wshobson/agents · plugins/llm-application-dev/skills/similarity-search-patterns/SKILL.md

similarity-search-patterns skillA

similarity-search-patterns is agent-read markdown (skill) from wshobson/agents: Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance..

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/similarity-search-patterns@git:20260522.be57c0b
Exact content
mdr add wshobson/agents/similarity-search-patterns@sha256:3d8f6aa45803c29b

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_ps66kg3dqwxpcutf.svg)](https://markdownregistry.com/a/art_ps66kg3dqwxpcutf)

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Versions

versioncommittedcommitsizeaudit
git:20260522.be57c0b latest2026-05-22 be57c0b 2,775 BA view · diff
git:20260307.47a5dbc2026-03-07 47a5dbc 17,941 BA view · diff
git:20260119.56848872026-01-19 5684887 18,163 BA view · diff
git:20251216.01d93fc2025-12-16 01d93fc 17,977 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 (2775 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_ps66kg3dqwxpcutf
GET https://markdownregistry.com/api/v1/resolve?ref=wshobson/agents/similarity-search-patterns
GET https://markdownregistry.com/api/v1/blob/3d8f6aa45803c29b7edea5f30cca6fa763eb06b514b48e97f4c9bf8380c4cf51

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