# MCP Finder

> Use this tool when you need to quickly discover the most relevant tools from a large MCP catalog, as it solves the problem of information overload by using natural language queries and AI-driven reranking to select the best tool for a given task. It takes in natural language input and outputs a ranked list of recommended tools along with explanations for each choice. Use it in contexts where you need to efficiently find the right tool for a specific task or project.

Canonical page: https://skillsregistry.net/skills/saivsrini-mcpfinder  
JSON: https://api.skillsregistry.net/v1/skills/saivsrini-mcpfinder

## Description

A smart router that helps users discover the most relevant tools from an MCP catalog using natural language queries and AI-driven reranking. It utilizes hybrid search and intent analysis to select the best tool for a given task and explains the reasoning behind each choice.

## Trust

- **Trust score (0–1):** 0.60
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** productivity
- **Updated:** 2026-04-21

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/exkqysubgi)
- **Repository:** <https://github.com/SaiVSrini/mcpfinder>

## 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": "saivsrini-mcpfinder"
    }
  }
}
```

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