# signalforge

> Use this tool when you need to optimize and refine prompts for large language models (LLMs) to improve intent detection, reduce context gaps, and minimize waste risks. Signalforge analyzes and compiles prompts to generate cost-aware, task-specific outputs, making it ideal for applications requiring efficient and effective LLM client management. It accepts prompts as input and produces optimized prompts as output, suitable for use cases involving multiple LLM clients and local-first MCP servers.

Canonical page: https://skillsregistry.net/skills/karthikeygoli-signalforge  
JSON: https://api.skillsregistry.net/v1/skills/karthikeygoli-signalforge

## Description

Local-first MCP server that analyzes and compiles prompts for multiple LLM clients, detecting intent, missing context, and waste risks to generate cost-aware, task-specific prompts.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-08-30

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-30

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/qxtuyjsv06)
- **Repository:** <https://github.com/karthikeyGoli/signalforge>

## 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": "karthikeygoli-signalforge"
    }
  }
}
```

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