agent-tools SKILL.md skillA

agent-tools 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/agent-tools@git:20261027.81df945

Pins git:20261027.81df945 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/agent-tools/SKILL.md
Versions recorded
13
Latest version
git:20261027.81df945, committed Oct 27, 2026
First version recorded
Jul 28, 2026
Size
32,247 bytes
Repository stars
13
License
MIT

Use when an LLM/agent should access a sparq RDF dataset over the Model Context Protocol (MCP) as first-class tools — run SPARQL queries, mine the dataset schema, list class profiles or namespace prefixes, read stats or a VoID descriptor, optionally SHACL-validate against caller-supplied shapes or derive a shape-aware describe_form FormDescription for a focus node, and (gated, off by default) apply SPARQL updates. Covers the opt-in sparq-mcp crate — a JSON-RPC 2.0 MCP server…

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 agent-tools (MCP)

The **MCP front door** of the sparq RDF + SPARQL engine: the opt-in **`sparq-mcp`**
crate turns a loaded `sparq_core::Graph` into a **Model Context Protocol** server so an
LLM/agent can use the dataset as first-class tools.

It is **opt-in** (a separate crate; nothing in the workspace depends on it, the default
engine build does not compile it) and a **thin wrapper** over existing surfaces — it adds
no engine capability. JSON-RPC 2.0 framing is hand-rolled over `serde_json`; there is no
heavy MCP-SDK dependency.

## Tools

| tool | wraps | returns |
| --- | --- | --- |
| `query` | `sparq_engine::query_json` (SELECT/ASK) | SPARQL 1.1 Query Results JSON |
| `construct` | `sparq_engine::construct_ntriples` (CONSTRUCT/DESCRIBE) | N-Triples text |
| `introspect` | `sparq_introspect::Introspection` | effective schema — JSON or token-budgeted text |
| `shapes` | `sparq_introspect::Introspection` (per-class) | data-grounded SHACL-style shape for one class IRI |
| `stats` | graph count + introspection totals | small JSON object |
| `classes` | `sparq_introspect::Introspection` | class IRIs + instance and predicate counts, largest first |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add sparq-org/sparq/agent-tools@sha256:e8fd84212a43d49c

The line at the top of this page pins the label git:20261027.81df945, 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_znphhal3yxpjrdrm.svg)](https://markdownregistry.com/a/art_znphhal3yxpjrdrm)

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

Versions

The registry has recorded 13 versions of this file, between Jul 28, 2026 and Oct 27, 2026, about one every 8 days.

versioncommittedcommitsizeaudit
git:20261027.81df945 latest2026-10-27 81df945 32,247 BA view · diff
git:20261026.6e0be1d2026-10-26 6e0be1d 31,834 BA view · diff
git:20261018.259ffe92026-10-18 259ffe9 31,524 BA view · diff
git:20261015.e3a619b2026-10-15 e3a619b 30,395 BA view · diff
git:20261014.012ebfd2026-10-14 012ebfd 29,929 BA view · diff
git:20261009.f0b870d2026-10-09 f0b870d 29,923 BA view · diff
git:20261008.d86347e2026-10-08 d86347e 30,070 BA view · diff
git:20261005.bb7c6042026-10-05 bb7c604 29,502 BA view · diff
git:20260903.d292f452026-09-03 d292f45 29,244 BA view · diff
git:20260731.482977a2026-07-31 482977a 28,836 BA view · diff
git:20260731.6e499f22026-07-31 6e499f2 26,985 BA view · diff
git:20260729.5319c302026-07-29 5319c30 25,161 BA view · diff
git:20260728.2cbf3732026-07-28 2cbf373 23,498 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 (32247 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 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_znphhal3yxpjrdrm
GET https://markdownregistry.com/api/v1/resolve?ref=sparq-org/sparq/agent-tools
GET https://markdownregistry.com/api/v1/blob/e8fd84212a43d49c4ed7d6a1cd10af899e5233501c08f9176b28e1444bbac88f

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.

More from sparq-org/sparq

ast-grep SKILL.md skill
sparq-org/sparq · .claude/skills/ast-grep/SKILL.md · Understand code STRUCTURE without reading whole files — outline a large file to its signatures, structural-grep every…
git:20261005.afb6bad · audit A · 13 stars
frontend-design SKILL.md skill
sparq-org/sparq · .claude/skills/frontend-design/SKILL.md · How sparq designs its TWO distinct frontends — the explanatory marketing-docs WEBSITE (site/, Next.js static export)…
git:20261005.afb6bad · audit A · 13 stars
fused-decompress-parse SKILL.md skill
sparq-org/sparq · .claude/skills/fused-decompress-parse/SKILL.md · How to ingest compressed RDF (gzip / zstd / bzip2) fast in Rust by FUSING decompression with the parallel parse instead…
git:20261005.afb6bad · audit A · 13 stars
hdt-format SKILL.md skill
sparq-org/sparq · .claude/skills/hdt-format/SKILL.md · The HDT (Header-Dictionary-Triples) binary RDF archive format — layout, dictionary sections (Plain Front Coding)…
git:20261005.afb6bad · audit A · 13 stars
logo-designer SKILL.md skill
sparq-org/sparq · .claude/skills/logo-designer/SKILL.md · Design and iterate on logos using SVG. Use this skill when the user asks to "create a logo", "design a logo", "make me…
v1.0.0 · audit F · 13 stars
mpc-protocols SKILL.md skill
sparq-org/sparq · .claude/skills/mpc-protocols/SKILL.md · Secure Multi-Party Computation primitives and the honest SOTA for MPC over (federated) SPARQL — secret sharing, garbled…
git:20261005.afb6bad · audit A · 13 stars
noir-circuit-patterns SKILL.md skill
sparq-org/sparq · .claude/skills/noir-circuit-patterns/SKILL.md · Patterns and gotchas for writing Noir circuits that implement SPARQL primitives over committed RDF graphs. Use when…
git:20260612.13b231c · audit A · 13 stars
noir-optimisation SKILL.md skill
sparq-org/sparq · .claude/skills/noir-optimisation/SKILL.md · Cost model and optimisation reference for Noir circuits on the UltraHonk / Aztec Barretenberg stack. Use when sizing…
git:20260612.13b231c · audit A · 13 stars
query-pkg SKILL.md skill
sparq-org/sparq · .claude/skills/query-pkg/SKILL.md · Answer a "what does the repo say about X, where was Y decided, what is the status or provenance of Z, which sources are…
git:20261005.afb6bad · audit A · 13 stars
rust-parallel-parsing SKILL.md skill
sparq-org/sparq · .claude/skills/rust-parallel-parsing/SKILL.md · How to make text-format parsing (N-Triples / Turtle / line-delimited records) go fast in Rust by chunk-parallel…
git:20261005.afb6bad · audit A · 13 stars
rust-supply-chain-attestation SKILL.md skill
sparq-org/sparq · .claude/skills/rust-supply-chain-attestation/SKILL.md · How sparq attests its Rust/cargo supply chain — cargo-deny (advisories/bans/licenses/sources)…
git:20261005.afb6bad · audit A · 13 stars
sparql-formal-semantics SKILL.md skill
sparq-org/sparq · .claude/skills/sparql-formal-semantics/SKILL.md · Cheat-sheet for the formal semantics of the SPARQL fragment used in the ZKP-SPARQL paper — Pérez–Arenas–Gutiérrez…
git:20260612.13b231c · audit A · 13 stars

Every file in sparq-org/sparq

Other files named agent-tools

agent-tools SKILL.md skill
aiskillstore/marketplace · skills/101-skills/agent-tools/SKILL.md · Run AI apps via inference.sh CLI - image generation, video creation, LLMs, search, 3D, Twitter automation. Models…
git:20260712.d71c741 · audit B · 471 stars

Browse by kind, by grade A, or by owner.