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@Mandoa-Labs

Mando’a Labs

README.md

Mandoa Labs

Applied AI/ML experiments by @evanallen13 — retrieval, agents, and the Model Context Protocol.

Focus areas

  • Retrieval & RAG — hybrid vector + BM25 over pgvector, local embeddings via Ollama
  • AI agents — tool-using LLM loops with tracing and observability
  • MCP servers — exposing tools and search to Claude, Cursor, and other MCP clients
  • AI infrastructure — Kubernetes, GitHub Actions, and self-hosted runners for AI workloads

Featured public work

  • todo-mcp — MCP server with OpenTelemetry tracing
  • BM-25-Search (sister org) — MCP server + CLI for BM25 search over a Markdown corpus
  • Rag-Chat-Bot (sister org) — GPT-4 + ChromaDB RAG over CSV chat data

Companion org

Earlier work lives at MandalAutomations — RAG chatbots, embedding visualizers, and GitHub-native AI tooling.

Popular repositories Loading

  1. Ollama-Devcontainer Ollama-Devcontainer Public template

    Ready-to-use VS Code Dev Container for Python 3.10 projects with integrated Ollama-powered local LLM support, preconfigured via Docker Compose.

    Python 1 1

  2. BM-25-Search BM-25-Search Public

    MCP server and CLI for BM25 keyword search over a local Markdown corpus — drop .md files into data/ and query from any MCP-compatible client or the command line.

    Python 1

  3. Increment-Environment-Variable Increment-Environment-Variable Public archive

    JavaScript

  4. Update-Environment-Variable Update-Environment-Variable Public archive

    JavaScript

  5. Get-Issue Get-Issue Public archive

    JavaScript

  6. Rag-Chat-Bot Rag-Chat-Bot Public

    Retrieval-Augmented Generation chatbot using OpenAI GPT-4 and ChromaDB for context-aware answers over your own chat data loaded from CSV.

    Python

Repositories

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