theafh/ai-modules · plugins/knowledge_management/skills/spr/SKILL.md

spr skillA

spr is agent-read markdown (skill) from theafh/ai-modules: Convert any input text into a Sparse Priming Representation (SPR). An SPR is a compact, markdown-structured set of non-overlapping, informationally dense priming statements that allow another LLM (not previously exposed to the source) to reconstruct the original material as completely as possible. Use when asked to create an SPR, produce priming statements, generate a sparse priming representation, or compress content for LLM-to-LLM knowledge transfer..

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 theafh/ai-modules/spr@v4.2.4
Exact content
mdr add theafh/ai-modules/spr@sha256:6705c302ce2de224

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_2kg4lbw6tiqdnzru.svg)](https://markdownregistry.com/a/art_2kg4lbw6tiqdnzru)

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Versions

versioncommittedcommitsizeaudit
v4.2.4 latest2026-09-05 e04ae6b 3,937 BA view · diff
v4.2.32026-09-05 a750d17 3,936 BA view · diff
v4.2.22026-05-03 82c0e9b 3,929 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 (3937 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

theafh/ai-modules · 38 stars · license MIT · pushed 2026-09-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_2kg4lbw6tiqdnzru
GET https://markdownregistry.com/api/v1/resolve?ref=theafh/ai-modules/spr
GET https://markdownregistry.com/api/v1/blob/6705c302ce2de224d27bc559e603fb63bf5c03460dd1b5b7a3b3a6cb30ba91d5