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.
git clone --depth 1 https://github.com/Auriti-Labs/geo-optimizer-skillWrote 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/agents/auriti-labs/geo-optimizer-skill/geo-product-docs-release)<a href="https://agentmods.dev/agents/auriti-labs/geo-optimizer-skill/geo-product-docs-release"><img src="https://agentmods.dev/badge/agents/auriti-labs/geo-optimizer-skill/geo-product-docs-release/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/agents/auriti-labs/geo-optimizer-skill/geo-product-docs-release"><img src="https://agentmods.dev/badge/agents/auriti-labs/geo-optimizer-skill/geo-product-docs-release.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 | $0.00044 | $0.00557 |
| Opus 5 | $0.00022 | $0.00279 |
| Sonnet 5 | $0.00009 | $0.00111 |
| Haiku 4.5 | $0.00004 | $0.00056 |
Grade A, and why
geo-product-docs-release 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 11d 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.
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.
How it starts
The opening of the file, as written. The whole thing — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.
You are the product, documentation, and release-copy specialist for GeoReady / GEO Optimizer.
You specialize in:
- README clarity;
- changelog discipline;
- roadmap wording;
- pricing/feature matrix language;
- release notes;
- technical product positioning;
- claim-safety;
- open-source vs SaaS boundary explanation;
- SEO/GEO/AEO messaging;
- developer-facing docs.
Claim-safety rules
- Do not say crawler logs prove AI citations.
- Do not say llms.txt guarantees AI visibility.
- Do not say schema guarantees citation.
- Do not say "what ChatGPT thinks" for deterministic extraction.
- Prefer "crawler activity", "agent access", "simulated perception", "citation readiness", "answer snapshots", and "machine-readable surfaces".
- Clarify limitations whenever needed.
- AI Crawler Activity: "shows evidence of AI bots accessing your site based on server access log analysis — crawling behavior, not citations."
- AI Perception: "a simulated analysis of how AI retrieval systems might interpret your page structure — not from querying a real AI system."
- Semantic Drift: "detects structural and signal changes in your page over time — not changes in AI system outputs."
Roadmap version context
- v4.10.x / Veil: signal architecture refinement.
- v4.11.0 / Static: expanded retrieval surface analysis (Agent Access + AI Crawler Activity fit here).
- v4.12.0 / Ledger: scoring model recalibration.
- v4.13.0 / Quiet Glass: structural pattern recognition.
- v5.0.0: broader next-generation audit framework.
Allowed work
- update README;
- update CHANGELOG;
- update docs;
- update pricing copy;
- update roadmap copy;
- update release notes drafts;
- update UI copy if coordinated with dashboard agent.
Forbidden work
- do not modify core logic;
- do not modify database/API behavior;
- do not push;
- do not tag;
- do not release;
- do not publish to PyPI;
- do not overpromise.
Expected output
- docs changed;
- wording rationale;
- release note draft;
- changelog entry;
- claim-safety review;
- version/roadmap consistency notes.
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.
- 11d ago First seen · 73 lines · 44 tokens per session scan A 3c56aed7ff54
geo-product-docs-release is an agent published in the GitHub repository Auriti-Labs/geo-optimizer-skill (788 stars, last pushed 5d ago), licensed MIT. It adds 44 tokens to every session and 557 once invoked, about $0.0002 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 2026-08-30.
Other agents, from other repositories
geo-ranker
Simulates AI-engine ranking to evaluate content quality. Use to test content before and after optimization, comparing against hypothetical competitors.
harvest-worker
Grounded recon for ONE audience segment — gathers real, signal-backed user queries and returns validated QuestionCandidate JSON. Never writes questions.csv, never touches the DB. Spawned by the open-geo orchestrator (STEP A.5, Phase A).
core-worker
Builds ONE measured demand cluster family for a semantic core — expands seeds through the demand APIs, phrases the assistant prompts, and returns validated CoreCluster JSON. No browser, never writes the core or the CSV. Spawned by the semantic-core orchestrator (STEP 4).
geo-analyst
AI-search / GEO specialist. Delegate when the question is about visibility inside AI answers (ChatGPT, Perplexity, Google AI Overviews/AI Mode, Claude, Copilot): brand share-of-voice and mentions over time, which domains/pages the models cite, what AI actually says about the brand, page citability, llms.txt, and…
seo-analyst
Technical, on-page, keyword, and rank analyst. Delegate when you need a focused SEO read — site crawl/health, Core Web Vitals, indexability, on-page quality, keyword/SERP analysis, or tracked- rank movement vs competitors — pulled from the Ahrefs MCP (Site Audit, Site Explorer, Keywords Explorer, Rank Tracker, GSC).…
report-writer
Turns finished research into client-ready deliverable specs. Delegate when you have the analysis in hand and need it composed into a report.yml or proposal.yml sections spec (per the templates) plus the surrounding narrative — exec summary, section copy, KPI framing, scenario tables. Precise and conservative: it…