geo-citability SKILL.md skillA
geo-citability from techhorizonlabs/thl-open is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add techhorizonlabs/thl-open/geo-citability@git:20261009.70cb71bPins git:20261009.70cb71b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- techhorizonlabs/thl-open
- Path
skills/geo-citability/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261009.70cb71b, committed Oct 9, 2026
- First version recorded
- Jun 15, 2026
- Size
- 15,601 bytes
- Repository stars
- 17
- License
- MIT
AI citability scoring and optimization. Analyzes web page content to determine how likely AI systems (ChatGPT, Claude, Perplexity, Gemini) are to cite or quote passages from the page. Provides a citability score (0-100) with specific rewrite suggestions.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AI Citability Scoring Skill ## Core Insight AI language models cite passages that meet specific structural criteria. Research on Generative Engine Optimization (Aggarwal et al., KDD 2024) found GEO tactics can lift visibility in AI answers by roughly **30-115%** depending on the tactic and query set (see [`docs/SOURCES.md`](../../docs/SOURCES.md) for provenance on this and the length figure). The pattern: AI systems preferentially extract passages that are **~134-167 words long**, **self-contained** (understandable without surrounding context), **fact-rich** (specific statistics, dates, named entities), and **directly answer a question** in the first 1-2 sentences. > **This score is a proxy, not a measurement.** It scores how *extractable* your passages are against these research-derived criteria. It does not ask an AI engine whether it actually quoted you. Any "expected lift" is a research-informed estimate, never a promise. For the live check of whether the engines name you, run the free scan at **[areyoufoundbyai.com](https://areyoufoundbyai.com)** (two buyer questions on ChatGPT and Gemini; the trial and paid tiers cover all seven engines). …
Read the whole file at its exact version.
How to install
mdr add techhorizonlabs/thl-open/geo-citability@sha256:875639e511e1bfbbThe line at the top of this page pins the label git:20261009.70cb71b, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_ctph2tt7yw2wm3wk)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Jun 15, 2026 and Oct 9, 2026, about one every 23 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261009.70cb71b latest | 2026-10-09 | 70cb71b | 15,601 B | A | view · diff |
| git:20260826.831c6d9 | 2026-08-26 | 831c6d9 | 15,614 B | A | view · diff |
| git:20260826.71fe0ca | 2026-08-26 | 71fe0ca | 15,734 B | A | view · diff |
| git:20260709.553c4f1 | 2026-07-09 | 553c4f1 | 15,640 B | A | view · diff |
| git:20260615.2f344cc | 2026-06-15 | 2f344cc | 15,139 B | A | view · diff |
| git:20260615.1faef8b | 2026-06-15 | 1faef8b | 14,804 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (15601 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
techhorizonlabs/thl-open · 17 stars · license MIT · pushed 2026-10-09 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ctph2tt7yw2wm3wk GET https://markdownregistry.com/api/v1/resolve?ref=techhorizonlabs/thl-open/geo-citability GET https://markdownregistry.com/api/v1/blob/875639e511e1bfbbf759b4dded592e3e202669a20d0840800fba6b7edf6726ae
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.