# chimeraforge

> chimeraforge — sahil170595-chimeraforge. Use this tool when you need to deploy large language models (LLMs) efficiently, as it helps determine whether a model will fit on a given GPU, meet service level objectives (SLOs), and estimates the associated costs. The chimeraforge tool provides detailed sizing of VRAM and KV-cache based on the model's architecture, labeling numbers as measured, estimated, or unknown. It is ideal for optimizing LLM deployment planning and resource allocation.

Canonical page: https://skillsregistry.net/skills/sahil170595-chimeraforge  
JSON: https://api.skillsregistry.net/v1/skills/sahil170595-chimeraforge

## Description

LLM deployment planner: given a model and a GPU, answers will it fit, will it hit your SLO, and what will it cost. Sizes VRAM and KV-cache from the model's real architecture, and labels every number measured, estimated, or unknown.

## Trust

- **Trust score (0–1):** 0.57
- **Verification tier:** scanned
- **Last scanned:** 2026-09-04

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** devops-ci
- **Updated:** 2026-09-04

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/m3gwg4yyzd)
- **Repository:** <https://github.com/Sahil170595/Chimeraforge>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "sahil170595-chimeraforge"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/sahil170595-chimeraforge` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/sahil170595-chimeraforge/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt