# MCP Jobs Recommender Agent

> Use this tool when you need to find personalized job matches based on your skills and experience. The MCP Jobs Recommender Agent solves the problem of manual job searching by providing tailored career suggestions through resume and skills matching, utilizing large language models and external tool integrations. It takes in user resumes and skills as input and outputs relevant job openings, making it ideal for professionals looking to advance their careers or transition to new roles.

Canonical page: https://skillsregistry.net/skills/jsuryanm-mcp-jobs-recommender-agent  
JSON: https://api.skillsregistry.net/v1/skills/jsuryanm-mcp-jobs-recommender-agent

## Description

An AI-powered job recommender built on the Model Context Protocol that provides personalized career suggestions through resume and skills matching. It utilizes LLMs and external tool integrations to help users find relevant job openings based on their professional profile.

## 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:** ai-ml
- **Updated:** 2026-05-05

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/chk5qbz6la)
- **Repository:** <https://github.com/jsuryanm/mcp-jobs-recommender-agent>

## 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": "jsuryanm-mcp-jobs-recommender-agent"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/jsuryanm-mcp-jobs-recommender-agent` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/jsuryanm-mcp-jobs-recommender-agent/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