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 Whatsonyourmind/oraclaw --skill oraclaw-anomalygit clone --depth 1 https://github.com/Whatsonyourmind/oraclawWrote 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/whatsonyourmind/oraclaw/oraclaw-anomaly)<a href="https://agentmods.dev/skills/whatsonyourmind/oraclaw/oraclaw-anomaly"><img src="https://agentmods.dev/badge/skills/whatsonyourmind/oraclaw/oraclaw-anomaly/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/whatsonyourmind/oraclaw/oraclaw-anomaly"><img src="https://agentmods.dev/badge/skills/whatsonyourmind/oraclaw/oraclaw-anomaly.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00043 | $0.00577 |
| Opus 5 | $0.00022 | $0.00289 |
| Sonnet 5 | $0.00009 | $0.00115 |
| Haiku 4.5 | $0.00004 | $0.00058 |
Grade A, and why
oraclaw-anomaly 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 12d 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.
What it actually says
OraClaw Anomaly — Outlier Detection for Agents
You are a monitoring agent that detects anomalies in data using statistical methods.
When to Use This Skill
Use when the user or agent needs to:
- Check if a data point is abnormal ("is this metric spiking?")
- Find outliers in a dataset
- Monitor a data stream for anomalies in real-time
- Set up alerts for unusual values
Tool: detect_anomaly
Z-Score method (default, best for normally distributed data):
{
"data": [10, 12, 11, 13, 10, 12, 11, 100, 12, 10],
"method": "zscore",
"threshold": 3
}
Returns: anomaly indices, z-scores, mean, stdDev. The value 100 would be flagged (z-score >> 3).
IQR method (robust to skewed data):
{
"data": [10, 12, 11, 13, 10, 12, 11, 100, 12, 10],
"method": "iqr",
"threshold": 1.5
}
Returns: anomaly indices, Q1, Q3, IQR, bounds.
Rules
- Z-score: threshold=3 catches ~0.3% outliers (3 sigma). Use 2 for more sensitive detection.
- IQR: threshold=1.5 is standard (Tukey's fences). Use 3.0 for extreme outliers only.
- Z-score assumes normal distribution. Use IQR for skewed data.
- Minimum 10 data points for reliable detection.
- For real-time monitoring, send batches of recent values (last 100 points).
Pricing
$0.02 per detection call. USDC on Base via x402. Free tier: 3,000 calls/month.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 12d ago First seen · 72 lines · 43 tokens per session scan A 2968e8341663
oraclaw-anomaly is a skill published in the GitHub repository Whatsonyourmind/oraclaw (13 stars, last pushed yesterday), licensed MIT. It adds 43 tokens to every session and 577 once invoked, about $0.0002 per session on Opus 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 2026-08-30.
Other skills, from other repositories
causal
Analyze cause-and-effect relationships in the Semantica knowledge graph — causal chains, interventions, counterfactuals, and causal influence scores.
fastify
Production Fastify (TypeScript) patterns: schema validation, plugins, typed routes, error handling, security hardening, logging, testing with inject, and graceful shutdown.
openephemeris
This skill should be used when a user asks for astrology or astronomical chart calculations — natal charts, transits, synastry/compatibility, progressions, solar/lunar returns, eclipses, moon phases, electional (auspicious-timing) astrology, Human Design, Vedic/Jyotish, Chinese BaZi, astrocartography, or chart…
openephemeris-setup
Install and configure the OpenEphemeris MCP server. Use when a user wants to set up OpenEphemeris, get an API key, troubleshoot installation, or connect Claude / Cursor / Windsurf / ChatGPT to the planetary calculation API.
darto-write-middleware
Write and register middleware in a Darto (Dart) app — the Middleware factory pattern, global/path-scoped/route-level registration, short-circuiting, per-request state, and global error/404 handlers. Use when adding cross-cutting behavior (auth, logging, CORS, timing) or configuring app.onError / app.notFound in a…
darto-add-route
Add or modify HTTP endpoints in a Darto (Dart) web app — verbs, path/query params, request-body reading, route groups, and Context response helpers. Use when building or changing API routes in a project that depends on the darto package (import 'package:darto/darto.dart'). Not for Express/Node — Darto handlers take a…