amey-thakur/ai-skills · skills/ai-memory-rag/vector-store-operations/SKILL.md

vector-store-operations skillA

vector-store-operations is agent-read markdown (skill) from amey-thakur/ai-skills: Run a vector index in production, covering dimensions, filtering, updates, and reindexing when the embedding model changes. Use when semantic search is live and must stay correct as data and models change..

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 amey-thakur/ai-skills/vector-store-operations@git:20260728.fe84bd4
Exact content
mdr add amey-thakur/ai-skills/vector-store-operations@sha256:0c1d1c7450b6f6f8

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_2wcvddqu7zd3bixg.svg)](https://markdownregistry.com/a/art_2wcvddqu7zd3bixg)

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Versions

versioncommittedcommitsizeaudit
git:20260728.fe84bd4 latest2026-07-28 fe84bd4 2,008 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 (2008 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

amey-thakur/ai-skills · 7 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_2wcvddqu7zd3bixg
GET https://markdownregistry.com/api/v1/resolve?ref=amey-thakur/ai-skills/vector-store-operations
GET https://markdownregistry.com/api/v1/blob/0c1d1c7450b6f6f83421d9a6bb49e8067947c1b16eaf4c9fa3d9050b97fcc680

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