geo SKILL.md skillA
geo from mangowhoiscloud/geode is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mangowhoiscloud/geode/geo@git:20260825.a71d95ePins git:20260825.a71d95e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mangowhoiscloud/geode
- Path
.geode/skills/geo/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260825.a71d95e, committed Aug 25, 2026
- First version recorded
- Aug 20, 2026
- Size
- 8,974 bytes
- Repository stars
- 15
- License
- Apache-2.0
Audit and improve Generative Engine Optimization as a measurable discovery-to-citation pipeline. Use for /geo, AI-search visibility, citation readiness, and GEO benchmark work.
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
# GEO Mode: evidence-first generative discovery audit. Target: `$ARGUMENTS` Model the target as a partially observable pipeline, not one ranking score. Preserve the stage vector and each stage's denominator: ```text F fetch/index eligibility → R retrieval inclusion/rank → C citation selection → P visible citation placement/rank → A answer absorption → Q support/credibility/answer quality → O first-party outcome ``` Run states are `preflight → live_observe`, with an optional `experiment` after live diagnosis. Finishing an earlier state never proves a later one. Without its prerequisite, approval, frozen workload, or receipt, preserve the later state as `not_measured` instead of converting it to zero or failure. Each executable phase must record at least one phase-bound evidence item before advancing. A diagnostic may complete from `live_observe`; an experiment may complete only from `experiment`. Both require all seven stages to be explicit. A `not_measured` item records the boundary, but never skips it. The runtime creates a typed `geo_state` before this prompt. Use `update_geo` to configure frozen inputs, record each stage, advance phases, and complete the …
Read the whole file at its exact version.
How to install
mdr add mangowhoiscloud/geode/geo@sha256:53381495ac79e1a6The line at the top of this page pins the label git:20260825.a71d95e, 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_zt5462u7ulptzzlp)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Aug 20, 2026 and Aug 25, 2026, about one every day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260825.a71d95e latest | 2026-08-25 | a71d95e | 8,974 B | A | view · diff |
| git:20260824.ff45b57 | 2026-08-24 | ff45b57 | 8,912 B | A | view · diff |
| git:20260822.5ece291 | 2026-08-22 | 5ece291 | 8,649 B | A | view · diff |
| git:20260820.4834d09 | 2026-08-20 | 4834d09 | 7,553 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 (8974 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
mangowhoiscloud/geode · 15 stars · license Apache-2.0 · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zt5462u7ulptzzlp GET https://markdownregistry.com/api/v1/resolve?ref=mangowhoiscloud/geode/geo GET https://markdownregistry.com/api/v1/blob/53381495ac79e1a69fdd5aefc7611cc571e942cc8b7847f3dfd780e89158f77d
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.
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