AI tool

QMD

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Search local Markdown with keywords, embeddings and model reranking.

Overview

What you provide

  • Authorized Markdown collections and a search query

What you get

  • Ranked document matches and contextual snippets

Setup & workflow

  1. Install @tobilu/qmd, add collections and follow the indexing and model setup instructions.
  2. Prepare the input: Authorized Markdown collections and a search query.
  3. Run a small, reversible example and inspect the output: Ranked document matches and contextual snippets.
  4. Open matched source files and check collection scope and model-download requirements.
Requirements & installation
  • Configure the documented runtime and authorized service access before attempting this workflow.

Limits & review

  • This local retrieval engine finds documents; it is not a cited-report writing service.
  • Evidence review only: the product was not installed or tested in this crawl.

Your part

  • Open matched source files and check collection scope and model-download requirements.
When to consider another product

Unreviewed production decisions, unrestricted account access or guaranteed factual results.

Plans & billing details

Cost planning

  • Review scope is licensing and documented free-use boundaries, not numeric prices or current hosted-plan allowances.

Published prices are a snapshot. Confirm billing cycle, taxes and current allowances with the provider.

Sources & verification3

This profile is based on official sources, not a hands-on product test.

Vendor descriptions and demos document advertised features. Editorial guidance is based on these sources.

Discovered via OpenFree.Tools.

  • QMD — official READMEraw.githubusercontent.com

    The maintainer README supports this scope: Search local Markdown with keywords, embeddings and model reranking.

  • QMD — product entry pointgithub.com

    The public product entry point was retrieved. Functional scope and setup in this record are grounded in the linked maintainer README.

  • QMD — license termsraw.githubusercontent.com

    The retrieved license materials support this boundary: MIT. Review the complete terms for your use case.

Frequently asked questions

What does QMD do?

Search local Markdown with keywords, embeddings and model reranking.

How much does QMD cost?

Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.

What should I check before using QMD?

This local retrieval engine finds documents; it is not a cited-report writing service.