recommend_for_project(description)
  → top MCP servers for your stack with rationale

recommend_next(current_stack, new_context)
  → what to add as your project evolves

explain_why(server_name, project_description)
  → why a specific server fits your project

git clone https://github.com/yahiaklk/kothar
cd kothar
uv sync

uv run python -m kothar.indexer

claude mcp add --scope user kothar -- uv run --directory /path/to/kothar python -m kothar.server

{
  "mcpServers": {
    "kothar": {
      "command": "uv",
      "args": ["run", "--directory", "/path/to/kothar", "python", "-m", "kothar.server"]
    }
  }
}

recommend_for_project("Python FastAPI backend with PostgreSQL and JWT auth")

recommend_next("github,filesystem", "adding Stripe payments and PDF invoices")

explain_why("postgres", "multi-tenant SaaS with row-level security")

uv run python -m kothar.indexer --force

docker build -t kothar:0.3.0 .
docker run --rm -i kothar:0.3.0   # stdio transport, for local MCP clients

{
  "mcpServers": {
    "kothar": {
      "command": "docker",
      "args": ["run", "--rm", "-i", "kothar:0.3.0"]
    }
  }
}