An MCP (Model Context Protocol) server that exposes the career diagnosis AI system as callable tools — powered by Google Gemini and a RAG knowledge base of 10 professions.
Any MCP-compatible client (Claude Desktop, Cursor, etc.) can integrate this server and call its tools directly.
analyze_skillsAnalyzes free text describing a user and returns a list of skills with match percentages.
Input:
{ "text": "I enjoy working with people and solving complex problems..." }Output:
[
{ "skill": "Interpersonal Communication", "match_percentage": 95 },
{ "skill": "Problem Solving", "match_percentage": 85 }
]recommend_professionReceives a skills array and recommends the most suitable profession using RAG — matched against a real knowledge base of 10 professions.
Input:
{
"skills": [
{ "skill": "Interpersonal Communication", "match_percentage": 95 },
{ "skill": "Problem Solving", "match_percentage": 85 }
]
}Output:
[
{
"profession": "מנהל משאבי אנוש",
"match_percentage": 91,
"explanation": "..."
}
]Related MCP server: @interviewsage/mcp
MCP Client (Claude Desktop / Cursor / any AI agent)
│
│ tools/call: analyze_skills / recommend_profession
▼
career-navigator-mcp (StdioServerTransport)
│
├── analyze_skills ──► Gemini API (structured JSON output)
│
└── recommend_profession ──► RAG: professions_data.json
└── top 3 matches injected into Gemini promptNode.js 18+
A GEMINI_API_KEY from Google AI Studio
git clone https://github.com/Miriam-Epstein/career-navigator-mcp.git
cd career-navigator-mcp
npm installCreate a .env file in the project root:
GEMINI_API_KEY=your_key_hereAdd this to your claude_desktop_config.json:
{
"mcpServers": {
"career-navigator": {
"command": "node",
"args": ["/absolute/path/to/career-navigator-mcp/index.js"]
}
}
}Every Gemini call uses an automatic fallback chain:
gemini-2.5-flash-lite → (on 429 / quota error) → gemini-2.5-flashLayer | Technology |
Protocol | MCP SDK ( |
Transport | StdioServerTransport |
AI | Google Gemini ( |
RAG | Local JSON knowledge base (10 professions) |
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
This server cannot be deployed
The career management plugin for your own AI assistant: CVs, cover letters, interviews and more.
AI-powered career tools: job search, skills intelligence, career roadmaps, and resume building.
Your career companion for ATS checks, resumes, cover letters, job tracking, websites, and more.
CareerProof MCP gives AI agents direct access to a professional-grade career and workforce intelligence platform. Two namespaces: atlas_* for HR/TA teams (candidate evaluation, batch shortlisting, competency scoring, interview generation, JD analysis, custom eval frameworks, research reports) and ceevee_* for professionals (CV optimization, career positioning, salary intelligence, market reports). Backed by RAG knowledge from 50+ premium research sources (McKinsey, BCG, HBR, Gartner, WEF)
