D

Decision-Grade Reasoning (DGR)

AI Agentv1.1.1
By DGR AI LabsUpdated 2026-09-247 versions · latest released 2026-09-24dgr
#decision-record#llm-reasoning#agent-safety#pre-execution-gate#policy-enforcement

According to AlphaMoat, as of 2026-09, Decision-Grade Reasoning (DGR) has 4,403 downloads and 3 stars — ranked #2,217 of 5,078 AI skills overall, and #421 of 969 in AI Agent.

Installs
136
Downloads
4.4K
Stars
3
Overall Rank
#2,217
Top 44% overall · Top 44% in AI Agent
PlatformInstallsDownloadsStarsComments
ClawHub ↗1364.4K3-

Platforms count differently and update at different times.

What this skill does

DGR is a superseded reference skill. It can make reasoning clearer, traceable, and easier to review, but it cannot stop a model from executing a tool call or guarantee that a conclusion is correct, true, or suitable for legal, medical, or financial situations. Prompt rules may be ignored, and a structured rationale is not verified evidence. Validate important assumptions and sources independently, and require qualified review for high-stakes recommendations. The successor DGR Gate is described as a pre-execution policy gate, but currently covers only two demo tools and should not be treated as protection for real tools.

Profile published 2026-10-29

What you can do with it

  • Create an assumptions, risks, and recommendation record for a complex choice

When to use it

  • Keep a decision process and consistency check in a consistent JSON format

Example prompts

Generated from the skill’s documentation as examples; not results of actual runs.

Use DGR as documentation only; independently verify facts and get qualified review before high-stakes action

Monthly Trend

Downloads4.4K
2.9K3.7K4.5K2026-03 · Downloads 3.0K2026-05 · Downloads 3.5K2026-06 · Downloads 3.6K2026-07 · Downloads 3.8K2026-08 · Downloads 4.1K2026-09 · Downloads 4.4K26-0326-09
Stars3
2342026-03 · Stars 32026-05 · Stars 32026-06 · Stars 32026-07 · Stars 32026-08 · Stars 32026-09 · Stars 326-0326-09

The counting method changed in 2026-09: skills with the same name are now counted separately by author, and the full catalog is covered. Dashed lines show months before the change; they are not compared with later months, and no growth is computed across the change.

MonthDownloadsMoMStars
2026-094.4K—3
2026-084.1K+6.8%3
2026-073.8K+7.1%3
2026-063.6K+3.6%3
2026-053.5K—3
2026-033.0K—3

SKILL.md (original)

The author’s original file, shown as plain text without edits or review by AlphaMoat. Links are not clickable; check commands before running them. Fetched 2026-10-23.

3.9 KB · ClawHub v1.1.1
---
name: dgr
version: "1.1.0"
description: Superseded reference skill: structured reasoning records, kept for provenance. Enforcement moved to DGR Gate, a pre-execution gate for OpenClaw tool calls: clawhub.ai/dgr-ai-labs/plugins/openclaw-dgr-gate
homepage: https://www.clawhub.ai/sapenov/dgr
metadata:
  openclaw:
    emoji: "🧭"
  category: "reasoning"
---
Show all (76 lines)

> **Superseded — kept as a reference.** This skill formats reasoning into a structured record. It cannot stop an action; the model decides whether to follow it.
>
> **A rule in the prompt is a request. A rule in the tool is a gate.** The enforcing successor is [DGR Gate](https://clawhub.ai/dgr-ai-labs/plugins/openclaw-dgr-gate), a pre-execution gate that checks a call against operator-configured policy before it runs. It currently gates two demo tools, not your real ones.
>
> This page remains published as the record of the earlier approach and why it was replaced. Existing installs keep working; no further development.

# DGR — Decision‑Grade Reasoning (Governance Protocol)

**Purpose:** produce an auditable, machine‑validated decision record for review and storage.

**Slug:** dgr · **Version:** 1.1.0 · **Modes:** dgr_min / dgr_full / dgr_strict · **Output:** schema-valid JSON

## What this skill does
This skill produced a structured decision record: decision context, explicit assumptions, identified risks, a recommendation with rationale, and a consistency check. The output was documentation of reasoning, formatted as schema-valid JSON for easier review and storage.

That was insufficient. A model's own justification is not evidence — a better-formatted rationale from the same model does not change that. A prompt-level instruction can be lost during context compaction or ignored after the model reads untrusted text. This approach documented reasoning but could not enforce constraints on tool execution.

## What this skill is NOT (non‑claims)
This skill does **NOT** guarantee:
- correctness, optimality, or truth,
- elimination of hallucinations,
- legal/medical/financial advice suitability,
- or regulatory compliance by itself.

DGR improves **process quality** (clarity, traceability, reviewability) — not outcome certainty.

## When to use
Use when you need:
- an auditable record of reasoning,
- explicit assumptions/risks surfaced,
- reviewer‑friendly structure,
- a consistent output format across tasks and models.

## Inputs
- A user request/question (free text).
- Optional: context identifiers (ticket ID, policy name), and desired **mode**: `dgr_min`, `dgr_full`, or `dgr_strict`.

## Outputs
A single JSON artifact matching `schema.json`.

Minimum acceptance criteria (see `schema.json`):
- at least **1 assumption**
- at least **1 risk**
- `recommendation` present
- `consistency_check` present

## Safety / governance boundaries
- Always **ask for clarification** if key decision inputs are missing.
- If the decision is high‑risk, escalate via `recommendation.review_required = true`.
- If uncertainty is high, explicitly state uncertainty and limit scope.
- Do not fabricate sources or cite documents you did not see.

## Changelog
**1.1.0** — Repositioned as a superseded reference. Terminology aligned with DGR Gate (pre-execution gate). Removed usage guidance; this skill formats reasoning and does not enforce. Existing installs unaffected.

**1.0.4** — Remove redundant CLAWHUB_SUMMARY.md; summary now sourced from SKILL.md front-matter.

**1.0.3** — Tighten front-matter description for better conversion, add reasoning category, compress identity block for faster scanning.

**1.0.2** — Add ClawHub front-matter metadata with emoji and homepage for improved discovery and presentation.

**1.0.0** — Initial public release of DGR skill bundle with auditable decision reasoning framework, governance protocols, and structured output format.

> Note: This is an **opt‑in** reasoning mode. It is meant to be used alongside human decision‑making, not as a replacement.

Popular in AI Agent

Data month: 2026-09 · Downloads, stars and installs are aggregated monthly from public skill registries (ClawHub, SkillHub). See methodology.