# NSAF (Neuro-Symbolic Autonomy Framework)

> Use this tool when you need to develop autonomous AI systems that can self-design and adapt to different problem domains. The Neuro-Symbolic Autonomy Framework (NSAF) solves complex architecture optimization problems by evolving and optimizing neural network architectures through generations, taking in customizable parameters and outputting optimized agent architectures. It is particularly useful for researchers and developers exploring advanced neural architecture search capabilities without requiring deep expertise in evolutionary algorithms.

Canonical page: https://skillsregistry.net/skills/ariunbolor-nsaf  
JSON: https://api.skillsregistry.net/v1/skills/ariunbolor-nsaf

## Description

NSAF MCP Server provides AI assistants with access to the Neuro-Symbolic Autonomy Framework, focusing on Self-Constructing Meta-Agents (SCMA) that can evolve and optimize their neural network architectures through generations. The server exposes tools for running evolutionary processes with customizable parameters and comparing different agent architectures, enabling AI assistants to leverage advanced neural architecture search capabilities without requiring deep expertise in evolutionary algorithms. Built with TensorFlow and designed to work seamlessly with Claude Desktop and Cline, this implementation is particularly valuable for researchers and developers exploring autonomous AI systems that can self-design and adapt to different problem domains.

## Trust

- **Trust score (0–1):** 0.00
- **Verification tier:** scanned
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** search
- **Updated:** 2026-09-19

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/ariunbolor-nsaf)
- **Repository:** <https://github.com/ariunbolor/nsaf-mcp-server>

## 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": "ariunbolor-nsaf"
    }
  }
}
```

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