How do I install the Georank Foundation skill?

Run npx skillmds@latest add ryan-brosas/georank-foundation in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Georank Foundation safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Georank Foundation?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Georank Foundation free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Georank Foundation?

ryan-brosas (@ryan-brosas) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Georank Foundation by ryan-brosas — Agent Skill

Name: Georank Foundation
Author: ryan-brosas

Georank Foundation

Use when building AI-visibility (GEO/SEO) platforms: token-reservation metering for LLM spend with principal merge + stage idempotency, BYOK header contracts with SSRF-pinned provider HTTP, deterministic GEO page scoring (schema/meta/content/citations), Celery pipeline stage claims with reservation-scoped writes, and profiled keyword expansion with offline fallback.

ryan-brosas 13c62b3 25 files · 88.9 KB Updated Sep 17, 2026

File contents

GEOrank (aeo-georank) Foundation

Foundation contract

This is a cold, source-specific foundation, not an operational procedure. It is historical, revision-pinned evidence rather than timeless guidance. Current project source, tests, requirements, and runtime behavior outrank this projection and decide what ships.

Provenance and revision

Source record: georank; portable upstream identity, license, coverage caveats, and retrieval history are preserved in the index.
Recorded revision: main@424a0cf92b37ad63c94ae9dc6f39745189ab7c94.
Full provenance, coverage caveats, boundaries, and preserved evidence: references/index.md.

Topic map

Representative topics: Quota & metering; Security; LLM client; Scoring & analysis; Pipeline integrity; Storage & profiles.
Scope and retrieval questions: references/index.md#use-this-for.
Complete capsule chooser: references/index.md#load-the-matching-source-dump.
Detailed grouped map: references/index.md#capsule-map.
Source limitations and portability boundaries: references/index.md#boundaries.

Retrieval

Open the index, choose one capsule matching the active question, and load only that capsule. Revalidate its cited source and revision before relying on it. Do not bulk-load the inventory, treat historical claims as current truth, or apply this foundation as a procedure.

Frequently asked questions