solo-sgr SKILL.md skillA
solo-sgr from fortunto2/solo-factory is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fortunto2/solo-factory/solo-sgr@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fortunto2/solo-factory
- Path
skills/sgr/SKILL.md- Versions recorded
- 3
- Latest version
- v1.0.0, committed Sep 9, 2026
- First version recorded
- Apr 9, 2026
- Size
- 7,244 bytes
- Repository stars
- 18
- License
- MIT
Use when "design schemas", "structured output", "agent loop", "SGR", "constrained decoding", "tool dispatch", "Pydantic schema for LLM", or need to design a schema-guided reasoning pipeline for an agent or API. Do NOT use for general code review (/review) or planning (/plan).
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
# /sgr Design and implement Schema-Guided Reasoning (SGR) pipelines. Translate domain expert mental checklists into structured reasoning schemas for LLMs. **Source:** [Rinat Abdullin — Schema-Guided Reasoning](https://abdullin.com/schema-guided-reasoning/) ## Core Principle SGR = guide LLM reasoning through predefined steps via constrained decoding. Instead of free-form text → enforce a schema that defines what steps, in which order, where to focus attention. ``` Domain expert mental checklist → Pydantic/Zod schema → Constrained decoding → Deterministic dispatch ``` ## When to Use - Designing agent tool dispatch (NextStep pattern) - Building structured analysis pipelines (compliance, code review, evaluation) - Replacing prompt chains with single structured call - Any place where LLM output must be parseable and actionable ## Steps 1. **Parse task** from `$ARGUMENTS`: - If "audit": scan project for existing Pydantic/Zod schemas, evaluate against SGR patterns - If task description: design SGR pipeline from scratch - If empty: ask "What domain/task should the SGR pipeline handle?" 2. **Identify the reasoning cascade** — interview the domain: …
Read the whole file at its exact version.
How to install
mdr add fortunto2/solo-factory/solo-sgr@sha256:f088c91331ab1208The line at the top of this page pins the label v1.0.0, 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_x56wgyzp6nss6v3e)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Apr 9, 2026 and Sep 9, 2026, about one every 76 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.0 latest | 2026-09-09 | 69977de | 7,244 B | A | view · diff |
| v1.0.0 | 2026-04-09 | 2c3f5d9 | 7,214 B | A | view · diff |
| v1.0.0 | 2026-04-09 | 791f616 | 6,785 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 (7244 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
fortunto2/solo-factory · 18 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_x56wgyzp6nss6v3e GET https://markdownregistry.com/api/v1/resolve?ref=fortunto2/solo-factory/solo-sgr GET https://markdownregistry.com/api/v1/blob/f088c91331ab120878b0e2d2d8a5fec192ba35ebabae7e29a877ea44486b6dc6
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.