# mcp-tool-chain-optimizer

> mcp-tool-chain-optimizer — princeruhulofficial-mcp-tool-chain-optimizer. Use this tool when you need to optimize multi-step AI agent tool chains and improve their reliability. It analyzes the chain to compute success probability, identify bottlenecks, and suggest better execution orders, providing outputs that inform more efficient agent design. Ideal for use cases where local pure-math computation can enhance agent performance and decision-making.

Canonical page: https://skillsregistry.net/skills/princeruhulofficial-mcp-tool-chain-optimizer  
JSON: https://api.skillsregistry.net/v1/skills/princeruhulofficial-mcp-tool-chain-optimizer

## Description

Analyzes multi-step AI agent tool chains to compute success probability, identify bottlenecks, and suggest better execution orders, enabling more reliable agents via local pure-math computation.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-08-29

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-29

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/dfa638kakr)
- **Repository:** <https://github.com/princeruhulofficial/mcp-tool-chain-optimizer>

## 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-tool-chain-optimizer"
    }
  }
}
```

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