# attestation

> attestation — mgoldey-attestation. Use this tool when you need to maintain auditable research provenance and track experiment results locally, without relying on external services. Attestation solves problems of reproducibility and data integrity by providing a local-first solution that works with various instruments and frameworks, accepting JSON or CSV outputs. It integrates with tools like W&B, MLflow, and Git, making it ideal for researchers and scientists working with sensitive data.

Canonical page: https://skillsregistry.net/skills/mgoldey-attestation  
JSON: https://api.skillsregistry.net/v1/skills/mgoldey-attestation

## Description

Auditable research provenance as local-first MCP tools. The claim checker, paper feed, knowledge graph and symbolic math assume nothing about your field — any results JSON or CSV works, from any instrument. The experiment ledger adds W&B/MLflow/Sacred/DVC/Hydra for computational work. Nothing leaves the machine.

## Trust

- **Trust score (0–1):** 0.86
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **License:** MIT
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/mgoldey/attestation)

## 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": "mgoldey-attestation"
    }
  }
}
```

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