hybridlabor-api/bdb-dev-optimized-agent-skills · skills/global_config/llm-prompt-optimizer/SKILL.md

llm-prompt-optimizer skillA

llm-prompt-optimizer is agent-read markdown (skill) from hybridlabor-api/bdb-dev-optimized-agent-skills: Use when improving prompts for any LLM. Applies proven prompt engineering techniques to boost output quality, reduce hallucinations, and cut token usage..

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 hybridlabor-api/bdb-dev-optimized-agent-skills/llm-prompt-optimizer@git:20260827.e9312a3
Exact content
mdr add hybridlabor-api/bdb-dev-optimized-agent-skills/llm-prompt-optimizer@sha256:a14431b1d3948558

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_3og3py3bhfzl24kj.svg)](https://markdownregistry.com/a/art_3og3py3bhfzl24kj)

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Versions

versioncommittedcommitsizeaudit
git:20260827.e9312a3 latest2026-08-27 e9312a3 6,467 BA view · diff
git:20260727.48beb342026-07-27 48beb34 6,449 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 (6467 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

hybridlabor-api/bdb-dev-optimized-agent-skills · 6 stars · license Apache-2.0 · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_3og3py3bhfzl24kj
GET https://markdownregistry.com/api/v1/resolve?ref=hybridlabor-api/bdb-dev-optimized-agent-skills/llm-prompt-optimizer
GET https://markdownregistry.com/api/v1/blob/a14431b1d39485583481ae997fcb6f736c00631125b1b0f8db65a1e3b5d7d418

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