dicklesworthstone/pi_agent_rust · tests/ext_conformance/artifacts/agents-wshobson/llm-application-dev/skills/hybrid-search-implementation/SKILL.md

hybrid-search-implementation skillA

hybrid-search-implementation is agent-read markdown (skill) from dicklesworthstone/pi_agent_rust: 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 dicklesworthstone/pi_agent_rust/hybrid-search-implementation@git:20260205.788be98
Exact content
mdr add dicklesworthstone/pi_agent_rust/hybrid-search-implementation@sha256:082542a7eb3c7e30

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_ogqmhzs7t5d4kgq4.svg)](https://markdownregistry.com/a/art_ogqmhzs7t5d4kgq4)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260205.788be98 latest2026-02-05 788be98 18,189 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 (18189 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

dicklesworthstone/pi_agent_rust · 1,745 stars · license NOASSERTION · pushed 2026-09-18 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ogqmhzs7t5d4kgq4
GET https://markdownregistry.com/api/v1/resolve?ref=dicklesworthstone/pi_agent_rust/hybrid-search-implementation
GET https://markdownregistry.com/api/v1/blob/082542a7eb3c7e304855fa07838b4118dfce7b2f294c047cb531d4c3c118d9de

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