magnus919/agent-skills · dspy/SKILL.md

dspy skillA

dspy is agent-read markdown (skill) from magnus919/agent-skills: Optimize and build programmatic prompt systems with Stanford DSPy. Signatures, modules (Predict, ChainOfThought, ReAct), optimizer/teleprompter selection, compilation, caching, evaluation. Use when doing programmatic prompt optimization or building compiled prompt programs. Do not use this skill for unrelated requests; route to the nearest named specialist..

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 magnus919/agent-skills/dspy@v1.1.0
Exact content
mdr add magnus919/agent-skills/dspy@sha256:3ee9a82a13ffb81a

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_vnpayxjfhizcon7x.svg)](https://markdownregistry.com/a/art_vnpayxjfhizcon7x)

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Versions

versioncommittedcommitsizeaudit
v1.1.0 latest2026-09-02 035e58d 7,879 BA view · diff
v1.1.02026-07-09 6c193ae 7,820 BA view · diff
v1.0.32026-07-09 9504667 7,615 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.

Source

GitHub

magnus919/agent-skills · 71 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_vnpayxjfhizcon7x
GET https://markdownregistry.com/api/v1/resolve?ref=magnus919/agent-skills/dspy
GET https://markdownregistry.com/api/v1/blob/3ee9a82a13ffb81a27893eb5989debed1b9d3aa7fb3effa5e01b077c240b8912