Atlas / Skills / mohitagw15856 / Rice Impact Matrix

Rice Impact MatrixCAUTION

skills/mohitagw15856/rice-impact-matrix

1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in Anthropic's plugin directory. Plus a typed decision layer: which skill, is it safe, ship or slip. Free in-browser or npx pm-

Verdict
CAUTION
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
MIT
Stars
1,438
01

Overview

1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in Anthropic's plugin directory. Plus a typed decision layer: which skill, is it safe, ship or slip. Free in-browser or npx pm-

Read from source at commit 8d32d25aa3f5OBSERVED · 2026-10-12
02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: rice-impact-matrix
description: "Scores features using both RICE and strategic alignment for nuanced prioritisation. Use when asked to prioritise features, build a priority matrix, combine quantitative scoring with strategic fit, or decide what to build next with multiple competing initiatives. Produces a scored priority matrix with RICE scores, strategic alignment ratings, quadrant placement, and sequencing recommendations."
---

# RICE + Strategic Alignment Skill

Produce a prioritisation output that balances quantitative RICE scoring with qualitative strategic fit — because the highest RICE score isn't always the right next bet.

## Required Inputs

Work from what is given. If any of these is missing, still produce the complete output: fill each gap with a reasonable assumption marked *(assumed, confirm)* and list those assumptions at the end. Ask a question first only when the core subject itself is missing (there is nothing to write about).
- **List of initiatives or features to prioritise** (names and brief descriptions)
- **Current strategic priorities or OKRs** (needed to rate strategic alignment)
- **Reach estimates** (users affected per quarter — even rough estimates work)
- **Effort estimates** (person-months — from engineering if available)
- **Quarter or planning period**

## Two-Stage Process

### Stage 1: RICE Scoring
- Reach: Users affected per quarter
- Impact: 3/2/1/0.5/0.25 scale
- Confidence: 100% / 80% / 50%
- Effort: Person-months
- RICE = (R × I × C) / E

### Stage 2: Strategic Alignment Score
Rate each initiative against your current strategic priorities (provided as input):
- Directly supports top OKR: +3
- Supports secondary OKR: +2
- Neutral: +1
- Contradicts strategic direction: -1

### Final Priority Score
Combined Score = RICE Score + (Strategic Alignment × 10)

**Validate** — Flag any initiative where RICE score and strategic alignment conflict sharply (e.g., high RICE, low alignment). These require an explicit team conversation before sequencing.

## Output Structure

### Priority Matrix — [Quarter]
| Initiative | RICE Score | Strategic Alignment | Combined Score | Quadrant | Recommendation |
|------------|------------|--------------------|--------------------|----------|----------------|
| [name] | [score] | [score] | [combined] | [Now/Next/Later/Drop] | [action] |

#### Quadrant Definitions
- **Now:** High RICE + High Strategic Alignment → Build this quarter
- **Next:** High RICE + Lower Alignment → Queue for next quarter
- **Later:** Lower RICE + High Alignment → Revisit when capacity allows
- **Drop:** Low RICE + Low Alignment → Remove from backlog

#### Recommendations
[Top 5 initiatives with rationale for sequencing]

## Deeper Materials

This skill ships with support files — use them when they are available:

- **`references/strategic-weighting.md`** — Blending RICE with Strategic Fit — Without Cooking the Books. Apply it while producing the output; it carries the calibration and judgment calls the method summary above compresses.
- **`templates/matrix-worksheet.md`** — a fill-in version of the deliverable with the quality gates inline. Offer it when the user wants to work the document themselves rather than have it generated.

## Scoring Rubric (0–40)

Score any output of this skill before handing it over; 32+ is ship-quality.

| Dimension | 0 | 5 | 10 |
|---|---|---|---|
| Scoring integrity | Invented or uniform component values; 100% confidence everywhere | All components estimated, but confidence levels unexamined and scales inconsistent across rows | Every component sourced or explicitly flagged; no unvalidated 100%s; 50%-confidence rows marked and scale choices (e.g. reach units) stated |
| Strategic-alignment rigour | Alignment rated on "feels strategic" with no reference to priorities | Ratings given but not tied to named OKRs; nothing scores negative | Every rating maps to a specific OKR by name; initiatives that contradict strategy actually receive −1 |
| Conflict surfacing | Combined score presented as the definitive ranking | Sharp RICE-vs-alignment divergences are visible in the table but never discussed | Every sharp divergence is flagged with an explicit conversation recommendation (owner, forum, and a scoreable alternative where one exists) |
| Quadrant decisiveness | Everything lands in "Now"; no Drops | Quadrants used, but Drop recommendations are vague ("deprioritise") and capacity is ignored | Honest distribution including specific Drop actions with re-entry conditions, and sequencing checked against actual capacity |

## Quality Checks

- [ ] All RICE components have an estimate (even if low confidence — flag those)
- [ ] Strategic alignment is rated against specific OKRs, not general "feels strategic"
- [ ] Conflicts between RICE rank and strategic alignment are explicitly flagged
- [ ] "Drop" recommendations are specific — not just "low priority, deprioritise"
- [ ] Confidence levels on estimates are noted where weak (drives the 50% confidence flag)

## Anti-Patterns

- [ ] Do not treat the combined score as a definitive ranking — use it to structure a conversation, not replace one
- [ ] Do not rate strategic alignment as "high" because an initiative feels important without mapping it to a specific OKR
- [ ] Do not place all initiatives in the "Now" quadrant — a matrix with no "Drop" recommendations is not credible
- [ ] Do not ignore the conflict flag when RICE rank and strategic alignment sharply diverge
- [ ] Do not accept 100% confidence on estimates that have not been validated with data

## Example Trigger Phrases

- "Prioritise features."
- "Build a priority matrix."
- "Decide what to build next with multiple competing initiatives."
03

Trust audit

CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.

LayerWhat it checksResult
L0Provenance & inventoryWARN
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (5)

MEDIUMInventory / provenance · inv.symlink · CWE-1104
templates/pm-discovery-agent/skills/assumption-mapper/SKILL.md
templates/pm-discovery-agent/skills/assumption-mapper/SKILL.md
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
templates/pm-discovery-agent/skills/discovery-interview-guide/SKILL.md
templates/pm-discovery-agent/skills/discovery-interview-guide/SKILL.md
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
templates/pm-discovery-agent/skills/job-story-mapper/SKILL.md
templates/pm-discovery-agent/skills/job-story-mapper/SKILL.md
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
templates/pm-discovery-agent/skills/user-interview-synthesis/SKILL.md
templates/pm-discovery-agent/skills/user-interview-synthesis/SKILL.md
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
templates/pm-launch-agent/skills/content-calendar/SKILL.md
templates/pm-launch-agent/skills/content-calendar/SKILL.md
Why it matters. link not followed

Gates applied: no_behavioural_pass.

Audited 2026-10-12 · audit v0.4.1 · source sha 8d32d25aa3f5full audit observations/trust-audit/skill/mohitagw15856__rice-impact-matrix.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-128d32d25aa3f5CAUTIONB89first audit
05

Questions

What does the Rice Impact Matrix skill do?

1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in Anthropic's plugin directory. Plus a typed decision layer: which skill, is it safe, ship or slip. Free in-browser or npx pm-

Is Rice Impact Matrix safe to install?

With care. The audit graded it B (89/100) and found 5 things worth knowing before you trust this skill, listed below with the exact line each was found on.

What can Rice Impact Matrix access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (8d32d25aa3f5), read on 2026-10-12. The repository is watched, and a new audit runs when it changes — this is the first audit.

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