model-onboarding SKILL.md skillA

model-onboarding 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/model-onboarding@git:20260925.c2ce538

Pins git:20260925.c2ce538 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/model-onboarding/SKILL.md
Versions recorded
3
Latest version
git:20260925.c2ce538, committed Sep 25, 2026
First version recorded
Aug 25, 2026
Size
2,481 bytes
Repository stars
15
License
Apache-2.0

Add or update a GEODE model or provider from current primary documentation and repository call-site evidence. Use for model IDs, context limits, pricing, reasoning controls, provider routes, capability gates, or fallback changes.

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

# Model Onboarding

Do not maintain a model catalog in this skill; it becomes stale faster than the
runtime. Establish the current contract for every change:

1. Read `AGENTS.md`, then `core/llm/`, provider adapters, configuration,
   capability gates, model selection UI, pricing/context accounting, and their
   tests. Search for every occurrence of the affected model or provider.
2. Verify unstable facts against the provider's current primary documentation:
   exact model ID, API surface, context/output limits, supported controls,
   authentication route, retirement date, and pricing when cost accounting is
   affected. Record the source and retrieval date in the PR.
3. Separate model capability, the effective provider/source route, account
   policy and tool authority. Trace selection through the actual request and
   durable usage readers, including overrides, model changes and resume when
   affected. A similar name, SDK type or another billing route is not support.
4. Add the smallest characterization that fails on a stale ID, missing
   capability, or wrong route. Run provider tests without live calls; live or
   paid probes require explicit user approval.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add mangowhoiscloud/geode/model-onboarding@sha256:587ccbf1b3685788

The line at the top of this page pins the label git:20260925.c2ce538, 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_dfe5bbcntvdbnxyk.svg)](https://markdownregistry.com/a/art_dfe5bbcntvdbnxyk)

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

Versions

The registry has recorded 3 versions of this file, between Aug 25, 2026 and Sep 25, 2026, about one every 16 days.

versioncommittedcommitsizeaudit
git:20260925.c2ce538 latest2026-09-25 c2ce538 2,481 BA view · diff
git:20260907.4175e1e2026-09-07 4175e1e 1,830 BA view · diff
git:20260825.9516eab2026-08-25 9516eab 1,634 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 (2481 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_dfe5bbcntvdbnxyk
GET https://markdownregistry.com/api/v1/resolve?ref=mangowhoiscloud/geode/model-onboarding
GET https://markdownregistry.com/api/v1/blob/587ccbf1b3685788d66b120823ec20291663d93d5813cc4a32629d9ee7209625

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.

More from mangowhoiscloud/geode

agent-anti-pattern SKILL.md skill
mangowhoiscloud/geode · .agents/skills/agent-anti-pattern/SKILL.md · Audit agent runtimes and their tests for lifecycle inference, capability overload, context pollution, correlated…
git:20260819.789a6b6 · audit A · 15 stars
agent-ops-debugging SKILL.md skill
mangowhoiscloud/geode · .agents/skills/agent-ops-debugging/SKILL.md · Diagnose agent operational failures through default-policy checks, multi-gap analysis, explicit service ownership…
git:20260906.dc9349e · audit A · 15 stars
agent-world-benchmark SKILL.md skill
mangowhoiscloud/geode · .agents/skills/agent-world-benchmark/SKILL.md · Align, run, audit, and publish GEODE benchmark comparisons against Agent-World arXiv 2604.18292v1 across MCP-Mark, BFCL…
git:20260825.9516eab · audit A · 15 stars
anti-deception-checklist SKILL.md skill
mangowhoiscloud/geode · .agents/skills/anti-deception-checklist/SKILL.md · Verification checklist to prevent fake success. Detects test deletion/disabling, coverage regression, lint bypass…
git:20260906.dc9349e · audit B · 15 stars
architecture-patterns SKILL.md skill
mangowhoiscloud/geode · .agents/skills/architecture-patterns/SKILL.md · Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven…
git:20260907.97cb78b · audit A · 15 stars
baseline-epoch-partition SKILL.md skill
mangowhoiscloud/geode · .agents/skills/baseline-epoch-partition/SKILL.md · Content-addressed baseline-archive epoch partitioning. Partition baseline_archive.jsonl + the self-improving hub's…
git:20261101.afbafb2 · audit A · 15 stars
code-review-quality SKILL.md skill
mangowhoiscloud/geode · .agents/skills/code-review-quality/SKILL.md · Python code quality review lens. SOLID principles, dead code, exception handling, resource leaks, thread safety…
git:20260925.c2ce538 · audit A · 15 stars
codebase-audit SKILL.md skill
mangowhoiscloud/geode · .agents/skills/codebase-audit/SKILL.md · Codebase audit + refactoring workflow. Dead code detection, God Object splitting, duplicate function removal, design…
git:20260925.c2ce538 · audit A · 15 stars
codex-mcp-verify SKILL.md skill
mangowhoiscloud/geode · .agents/skills/codex-mcp-verify/SKILL.md · Use an available Codex MCP integration as a read-only second-opinion verifier for GEODE code reviews, GAP audits, and…
git:20260825.9516eab · audit A · 15 stars
dependency-review SKILL.md skill
mangowhoiscloud/geode · .agents/skills/dependency-review/SKILL.md · Review GEODE dependency direction, composition boundaries, circular imports, and optional-dependency loading when…
git:20260906.dc9349e · audit A · 15 stars
explore-reason-act SKILL.md skill
mangowhoiscloud/geode · .agents/skills/explore-reason-act/SKILL.md · Mandatory 3-phase explore-reason-act workflow before code modification. Enforces read-before-write, root cause…
git:20260906.dc9349e · audit A · 15 stars
frontier-harness-research SKILL.md skill
mangowhoiscloud/geode · .agents/skills/frontier-harness-research/SKILL.md · Research process for comparing frontier harnesses (Claude Code, Codex, OpenClaw, autoresearch, Prime Agent) with the…
git:20261101.afbafb2 · audit A · 15 stars

Every file in mangowhoiscloud/geode

Browse by kind, by grade A, or by owner.