# MIF Tools

> Use this tool when you need to convert, validate, or inspect AI agent memories across different formats, such as mem0, CrewAI, LangChain, JSON, and Markdown. It solves problems of data portability and compatibility between various AI systems, allowing for seamless integration and exchange of memories. The MIF Tools support import, export, validation, and inspection of memories through a JSON schema interface, making it ideal for use in multi-format AI environments.

Canonical page: https://skillsregistry.net/skills/varun29ankus-mif-tools  
JSON: https://api.skillsregistry.net/v1/skills/varun29ankus-mif-tools

## Description

Implements the Memory Interchange Format (MIF), a vendor-neutral JSON schema for portable AI agent memories. Supports conversion between mem0, CrewAI, LangChain, generic JSON, and Markdown formats with tools for export, import, validation, and inspection. Available as both a Python package and npm package.

## Trust

- **Trust score (0–1):** 0.80
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/varun29ankus-mif-tools)
- **Repository:** <https://github.com/varun29ankus/mif-spec>

## 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": "varun29ankus-mif-tools"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/varun29ankus-mif-tools` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/varun29ankus-mif-tools/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