JustHireMe
Local-first AI job intelligence workbench for scraping roles, ranking fit, and generating tailored application materials.
JustHireMe is an agent skill and MCP server that brings local-first job-search intelligence to AI coding assistants and AI agents. It provides tools for scoring job fit against candidate profiles, evaluating lead quality through deterministic gates, and extracting structured intelligence from job postings—all running locally without cloud dependencies. The skill guides agents to work safely within the JustHireMe repository architecture, while the MCP server exposes three core tools (score_job_fit, evaluate_lead_quality, extract_lead_intel) that can be integrated into Claude Desktop, Codex, or any MCP-compatible client. Developers can use these building blocks to build profile-aware job matching, automated application workflows, or custom career automation pipelines.
Key Features
Use Cases
- 01Integrate job fit scoring into AI coding assistants for automated candidate-job matching
- 02Build custom career automation agents that filter and rank job leads using deterministic quality rules
- 03Embed local job intelligence into AI workflows without sending sensitive profile data to cloud APIs
- 04Develop profile-aware resume tailoring tools that generate field-agnostic application materials
- 05Create transparent job recommendation systems with explainable GraphRAG-backed ranking
- 06Extend existing AI agents with structured job data extraction and lead quality evaluation
Related Skills
View moresuperpowers
An agentic skills framework & software development methodology that works.
skills
Skills for Real Engineers. Straight from my .agents directory.
skills
Public repository for Agent Skills
ponytail
Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.
JustHireMe — FAQ
What is JustHireMe's agent skill and MCP server?+
JustHireMe provides an agent skill (Markdown instruction file) for AI coding assistants to work within the repository, and an MCP server that exposes three job-intelligence tools: scoring job fit against profiles, evaluating lead quality, and extracting structured data from postings. Both run locally with no cloud dependencies.
How do I install the JustHireMe MCP server?+
Clone the repository, install backend dependencies with 'cd backend && uv sync --dev', then start the MCP server with 'backend/.venv/bin/python backend/mcp_server.py' (Linux/macOS) or 'backend\.venv\Scripts\python.exe backend\mcp_server.py' (Windows). Configure your MCP client (e.g., Claude Desktop) to point to this script using absolute paths.
Which AI clients work with JustHireMe?+
The agent skill works with Claude, Codex, Cursor, Windsurf, and any assistant that loads local Markdown instructions. The MCP server works with Claude Desktop, Codex, and any MCP-compatible client that supports stdio servers.
Does JustHireMe require API keys?+
No API keys are required for core functionality—local ONNX embeddings, quality gates, and ranking work offline. Keyless LLM providers (Ollama, Claude Code CLI, Codex CLI) can power generation. Optional keyed providers (OpenAI, Anthropic, Gemini, Groq, DeepSeek, and 15+ others) are supported but not mandatory.
Is JustHireMe free and open source?+
Yes, JustHireMe is open source under AGPL-3.0. You can self-host, modify, and use it with your own API keys. Commercial licenses are available for organizations wanting to use it outside AGPL terms (private forks, white-labeling, managed deployments).
What are the prerequisites to run JustHireMe?+
You need Node.js 24+, Python 3.13+, Rust (stable), uv, and Git. For the MCP server, install backend dependencies with uv. Optionally, install Ollama for local model experiments and Playwright dependencies for experimental automation work.
How do I install JustHireMe?+
Open the source repository on GitHub and follow its README. JustHireMe is a skill — MCP Agents Market links you directly to the official repo.
Is JustHireMe free?+
JustHireMe is an open-source project hosted on GitHub. Check the repository for its license and any usage requirements.