python SKILL.md skillA

python from sparq-org/sparq is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add sparq-org/sparq/python@git:20261026.6e0be1d

Pins git:20261026.6e0be1d 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/python/SKILL.md
Versions recorded
8
Latest version
git:20261026.6e0be1d, committed Oct 26, 2026
First version recorded
Jun 15, 2026
Size
14,513 bytes
Repository stars
13
License
MIT

Use the sparq RDF + SPARQL engine from Python (PyPI distribution `sparq-rdf`; `import sparq`). Reach for this when an agent or developer needs to load RDF (Turtle/N-Triples/N-Quads/TriG/JSON-LD), run SPARQL 1.1 SELECT/ASK/CONSTRUCT/DESCRIBE, apply SPARQL Update, do opt-in RDFS/OWL-RL/Notation3 reasoning + OWL inconsistency checks, run BM25 full-text search (text: magic predicates), or persist/memory-map a triplestore — all via the pyo3 sparq.Graph class.

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 (Python)

Python bindings (pyo3 + maturin) for the sparq RDF+SPARQL engine: a dictionary-encoded triplestore with SPARQL 1.1 query/update over the full dataset (named graphs included), opt-in RDFS / OWL-RL / Notation3 reasoning with OWL inconsistency reporting, and opt-in BM25 full-text search. Everything is reached through one class, `sparq.Graph`. The PyPI **distribution** name is `sparq-rdf` (`pip install sparq-rdf`), but the **import** name is `sparq` (`import sparq`) — the two intentionally differ because the bare `sparq` distribution name is taken on PyPI by an unrelated package.

Query entry points and structural rewrites retain VERSION announcements;
see the [version-pinned EBV rules](../sparql-query/ebv-dialects.md). Unsupported
or incompatible labels do not silently select REC 2013.

## Quickstart

Install (no published wheel may be available yet — Alpha; build from the repo with maturin):

```sh
python3 -m venv .venv-py && . .venv-py/bin/activate
pip install maturin pytest
cd crates/sparq-py
maturin develop            # debug build into the venv (use `maturin develop --release` for speed)
pytest tests               # run the test suite
```

Then:

```python
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add sparq-org/sparq/python@sha256:8fe2d0a8b3a57746

The line at the top of this page pins the label git:20261026.6e0be1d, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_n2srqybvctvz6kq7.svg)](https://markdownregistry.com/a/art_n2srqybvctvz6kq7)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 8 versions of this file, between Jun 15, 2026 and Oct 26, 2026, about one every 19 days.

versioncommittedcommitsizeaudit
git:20261026.6e0be1d latest2026-10-26 6e0be1d 14,513 BA view · diff
git:20261009.21f63802026-10-09 21f6380 13,616 BA view · diff
git:20261009.f0b870d2026-10-09 f0b870d 13,405 BA view · diff
git:20260623.95008bc2026-06-23 95008bc 13,355 BA view · diff
git:20260621.36a40b52026-06-21 36a40b5 11,828 BA view · diff
git:20260619.4cd4cb42026-06-19 4cd4cb4 11,545 BA view · diff
git:20260619.1ea21eb2026-06-19 1ea21eb 11,535 BA view · diff
git:20260615.989be782026-06-15 989be78 11,185 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (14513 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 · 13 stars · license MIT · pushed 2026-10-29 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_n2srqybvctvz6kq7
GET https://markdownregistry.com/api/v1/resolve?ref=sparq-org/sparq/python
GET https://markdownregistry.com/api/v1/blob/8fe2d0a8b3a57746ad2c828704572e3f92a1daecc19a075ca799edc2b0b5e4a4

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.

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