sparq-org/sparq · skills/genai-retrieval/SKILL.md

genai-retrieval skillA

genai-retrieval is agent-read markdown (skill) from sparq-org/sparq: Use when an LLM/agent needs to answer natural-language questions over a sparq RDF Graph with SPARQL, or to build token-budgeted retrieval/grounding context (schema card, VoID, characteristic-set join hints) about an unknown RDF dataset. Covers the sparq-nlq NL→SPARQL loop (ground→generate→validate→execute→repair, offline record/replay, optional live Anthropic backend or a configurable provider-agnostic OpenAI-compatible endpoint client), its sparq_nlq::eval exec-accuracy harness (answer-set F1, .

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 sparq-org/sparq/genai-retrieval@git:20260726.0c6f6cf
Exact content
mdr add sparq-org/sparq/genai-retrieval@sha256:bd28f2fa15608b72

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_jb3u4w4scizx2wte.svg)](https://markdownregistry.com/a/art_jb3u4w4scizx2wte)

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Versions

versioncommittedcommitsizeaudit
git:20260726.0c6f6cf latest2026-07-26 0c6f6cf 54,558 BA view · diff
git:20260726.0761ffb2026-07-26 0761ffb 52,491 BA view · diff
git:20260726.a91b1d92026-07-26 a91b1d9 52,554 BA view · diff
git:20260713.94733692026-07-13 9473369 49,242 BA view · diff
git:20260712.9507a132026-07-12 9507a13 48,578 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 (54558 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

sparq-org/sparq · 12 stars · license MIT · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_jb3u4w4scizx2wte
GET https://markdownregistry.com/api/v1/resolve?ref=sparq-org/sparq/genai-retrieval
GET https://markdownregistry.com/api/v1/blob/bd28f2fa15608b728e2cb19a87c4fdb736a10bc018af181fa3708bb8ee042831

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