geode-eval SKILL.md skillA

geode-eval from mangowhoiscloud/geode is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add mangowhoiscloud/geode/geode-eval@git:20261101.afbafb2

Pins git:20261101.afbafb2 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
mangowhoiscloud/geode
Path
.agents/skills/geode-eval/SKILL.md
Versions recorded
7
Latest version
git:20261101.afbafb2, committed Nov 1, 2026
First version recorded
Aug 12, 2026
Size
10,726 bytes
Repository stars
15
License
Apache-2.0

Scope, preregister, execute, audit, normalize, and publish GEODE evaluations with research-question, reproduction, attempt-lineage, trajectory, verifier-receipt, and immutable artifact contracts. Use for benchmark runs or comparisons, eval-artifact and cache-accounting audits, GPT or subscription result normalization, research question or hypothesis framing, retry diagnosis, trajectory publication, DPO or reward-data readiness reviews, and requests involving MCPMark, tau2, BFCL, Agent-World…

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

# GEODE Evaluation

Preserve the question, evidence, and judgement as separate authorities. Reuse
the existing native result, trajectory, verifier receipt, and release formats;
do not create a second copy of raw evidence.

## Preserve v1 and derive learning views

Read the packaged schemas before proposing new storage. `geode.trajectory@1`
is an immutable normalized view over existing execution evidence; it already
carries event, session, turn, and call identity, recomputed scope and replay
integrity, and digest references to external evidence.

Do not create a unified raw-log store or retrofit new fields into v1. When a
downstream episode, attempt, or decision join needs identity or replay
preconditions that v1 cannot express, add a new schema version with an
explicit migration and admission rule.

The v1 `outcome` object is permissive, so preserve any reward or outcome
summary already present in an immutable artifact without treating it as label
authority. For new learning views, keep reward, preference, process, and
verifier labels out of the raw trajectory. Store them as digest-bound derived
label or analysis artifacts with target identity, evaluator identity and
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add mangowhoiscloud/geode/geode-eval@sha256:891b8241df2a9e1c

The line at the top of this page pins the label git:20261101.afbafb2, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ax7zh4lfujylsffu.svg)](https://markdownregistry.com/a/art_ax7zh4lfujylsffu)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 7 versions of this file, between Aug 12, 2026 and Nov 1, 2026, about one every 14 days.

versioncommittedcommitsizeaudit
git:20261101.afbafb2 latest2026-11-01 afbafb2 10,726 BA view · diff
git:20260929.f6182f22026-09-29 f6182f2 10,727 BA view · diff
git:20260920.58b7c862026-09-20 58b7c86 10,439 BA view · diff
git:20260907.4175e1e2026-09-07 4175e1e 9,999 BA view · diff
git:20260825.e9952872026-08-25 e995287 9,555 BA view · diff
git:20260820.4834d092026-08-20 4834d09 8,319 BA view · diff
git:20260812.249cd162026-08-12 249cd16 7,857 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (10726 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

GitHub

mangowhoiscloud/geode · 15 stars · license Apache-2.0 · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ax7zh4lfujylsffu
GET https://markdownregistry.com/api/v1/resolve?ref=mangowhoiscloud/geode/geode-eval
GET https://markdownregistry.com/api/v1/blob/891b8241df2a9e1c96cca19d358ad7cfb2dd043868be04e4e607b9715e8cc7a3

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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