# mcp-ai-accountability

> mcp-ai-accountability — princeruhulofficial-mcp-ai-accountability. Use this tool when you need to measure and improve AI agent reliability, as it provides core functionality for tracking interactions, scoring reliability, and analyzing failures. It solves problems related to AI accountability by generating audit reports and recommending improvements, accepting inputs such as interaction records and agent performance data. It is particularly useful in contexts where transparency and trust in AI decision-making are crucial, producing outputs such as reliability scores, failure analyses, and improvement recommendations.

Canonical page: https://skillsregistry.net/skills/princeruhulofficial-mcp-ai-accountability  
JSON: https://api.skillsregistry.net/v1/skills/princeruhulofficial-mcp-ai-accountability

## Description

MCP server for measuring, tracking, scoring, and improving AI agent reliability with tools for recording interactions, scoring reliability, analyzing failures, recommending improvements, generating audit reports, and checking MCP health.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-09-03

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-03

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/grmq5k8i94)
- **Repository:** <https://github.com/princeruhulofficial/mcp-ai-accountability>

## 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": "princeruhulofficial-mcp-ai-accountability"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/princeruhulofficial-mcp-ai-accountability` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/princeruhulofficial-mcp-ai-accountability/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