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AskDocs MCP Server

A Model Context Protocol (MCP) server that provides RAG-powered semantic search over technical documentation PDFs using Ollama.

Features

  • Semantic search with natural language queries

  • Multiple PDF documents with page citations

  • Docker support with persistent caching

  • TOML-based configuration

Quick Start

1. Create

[[doc]] name = "my_manual" description = "My Product Manual" path = "pdf/manual.pdf"

2. Run with Docker:

docker run -it --rm --network=host -v ./docs:/docs askdocs-mcp:latest

askdocs-mcp expects an Ollama server to be running on http://localhost:11434.

3. Directory structure:

docs/ ├── askdocs-mcp.toml # Configuration ├── .askdocs-cache/ # Vector store (auto-created) └── pdf/ └── manual.pdf

Add **/.askdocs-cache/** to your .gitignore file.

Configuration

# Optional: Configure models embedding_model = "snowflake-arctic-embed:latest" llm_model = "qwen3:14b" [[doc]] name = "unique_identifier" description = "Human description" path = "pdf/document.pdf"

Using the MCP Server:

Cursor (~/.cursor/mcp.json or <project-root>/.cursor/mcp.json)

{ "mcpServers": { "askdocs-mcp": { "command": "docker", "args": [ "run", "-i", "--rm", "--network=host", "--volume=${workspaceFolder}/docs:/docs", "ghcr.io/dymk/askdocs-mcp:latest" ] } } }

Codex (~/.codex/config.toml)

[mcp_servers.askdocs-mcp] command = "docker" args = [ "run", "-i", "--rm", "--network=host", "--volume=/your/workspace/folder/docs:/docs", "ghcr.io/dymk/askdocs-mcp:latest" ]

Environment variable:

  • ASKDOCS_OLLAMA_URL: Ollama server URL (default: http://localhost:11434)

Available Tools

list_docs()

List all documentation sources.

ask_docs(source_name: str, query: str)

Search documentation with natural language.

get_doc_page(source_name: str, page_start: int, page_end: int = None)

Retrieve full text from specific pages.

Requirements

Ollama must be running with the required models:

ollama pull snowflake-arctic-embed:latest ollama pull qwen3:14b

Building

# Docker docker build -t askdocs-mcp:latest . # Local uv sync uv run askdocs-mcp --docs-dir /path/to/docs

License

MIT

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