All Projects
AI AgentsGenerative AI

AI HR Platform — 20 LLM Tools, ATS & MCP

Full HR platform powered by gpt-oss:120b (Ollama Cloud): 20 AI tools across 7 HR domains, persistent ATS pipeline, NL-to-SQL data assistant, voice pre-screening, Gmail automation and an MCP server — FastAPI + SQLite, multilingual FR/EN/AR/Darija.

View Code
20
AI tools
7
HR domains
65
Unit tests (offline)
FR/EN/AR/Darija
Languages
Approach

One LLM exposed as 20 role-specific agents + persistent ATS, NL-to-SQL assistant and an MCP server

Tech Stack
PythonFastAPIOllama Cloud (gpt-oss:120b)SQLiteGmail APIMCPpytest
Keywords
LLMOllamaFastAPIMCPATSGmail APISQLiteNL2SQL
Deep Dive

A production-style HR platform that wraps a single open-weight LLM (gpt-oss:120b via Ollama Cloud) into 20 specialized AI tools, reachable from both a FastAPI web dashboard and a CLI.

Seven HR domains

Recruitment  → CV scoring · job offers · interview kits · email drafting
Onboarding   → chatbot · checklists · document generation
HR Admin     → leave management · internal communication
Performance  → evaluations · improvement plans · 360° summaries
L&D          → skills-gap analysis · training plans · quiz generation
Retention    → attrition risk · sentiment analysis · exit interviews
Analytics    → HR KPIs · executive reporting

Specialized modules

ModuleWhat it does
ATS / PipelineSQLite tracks candidates across stages (Kanban-style)
Data AssistantNatural-language → read-only SQL, streamed answers, CSV/PDF export
Automated InterviewsVoice pre-screening, adaptive questions, scored reports
Gmail AutomationAuto-classify applications, extract CVs, score, label, reply
MCP ServerExposes HR queries to Claude Desktop & MCP-compatible clients

Engineering choices

  • ▸Multi-user auth with role-based access (admin / recruiter)
  • ▸Objective scoring that ignores demographic signals to reduce bias
  • ▸Read-only SQL execution with password masking for safety
  • ▸Multilingual responses: FR / EN / Arabic / Darija
  • ▸65 unit tests, 100% offline — the LLM is mocked, no network calls in CI
Back to ProjectsHire Me