# Sophon

> Use this tool when you need to ensure honest token economics for MCP agents, providing a reliable and reproducible benchmarking solution. Sophon solves problems of transparency and trust in token economics, offering a rust binary with zero machine learning dependencies. It takes in MCP agent data and outputs verifiable, unbiased benchmarks, ideal for use cases requiring secure and trustworthy token economic analysis.

Canonical page: https://skillsregistry.net/skills/io-github-lacausecrypto-sophon  
JSON: https://api.skillsregistry.net/v1/skills/io-github-lacausecrypto-sophon

## Description

Honest token economics for MCP agents. Rust binary, zero ML, reproducible benchmarks.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** unverified

## Facts

- **Version:** 0.1.1
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** other
- **Updated:** 2026-04-19

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.lacausecrypto%2Fsophon)
- **Repository:** <https://github.com/lacausecrypto/mcp-sophon>

## 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": "io-github-lacausecrypto-sophon"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/io-github-lacausecrypto-sophon` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/io-github-lacausecrypto-sophon/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