wshobson/agents · plugins/llm-application-dev/skills/hybrid-search-implementation/SKILL.md

hybrid-search-implementation skillA

hybrid-search-implementation is agent-read markdown (skill) from wshobson/agents: Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add wshobson/agents/hybrid-search-implementation@git:20260522.be57c0b
Exact content
mdr add wshobson/agents/hybrid-search-implementation@sha256:38d33722a5458622

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_wmrmazemtjipdqe5.svg)](https://markdownregistry.com/a/art_wmrmazemtjipdqe5)

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Versions

versioncommittedcommitsizeaudit
git:20260522.be57c0b latest2026-05-22 be57c0b 2,032 BA view · diff
git:20260307.47a5dbc2026-03-07 47a5dbc 17,948 BA view · diff
git:20260119.56848872026-01-19 5684887 18,189 BA view · diff
git:20251216.01d93fc2025-12-16 01d93fc 18,087 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (2032 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

wshobson/agents · 39,757 stars · license MIT · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wmrmazemtjipdqe5
GET https://markdownregistry.com/api/v1/resolve?ref=wshobson/agents/hybrid-search-implementation
GET https://markdownregistry.com/api/v1/blob/38d33722a545862205d1216be79a09d4101e7cef839d673bfaae2b34974fc640

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.