B3%E5%8F%B0%E8%A7%84%E5%88%99/algorithm-mechanism into .claude/skills/algorithm-mechanism/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "algorithm-mechanism", 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/vivy-yi/xiaohongshu-skills/tree/main/skills/05-%E5%B9%B3%E5%8F%B0%E8%A7%84%E5%88%99/algorithm-mechanismType 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 vivy-yi/xiaohongshu-skills --skill algorithm-mechanism -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install vivy-yi/xiaohongshu-skills algorithm-mechanism --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vivy-yi/xiaohongshu-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'skills/05-平台规则/algorithm-mechanism' .agents/skills/algorithm-mechanism && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "algorithm-mechanism" agent skill from https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/05-%E5%B9%B3%E5%8F%B0%E8%A7%84%E5%88%99/algorithm-mechanism into .agents/skills/algorithm-mechanism/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "algorithm-mechanism", 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 vivy-yi/xiaohongshu-skills --skill algorithm-mechanism -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install vivy-yi/xiaohongshu-skills algorithm-mechanism --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vivy-yi/xiaohongshu-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'skills/05-平台规则/algorithm-mechanism' .cursor/skills/algorithm-mechanism && 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 "algorithm-mechanism" agent skill from https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/05-%E5%B9%B3%E5%8F%B0%E8%A7%84%E5%88%99/algorithm-mechanism into .cursor/skills/algorithm-mechanism/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "algorithm-mechanism", 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/vivy-yi/xiaohongshu-skills.git --path 'skills/05-平台规则/algorithm-mechanism'--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 vivy-yi/xiaohongshu-skills --skill algorithm-mechanism -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install vivy-yi/xiaohongshu-skills algorithm-mechanism --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vivy-yi/xiaohongshu-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'skills/05-平台规则/algorithm-mechanism' .gemini/skills/algorithm-mechanism && 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 "algorithm-mechanism" agent skill from https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/05-%E5%B9%B3%E5%8F%B0%E8%A7%84%E5%88%99/algorithm-mechanism into .gemini/skills/algorithm-mechanism/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "algorithm-mechanism", 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 vivy-yi/xiaohongshu-skills algorithm-mechanismInstalls 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 vivy-yi/xiaohongshu-skills --skill algorithm-mechanism -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/vivy-yi/xiaohongshu-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/'skills/05-平台规则/algorithm-mechanism' .github/skills/algorithm-mechanism && 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 "algorithm-mechanism" agent skill from https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/05-%E5%B9%B3%E5%8F%B0%E8%A7%84%E5%88%99/algorithm-mechanism into .github/skills/algorithm-mechanism/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "algorithm-mechanism", 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 vivy-yi/xiaohongshu-skills --skill algorithm-mechanism -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install vivy-yi/xiaohongshu-skills algorithm-mechanism --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vivy-yi/xiaohongshu-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'skills/05-平台规则/algorithm-mechanism' .opencode/skills/algorithm-mechanism && 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 "algorithm-mechanism" agent skill from https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/05-%E5%B9%B3%E5%8F%B0%E8%A7%84%E5%88%99/algorithm-mechanism into .opencode/skills/algorithm-mechanism/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "algorithm-mechanism", 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
algorithm-mechanism- GitHub stars
- 474
- Token cost
- ~1.8k tokens
- SKILL.md length
- 773 words
- Files
- 1
- Skills in repo
- 123
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when optimizing content for Xiaohongshu discovery, understanding why posts succeed or fail in reach, trying to increase content exposure, or troubleshooting low view counts
- Works in 5 steps: Understand the 3-Stage Distribution → Optimize for Initial Engagement → Optimize Content for Algorithm Signals → …
- Optimizing content for Xiaohongshu discovery
- SKILL.md covers Overview, When to Use, Core Pattern and Quick Reference, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Algorithm Mechanism is an agent skill from vivy-yi/xiaohongshu-skills. Use when optimizing content for Xiaohongshu discovery, understanding why posts succeed or fail in reach, trying to increase content exposure, or troubleshooting low view counts
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with Xiaohongshu. The repository describes itself as: 139个完整的小红书运营技能 - Claude Code 技能插件系统。覆盖内容创作、账号运营、互动运营、数据分析、电商转化、平台规则、工具生态、营销推广、增长策略9大分类。
When your agent uses it
- Optimizing content for Xiaohongshu discovery
- Understanding why posts succeed
- Trying to increase content exposure
- Troubleshooting low view counts
Example prompts
- “/algorithm-mechanism”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Understand the 3-Stage Distribution
- Optimize for Initial Engagement
- Optimize Content for Algorithm Signals
- Build Account Authority
- Analyze and Iterate
What it can do on your machine
Read from SKILL.md and the folder at commit b42ff69. 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
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.
Network
No URLs in SKILL.md.
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
Algorithm Mechanism loads about 1.8k tokens when it runs. Until then it costs about 49 tokens; SKILL.md has 773 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 773 words (~1,800 tokens).
“Xiaohongshu's recommendation algorithm determines which content gets shown to whom. Understanding how it works enables you to optimize content for maximum reach and engagement rather than posting blindly.”
- name
- algorithm-mechanism
Files
Just SKILL.md in skills/05-平台规则/algorithm-mechanism of vivy-yi/xiaohongshu-skills.
Open the folder on GitHubat commit b42ff69
Compare with similar skills
Algorithm Mechanism 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 |
|---|---|---|---|---|---|---|
| Algorithm Mechanism this skillvivy-yi/xiaohongshu-skills | 474 | — | ~1.8k | Automated safety check: Pass | None | |
| Agent ReachPanniantong/Agent-Reach | 93k | 1 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Guizang Social Cardsop7418/guizang-social-card-skill | 7.4k | 1 repos | ~7.8k | Automated safety check: Pass | AGPL-3.0 | |
| Yuwen Publish Precheckyuwen-cool/yuwen-publish-precheck | 771 | 1 repos | ~1.8k | Automated safety check: Pass | MIT | |
| Video Podcast MakerAgents365-ai/video-podcast-maker | 1.7k | — | ~4.9k | Automated safety check: Pass | MIT | |
| Xhs Note Creatorcomeonzhj/Auto-Redbook-Skills | 2.3k | — | ~580 | Automated safety check: Notes | None |
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Related
Works with
Questions about Algorithm Mechanism
What does Algorithm Mechanism do?
A skill your agent uses when optimizing content for Xiaohongshu discovery, understanding why posts succeed or fail in reach, trying to increase content exposure, or troubleshooting low view counts. Algorithm Mechanism is an agent skill from vivy-yi/xiaohongshu-skills.
When should I use Algorithm Mechanism?
Algorithm Mechanism fits situations like: optimizing content for Xiaohongshu discovery; understanding why posts succeed; trying to increase content exposure; troubleshooting low view counts.
How do I install Algorithm Mechanism in Claude Code?
Run `npx skills add vivy-yi/xiaohongshu-skills --skill algorithm-mechanism -a claude-code`. Or copy the skill folder (skills/05-平台规则/algorithm-mechanism in vivy-yi/xiaohongshu-skills) into .claude/skills/algorithm-mechanism in your project. Claude Code loads it when a task matches its description.
How do I install Algorithm Mechanism in Codex?
Run `npx skills add vivy-yi/xiaohongshu-skills --skill algorithm-mechanism -a codex`. Or copy the skill folder (skills/05-平台规则/algorithm-mechanism in vivy-yi/xiaohongshu-skills) into .agents/skills/algorithm-mechanism in your project. Codex loads it when a task matches its description.
Can I use Algorithm Mechanism 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 vivy-yi/xiaohongshu-skills --skill algorithm-mechanism -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/algorithm-mechanism, .gemini/skills/algorithm-mechanism, .github/skills/algorithm-mechanism and .opencode/skills/algorithm-mechanism in your project.
What does Algorithm Mechanism need to run?
SKILL.md names no scripts, command-line tools or credentials: Algorithm Mechanism is instructions for the agent only.
Does Algorithm Mechanism access the network?
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.
Is Algorithm Mechanism 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 Algorithm Mechanism use?
No licence was found for Algorithm Mechanism or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Algorithm Mechanism use?
About 1.8k tokens (SKILL.md is roughly 7.2k 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 Algorithm Mechanism?
Skills that share tags, products or a category with Algorithm Mechanism: Agent Reach (Panniantong/Agent-Reach, 93k stars), Guizang Social Cards (op7418/guizang-social-card-skill, 7.4k stars), Yuwen Publish Precheck (yuwen-cool/yuwen-publish-precheck, 771 stars) and Video Podcast Maker (Agents365-ai/video-podcast-maker, 1.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Algorithm Mechanism?
vivy-yi (a GitHub user) maintains it in vivy-yi/xiaohongshu-skills, which has 474 GitHub stars. The repository holds 123 skills in this directory. The repository was last updated on January 23, 2026.
Source: vivy-yi/xiaohongshu-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.