compute-ladder

by open-gitagent3.0k

Install

The skill file stays in the publisher's repository.

Paste the copied command in a terminal. It installs this SKILL.md into that agent.

npx skills add open-gitagent/opengap --skill compute-ladder -a cursor -y

Download skill examples/jason-my-claw-is-the-law-deebee-4567b4/skills/compute-ladder/SKILL.md on GitHub

Related skills

View all

O
opengapA framework-agnostic, git-native standard for defining AI agents
R
researchResearches a topic by breaking it into subtopics, gathering factual information with reasoning, and producing a structured summary with key findings and open questions. Use when the user asks to resea
K
knowledge-retrievalSemantic search over ingested documents using RAG (LlamaIndex/ChromaDB or Foundational RAG)

Questions

How do I install compute-ladder?: Download examples/jason-my-claw-is-the-law-deebee-4567b4/skills/compute-ladder/SKILL.md from the publisher, or copy the path and open the repository. PlugMCP lists the skill and does not host the file.
Where does compute-ladder live?: The publisher keeps it at https://github.com/open-gitagent/opengap.
Which agents can use compute-ladder?: Claude, Cursor, and Codex can read a SKILL.md you add from the publisher's repository.

name: compute-ladder version: 1.0.0 description: > Model selection by provider health, not task complexity. Tier 0 (local) handles most tasks. Paid models are break-glass only. Fallbacks activate on 429 or timeout — never on perceived task difficulty.

Compute Ladder

Tier Definitions

Tier 0 — Local (never dies, zero cost)
  ollama/qwen3-coder:latest    primary, MoE, 128 TPS, 64k ctx
  ollama/gpt-oss:20b           fallback, 32k ctx HARD LIMIT

Tier 1 — Fast Free Cloud (up to 2100 TPS)
  cerebras/qwen-3-235b-a22b-instruct-2507   235B MoE, fast free
  cerebras/llama3.1-8b                      8B, ultra-fast light tasks

Tier 2 — Free Cloud (normal latency)
  openrouter/z-ai/glm-4.5-air
  openrouter/qwen/qwen3-coder

Tier 3 — Free Cloud Deep Reasoning
  openrouter/nousresearch/hermes-3-llama-3.1-405b:free

Tier 4 — Break-Glass (paid, restricted use)
  openrouter/anthropic/claude-opus-4.6  [narco-check and audit ONLY]

compute-ladder

Install

Related skills

Questions

name: compute-ladder version: 1.0.0 description: > Model selection by provider health, not task complexity. Tier 0 (local) handles most tasks. Paid models are break-glass only. Fallbacks activate on 429 or timeout — never on perceived task difficulty.

Compute Ladder

Tier Definitions

Fallback Rules

Health Check

Cost Guard