genai-retrieval SKILL.md skillA
genai-retrieval from sparq-org/sparq is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add sparq-org/sparq/genai-retrieval@git:20261009.f0b870dPins git:20261009.f0b870d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- sparq-org/sparq
- Path
skills/genai-retrieval/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261009.f0b870d, committed Oct 9, 2026
- First version recorded
- Jul 12, 2026
- Size
- 45,369 bytes
- Repository stars
- 13
- License
- MIT
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…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# sparq genai-retrieval The AI/agent surface of the sparq RDF+SPARQL engine, in two opt-in, network-free crates that compose: - **`sparq-introspect`** — mines the *effective schema* a graph actually uses (classes, per-class predicate usage, observed domain/range, characteristic sets, cross-class join hints, namespaces) by sorted scans over the store indexes — and renders it as a **token-budgeted text "schema card"**, **VoID** (N-Triples), **SHACL node shapes** (characteristic sets → `sh:NodeShape`), or full **JSON** for LLM grounding / agent retrieval context. - **`sparq-nlq`** — a deliberately lean **NL→SPARQL loop**: ground (with the introspect summary) → generate (an `Llm` behind a trait) → validate (`spargebra` parse) → execute (`sparq-engine` under a `QueryBudget`) → repair (≤ N rounds). The LLM sits behind a record/replay seam so CI is fully offline; a live Anthropic client is behind an opt-in `live` feature. Both crates are read-only over `sparq-core`'s public API. The engine and core library do not depend on them (only `sparq-mcp`, `sparq-terse`, `sparq-vectors`, and opt-in `sparq-server` features do), so the engine carries zero GenAI code. …
Read the whole file at its exact version.
How to install
mdr add sparq-org/sparq/genai-retrieval@sha256:a77704494524dcdcThe line at the top of this page pins the label git:20261009.f0b870d, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_jb3u4w4scizx2wte)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Jul 12, 2026 and Oct 9, 2026, about one every 18 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261009.f0b870d latest | 2026-10-09 | f0b870d | 45,369 B | A | view · diff |
| git:20260726.0c6f6cf | 2026-07-26 | 0c6f6cf | 54,558 B | A | view · diff |
| git:20260726.0761ffb | 2026-07-26 | 0761ffb | 52,491 B | A | view · diff |
| git:20260726.a91b1d9 | 2026-07-26 | a91b1d9 | 52,554 B | A | view · diff |
| git:20260713.9473369 | 2026-07-13 | 9473369 | 49,242 B | A | view · diff |
| git:20260712.9507a13 | 2026-07-12 | 9507a13 | 48,578 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (45369 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
sparq-org/sparq · 13 stars · license MIT · pushed 2026-11-05 · 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/a77704494524dcdcd0d354dbaecd3aabf62558138233f1fcdfca15479d06d218
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.