qmd

Retrieve relevant information from local knowledge bases using hybrid search.

228|35|Updated Mar 9, 2026
One-click install
npx skills add https://github.com/kaminocorp/hermes-alpha --skill qmd-kaminocorp
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: qmd
Source: https://github.com/kaminocorp/hermes-alpha/tree/main/hermes-agent/optional-skills/research/qmd
Command: npx skills add https://github.com/kaminocorp/hermes-alpha --skill qmd-kaminocorp

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Retrieve relevant information from local notes, docs, and transcripts without leaving your environment, enabling faster decisions and knowledge reuse.

Core Features & Use Cases

  • Hybrid local search: BM25 + vector search + LLM reranking for accurate results.
  • CLI and MCP integration: query knowledge bases from Hermes Agent workflows.
  • Use case: quickly locate policy details in a set of meeting notes and documentation.

Quick Start

Ask the Hermes Agent to search your local knowledge base for "security incident response playbook".

Frequently Asked Questions about qmd

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I search local Markdown notes and transcripts from my agent workflow?

You can search local Markdown notes and transcripts using a hybrid retrieval engine integrated directly into Hermes Agent workflows via MCP, applying BM25, vector similarity, and LLM reranking for accurate results without leaving your environment.

What is hybrid ranking for local knowledge base search?

Hybrid ranking for local knowledge search combines BM25 text matching, vector similarity, and LLM reranking to accurately retrieve information from indexed Markdown notes, documentation, and transcripts.

Does this local search tool work with CLI and MCP integration?

Yes, this local knowledge search supports both CLI and MCP integration, enabling you to query indexed Markdown notes, documentation, and code directly from Hermes Agent workflows.

Can I index and retrieve information from local code and documentation?

Yes, you can index and retrieve information from local code, documentation, and transcripts using the hybrid retrieval engine, which applies vector similarity and BM25 to deliver accurate knowledge base results.

What is the best way to locate policy details in local meeting notes?

The best way to locate policy details in local meeting notes is using a hybrid local search engine that indexes transcripts and applies BM25, vector search, and LLM reranking to pinpoint exact relevant information.