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 nWave-ai/nWave --skill nw-fp-principlesgit clone --depth 1 https://github.com/nWave-ai/nWaveWrote 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/nwave-ai/nwave/nw-fp-principles)<a href="https://agentmods.dev/skills/nwave-ai/nwave/nw-fp-principles"><img src="https://agentmods.dev/badge/skills/nwave-ai/nwave/nw-fp-principles/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/nwave-ai/nwave/nw-fp-principles"><img src="https://agentmods.dev/badge/skills/nwave-ai/nwave/nw-fp-principles.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 | $0.00021 | $0.02236 |
| Opus 5.5 | $0.00008 | $0.00894 |
| Sonnet 5.5 | $0.00004 | $0.00447 |
| Haiku 4.5 | $0.00002 | $0.00224 |
Grade A, and why
nw-fp-principles 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 4d 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 — 233 lines — stays where its author put it; the contents beside it link to each section on GitHub.
FP Principles
Core functional programming thinking patterns. Language-agnostic.
Cross-references: fp-domain-modeling | code-craftsmanship: FP Hexagonal Architecture | fp-algebra-driven-design
1. Higher-Order Functions as Problem Decomposition
[STARTER]
Three operations replace most loops:
| Operation | Purpose | Replaces |
|---|---|---|
| Map | Transform each element, preserve structure | Loop building new collection |
| Filter | Keep elements matching condition | Loop with conditional |
| Fold | Accumulate elements into single result | Loop with running total |
When to use Map: Transform every element without changing collection shape. Nested maps handle nested structures. When to use Filter: Select elements without changing their values. When to use Fold: Reduce collection to single value. Accumulator IS your state. Combining function IS your state transition. Folds make state machines explicit.
Dependent streams: Fold over the evolving descriptive state, not the initial
state for every item. Approve then archive an invoice uses the post-approval
invoice; snapshots project only the final register. Law:
prepare(s, xs ++ ys) = prepare(prepare(s, xs), ys) on admitted transitions.
When refusal forbids construction activity, load nw-certainty-by-construction
for its readiness boundary before execution. Basis: Sandy Maguire,
Algebra-Driven Design, Designing Algebras → Scavenger Hunt → A Unified
Observation; Thinking with Types, Indexed Monads → Definition and Necessary
Machinery.
Decision: "Am I transforming, selecting, or accumulating?" Pick matching operation. If none fit, compose two.
Why: These operations communicate intent. Map says "same shape, different values." Fold says "many inputs, one output." Loops say nothing about intent until you read every line.
2. Type-Driven Design
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.
- 4d ago Changed · +25 lines 66d64990023f
- 2mo ago First seen · 208 lines · 21 tokens per session scan A f590e3bfa75b
nw-fp-principles is a skill published in the GitHub repository nWave-ai/nWave (631 stars, last pushed yesterday), licensed MIT. It adds 21 tokens to every session and 2,236 once invoked, about $0.0001 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 2026-09-03.
nw-fp-principles compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| nw-fp-principlesnWave-ai/nWave | Skill | 631 | yesterday | MIT | A | 21 | Claude Code |
| founder-coachalirezarezvani/claude-skills | Skill | 29k | yesterday | MIT | A | 41 | Claude Code |
| story-developmenta5c-ai/babysitter | Skill | 1.9k | 5d ago | MIT | A | 0 | Claude Code, Codex |
| foundations-consumer-neurosciencevasilyu1983/AI-Agents-public | Skill | 101 | 21d ago | MIT | A | 48 | Claude Code, Codex |
| rudderRudderCode/Rudder | Skill | 24 | 25d ago | Apache-2.0 | A | 101 | Claude Code, Codex |
| test-first-executorstrikersam/autonomous-ai-agency | Skill | 11 | yesterday | MIT | A | 29 | Claude Code, Codex |
| ai-safe2-development-methodCyberStrategyInstitute/ai-safe2-framework | Skill | 156 | 3d ago | none | A | 92 | Codex |