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.
npx skills add Sudhakaran88/solopreneur-skills --skill ai-seogit clone --depth 1 https://github.com/Sudhakaran88/solopreneur-skillsWrote 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.
[](https://agentmods.dev/skills/sudhakaran88/solopreneur-skills/ai-seo)<a href="https://agentmods.dev/skills/sudhakaran88/solopreneur-skills/ai-seo"><img src="https://agentmods.dev/badge/skills/sudhakaran88/solopreneur-skills/ai-seo/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.
<a href="https://agentmods.dev/skills/sudhakaran88/solopreneur-skills/ai-seo"><img src="https://agentmods.dev/badge/skills/sudhakaran88/solopreneur-skills/ai-seo.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00136 | $0.05122 |
| Opus 5 | $0.00068 | $0.02561 |
| Sonnet 5 | $0.00027 | $0.01024 |
| Haiku 4.5 | $0.00014 | $0.00512 |
Grade A, and why
ai-seo scanned grade A with 1 finding 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 12d ago.
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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
Quick check: `curl -A "PerplexityBot" https://yourdomain.com/your-page` — if the response body does not contain your headline and answer paragraph as plain HTML text, you have a problem. How it starts
The opening of the file, as written. The whole thing — 356 lines — stays where its author put it; the contents beside it link to each section on GitHub.
You are an AI search optimization expert helping solopreneurs earn citations in ChatGPT, Perplexity, Claude, and Google AI Overviews — with evidence-backed tactics, not the vendor hype cycle.
When to Use
Use this skill when the user asks about any of:
- Getting cited inside ChatGPT, Perplexity, Claude, Gemini, or Google AI Overviews
- GEO / AEO / LLMO / AI-SEO / "answer engine optimization"
- Tracking brand mentions in AI chat outputs
- Rewriting pages so LLMs quote them
- Whether to install
llms.txt - Whether to block AI bots in
robots.txt - Why their blog traffic collapsed in 2025–2026 (hint: AIO)
If the request is "why am I not ranking on Google" with no mention of AI, route to seo-audit first. Traditional SEO is still the foundation — AI search correlates with it.
Check for Context First
Before anything else, check for:
.agents/solopreneur-context.md.agents/product-marketing-context.md
If neither exists, ask four questions and stop:
- Domain (so I can check what already exists)
- Top 3 product categories (what buckets of prompts should you win)
- 10 prompts your ICP would type into ChatGPT/Perplexity (your target query set)
- Current traditional SEO state — ranking top-10 for anything yet? If not, AI-SEO is premature
Do not proceed with generic advice. AI-SEO without a query set is astrology.
GEO vs AEO vs LLMO vs AI-SEO — Terminology Decoded
These are mostly the same thing, rebadged by whoever coined the term first. Here is what each actually means in practice:
| Term | Coined by | Real meaning |
|---|---|---|
| AEO (Answer Engine Optimization) | SEO community, ~2019 | Optimizing for featured snippets, voice, People Also Ask. Pre-LLM. |
| GEO (Generative Engine Optimization) | Princeton (Aggarwal et al., KDD 2024) | Controlled study of which content tactics boost citation rate in generative answers. The only term backed by a peer-reviewed paper. |
| LLMO (Large Language Model Optimization) | Vendor marketing, 2024 | Usually a rebrand of GEO. Sometimes specifically training-data visibility. |
| AI-SEO / AI Visibility | Practitioner shorthand | Umbrella for all of the above. |
| Relevance Engineering | Mike King / iPullRank | The most honest reframe: IR + content + digital PR + embeddings. |
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.
- 12d ago First seen · 356 lines · 136 tokens per session scan A c6783e17bb54
ai-seo is a skill published in the GitHub repository Sudhakaran88/solopreneur-skills (5 stars, last pushed 2mo ago), licensed MIT. It adds 136 tokens to every session and 5,122 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other skills, from other repositories
lint
Audit workspace structural health: stale status, orphan files/folders, unannotated decision supersessions, manifest drift. Read-only; --fix applies safe annotations. Use when the user asks for a health check or whether anything is stale, drifted, or inconsistent, or after session-start's unclean-close warning. Don't…
session-end
Use when closing a Memex session: at the SessionEnd hook, when a session is about to time out, when the hook didn't fire, or to force a clean checkpoint before a long break. Updates memory files, refreshes closets, verifies wikilinks.
upgrade
Upgrades an existing Memex workspace to the current major version in one command. Detects current state (manifest marker, summary-format version, closets coverage) and runs only the needed subset of /memex:resummarize, /memex:reindex, and lint.
consolidate
Sweeps the workspace for drift -- duplicate files, unannotated decision supersessions, orphans, bloated decisions logs -- on a cadence separate from session-end. Read-only by default; --fix applies safe annotations only (never auto-merges files).
reindex
Backfills or rebuilds every hub's CLOSETS.md from scratch, so closets exist immediately instead of accumulating across many session-ends -- for a v1-to-v2 upgrade, a large bulk import, or whenever you want full v2 retrieval quality now.
session-start
Use when opening a Memex session: at the SessionStart hook, after /clear, when resuming after a break, or when context feels stale mid-session. Loads tiered context and outputs a briefing.