Geo Fundamentals
wasp-lang/wasp
Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
A skill your agent uses when the user says 'AI search', 'AI visibility', 'ChatGPT ranking', 'Perplexity optimization', 'GEO', 'generative engine optimization', or needs to optimize content for…
Install Memstack SEO AI Search Visibility
$ npx skills add cwinvestments/memstack --skill memstack-seo-ai-search-visibility -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cwinvestments/memstack memstack-seo-ai-search-visibility --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/cwinvestments/memstack.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/seo-geo/ai-search-visibility .claude/skills/memstack-seo-ai-search-visibility && 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 "memstack-seo-ai-search-visibility" agent skill from https://github.com/cwinvestments/memstack/tree/master/skills/seo-geo/ai-search-visibility into .claude/skills/memstack-seo-ai-search-visibility/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memstack-seo-ai-search-visibility", 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/cwinvestments/memstack/tree/master/skills/seo-geo/ai-search-visibilityType 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 cwinvestments/memstack --skill memstack-seo-ai-search-visibility -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cwinvestments/memstack memstack-seo-ai-search-visibility --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cwinvestments/memstack.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/seo-geo/ai-search-visibility .agents/skills/memstack-seo-ai-search-visibility && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "memstack-seo-ai-search-visibility" agent skill from https://github.com/cwinvestments/memstack/tree/master/skills/seo-geo/ai-search-visibility into .agents/skills/memstack-seo-ai-search-visibility/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memstack-seo-ai-search-visibility", 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 cwinvestments/memstack --skill memstack-seo-ai-search-visibility -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cwinvestments/memstack memstack-seo-ai-search-visibility --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cwinvestments/memstack.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/seo-geo/ai-search-visibility .cursor/skills/memstack-seo-ai-search-visibility && 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 "memstack-seo-ai-search-visibility" agent skill from https://github.com/cwinvestments/memstack/tree/master/skills/seo-geo/ai-search-visibility into .cursor/skills/memstack-seo-ai-search-visibility/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memstack-seo-ai-search-visibility", 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/cwinvestments/memstack.git --path skills/seo-geo/ai-search-visibility--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 cwinvestments/memstack --skill memstack-seo-ai-search-visibility -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cwinvestments/memstack memstack-seo-ai-search-visibility --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cwinvestments/memstack.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/seo-geo/ai-search-visibility .gemini/skills/memstack-seo-ai-search-visibility && 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 "memstack-seo-ai-search-visibility" agent skill from https://github.com/cwinvestments/memstack/tree/master/skills/seo-geo/ai-search-visibility into .gemini/skills/memstack-seo-ai-search-visibility/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memstack-seo-ai-search-visibility", 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 cwinvestments/memstack memstack-seo-ai-search-visibilityInstalls 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 cwinvestments/memstack --skill memstack-seo-ai-search-visibility -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/cwinvestments/memstack.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/seo-geo/ai-search-visibility .github/skills/memstack-seo-ai-search-visibility && 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 "memstack-seo-ai-search-visibility" agent skill from https://github.com/cwinvestments/memstack/tree/master/skills/seo-geo/ai-search-visibility into .github/skills/memstack-seo-ai-search-visibility/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memstack-seo-ai-search-visibility", 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 cwinvestments/memstack --skill memstack-seo-ai-search-visibility -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install cwinvestments/memstack memstack-seo-ai-search-visibility --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cwinvestments/memstack.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/seo-geo/ai-search-visibility .opencode/skills/memstack-seo-ai-search-visibility && 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 "memstack-seo-ai-search-visibility" agent skill from https://github.com/cwinvestments/memstack/tree/master/skills/seo-geo/ai-search-visibility into .opencode/skills/memstack-seo-ai-search-visibility/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memstack-seo-ai-search-visibility", 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
memstack-seo-ai-search-visibility- GitHub stars
- 423
- Token cost
- ~4.2k tokens
- SKILL.md length
- 1,457 words
- Files
- 1
- Skills in repo
- 87
- Repo updated
- First seen
- Licence
- Proprietary
At a glance
A skill your agent uses when the user says 'AI search', 'AI visibility', 'ChatGPT ranking', 'Perplexity optimization', 'GEO', 'generative engine optimization', or needs to optimize content for…
- Works in 8 steps: Check AI Bot Crawler Access → Analyze Content for AI Citation Likelihood → Optimize Content Structure for AI → …
- The user says AI search
- SKILL.md covers Activation, Protocol and Level History
- Calls curl
What it does
Memstack SEO AI Search Visibility is an agent skill from cwinvestments/memstack. Use this skill when the user says 'AI search', 'AI visibility', 'ChatGPT ranking', 'Perplexity optimization', 'GEO', 'generative engine optimization', or needs to optimize content for AI-powered search engines and LLM citations. Do NOT use for traditional SEO audits or Google Ads.
Its SKILL.md is about 4.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Marketing & SEO, covering AI search optimization. It works with OpenAI, Perplexity and Google Ads. The repository describes itself as: Structured skill framework for Claude Code. 130 skills, persistent memory, TokenStack compression, localhost dashboard with 3-agent runner, real-time streaming, MCP tools.
When your agent uses it
- The user says AI search
- ChatGPT ranking
- Perplexity optimization
- Generative engine optimization
Example prompts
- “AI search”
- “AI visibility”
- “ChatGPT ranking”
- “/memstack-seo-ai-search-visibility”
Workflow steps
8 steps, taken from the step headings in SKILL.md.
- Check AI Bot Crawler Access
- Analyze Content for AI Citation Likelihood
- Optimize Content Structure for AI
- 5: Apply Princeton GEO Methods to Content
- Add llms.txt File
- Optimize for Featured Snippets / AI Overview
- Monitor AI Search Appearances
- Output AI Readiness Scorecard
What it can do on your machine
Read from SKILL.md and the folder at commit 00370ce. 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
Shell commands in SKILL.md call:
curl
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use curl, which can reach the network depending on how they are called.
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
Memstack SEO AI Search Visibility loads about 4.2k tokens when it runs. Until then it costs about 79 tokens; SKILL.md has 1,457 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
Its licence (Proprietary) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,457 words (~4,218 tokens).
“Evaluates and optimizes content for citation by AI search engines (ChatGPT, Perplexity, Google AI Overview, Claude): checking crawler access, content structure, llms.txt, and AI-friendly patterns.”
- name
- memstack-seo-ai-search-visibility
- version
- 1.0.0
- license
- Proprietary, MemStack™ Pro by CW Affiliate Investments LLC. See LICENSE.txt
Files
Just SKILL.md in skills/seo-geo/ai-search-visibility of cwinvestments/memstack.
Open the folder on GitHubat commit 00370ce
Compare with similar skills
Memstack SEO AI Search Visibility 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 |
|---|---|---|---|---|---|---|
| Memstack SEO AI Search Visibility this skillcwinvestments/memstack | 423 | — | ~4.2k | Automated safety check: Pass | Proprietary | |
| Geo Fundamentalswasp-lang/wasp | 19k | 9 repos | ~861 | Automated safety check: Pass | MIT | |
| SEO GeoReScienceLab/opc-skills | 1.8k | 4 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| GEO-First SEO Audit Toolzubair-trabzada/geo-seo-claude | 11k | — | ~2.8k | Automated safety check: Notes | MIT | |
| Fire Your SEO Agencyleopard627/fire-your-seo-agency | 711 | — | ~1.1k | Automated safety check: Pass | MIT | |
| Marketing OsYuzzyuk/marketing-os | 540 | — | ~2.5k | Automated safety check: Pass | MIT |
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Related
Works with
Categories
Questions about Memstack SEO AI Search Visibility
What does Memstack SEO AI Search Visibility do?
A skill your agent uses when the user says 'AI search', 'AI visibility', 'ChatGPT ranking', 'Perplexity optimization', 'GEO', 'generative engine optimization', or needs to optimize content for…. Memstack SEO AI Search Visibility is an agent skill from cwinvestments/memstack. Use this skill when the user says 'AI search', 'AI visibility', 'ChatGPT ranking', 'Perplexity optimization', 'GEO', 'generative engine optimization', or needs to optimize content for AI-powered search engines and LLM citations.
When should I use Memstack SEO AI Search Visibility?
Memstack SEO AI Search Visibility fits situations like: the user says AI search; chatGPT ranking; perplexity optimization; generative engine optimization.
How do I install Memstack SEO AI Search Visibility in Claude Code?
Run `npx skills add cwinvestments/memstack --skill memstack-seo-ai-search-visibility -a claude-code`. Or copy the skill folder (skills/seo-geo/ai-search-visibility in cwinvestments/memstack) into .claude/skills/memstack-seo-ai-search-visibility in your project. Claude Code loads it when a task matches its description.
How do I install Memstack SEO AI Search Visibility in Codex?
Run `npx skills add cwinvestments/memstack --skill memstack-seo-ai-search-visibility -a codex`. Or copy the skill folder (skills/seo-geo/ai-search-visibility in cwinvestments/memstack) into .agents/skills/memstack-seo-ai-search-visibility in your project. Codex loads it when a task matches its description.
Can I use Memstack SEO AI Search Visibility 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 cwinvestments/memstack --skill memstack-seo-ai-search-visibility -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memstack-seo-ai-search-visibility, .gemini/skills/memstack-seo-ai-search-visibility, .github/skills/memstack-seo-ai-search-visibility and .opencode/skills/memstack-seo-ai-search-visibility in your project.
What does Memstack SEO AI Search Visibility need to run?
Going by SKILL.md and its folder, Memstack SEO AI Search Visibility needs the command-line tools its instructions call (curl).
Does Memstack SEO AI Search Visibility access the network?
SKILL.md contains no URLs. Its commands use curl, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Memstack SEO AI Search Visibility 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 Memstack SEO AI Search Visibility use?
Memstack SEO AI Search Visibility carries a proprietary licence (declared in SKILL.md). It is published on GitHub, but it is not open source: read the licence file before using or sharing it.
How many tokens does Memstack SEO AI Search Visibility use?
About 4.2k tokens (SKILL.md is roughly 17k 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 Memstack SEO AI Search Visibility?
Skills that share tags, products or a category with Memstack SEO AI Search Visibility: Geo Fundamentals (wasp-lang/wasp, 19k stars), SEO Geo (ReScienceLab/opc-skills, 1.8k stars), GEO-First SEO Audit Tool (zubair-trabzada/geo-seo-claude, 11k stars) and Fire Your SEO Agency (leopard627/fire-your-seo-agency, 711 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Memstack SEO AI Search Visibility?
cwinvestments (a GitHub user) maintains it in cwinvestments/memstack, which has 423 GitHub stars. The repository holds 87 skills in this directory. The repository was last updated on September 26, 2026.
Source: cwinvestments/memstack on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.