Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add wangyendt/wayne-skills --skill so3git clone --depth 1 https://github.com/wangyendt/wayne-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/wangyendt/wayne-skills/so3)<a href="https://agentmods.dev/skills/wangyendt/wayne-skills/so3"><img src="https://agentmods.dev/badge/skills/wangyendt/wayne-skills/so3/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/wangyendt/wayne-skills/so3"><img src="https://agentmods.dev/badge/skills/wangyendt/wayne-skills/so3.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00094 | $0.01332 |
| Opus 5.5 | $0.00038 | $0.00533 |
| Sonnet 5.5 | $0.00019 | $0.00266 |
| Haiku 4.5 | $0.00009 | $0.00133 |
Grade A, and why
pywayne-vio-so3 scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 165 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Pywayne VIO SO3
Overview
Complete SO(3) rotation matrix toolkit for 3D rotations with Lie group/ Lie algebra operations, rotation representation conversions, skew-symmetric matrix operations, and rotation averaging.
Quick Start
from pywayne.vio.SO3 import SO3_skew, SO3_Exp, SO3_Log, SO3_to_quat
import numpy as np
# Skew-symmetric matrix
vec = np.array([1, 2, 3])
skew = SO3_skew(vec) # Returns 3x3 skew-symmetric matrix
# Log/Exp mapping
R = np.eye(3)
rotvec = SO3_Log(R) # Rotation vector (Lie algebra)
R_recon = SO3_Exp(rotvec) # Back to rotation matrix
# Quaternion conversion
quat = SO3_to_quat(R) # Returns [w, x, y, z]
Core Functions
Basic Operations
check_SO3(R)
Check if matrix is a valid SO(3) rotation matrix.
- Validates shape (3, 3)
- Checks R.T @ R = I (orthogonality)
SO3_mul(R1, R2)
Multiply two rotation matrices: R1 @ R2.
SO3_diff(R1, R2, from_1_to_2=True)
Compute relative rotation between two matrices.
from_1_to_2=True: ReturnsR1.T @ R2from_1_to_2=False: ReturnsR2.T @ R1
SO3_inv(R)
Compute inverse of rotation matrix (transpose).
- Supports single (3, 3) or batch (N, 3, 3) inputs
Skew-Symmetric Matrices
SO3_skew(vec)
Convert 3D vector to skew-symmetric matrix.
vec = [x, y, z] -> [[ 0, -z, y],
[ z, 0, -x],
[-y, x, 0]]
- Supports single vector (3,) or batch (N, 3)
SO3_unskew(skew)
Extract vector from skew-symmetric matrix.
- Single matrix (3, 3) -> vector (3,)
- Batch (N, 3, 3) -> vectors (N, 3)
Rotation Representation Conversions
Quaternion
SO3_from_quat(q)- Quaternion [w, x, y, z] to rotation matrixSO3_to_quat(R)- Rotation matrix to quaternion [w, x, y, z]- Uses Hamilton convention (wxyz)
Axis-Angle
SO3_from_axis_angle(axis, angle)- Axis-angle to rotation matrixSO3_to_axis_angle(R)- Returns (axis, angle) tuple
Euler Angles
SO3_from_euler(euler_angles, axes='zyx', intrinsic=True)- Euler to matrixSO3_to_euler(R, axes='zyx', intrinsic=True)- Matrix to Euler- Supports all rotation sequences
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 165 lines · 94 tokens per session scan A d178d908dff8
pywayne-vio-so3 is a skill published in the GitHub repository wangyendt/wayne-skills (9 stars, last pushed 7d ago), licensed MIT. It adds 94 tokens to every session and 1,332 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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