nw-fp-principles

nw-fp-principles is a skill for Claude Code from nWave-ai/nWave. It costs 21 tokens per session (1,920 once invoked), scanned A, original, MIT.

A language-independent guide to functional programming: a way of writing software around data transformations and explicit state changes. It explains functions that transform, select, or combine collections and how types support clearer models.

In plain words
What is it for?
Use it when designing functions, processing collections, modelling state changes, or learning the basic ideas behind functional programming.
Why use it?
It helps make code’s intent easier to see and reduces hidden state and unclear loops. The patterns can make complex data processing easier to reason about.

Skill for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter. Also seen: agent in frontmatter.

Good fit Use it when designing functions, processing collections, modelling state changes, or learning the basic ideas behind functional programming.

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Install with agentmods
npx agentmods add skills/nwave-ai/nwave/nw-fp-principles
Install

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.

Any agent
npx skills add nWave-ai/nWave --skill nw-fp-principles
Clone the repo
git clone --depth 1 https://github.com/nWave-ai/nWave

Made for: Claude Code.

Wrote this? Show the measurements

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README.md
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Per session 21 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,920 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00021 $0.01920
Opus 5 $0.00010 $0.00960
Sonnet 5 $0.00004 $0.00384
Haiku 4.5 $0.00002 $0.00192

Measured 8d ago against content hash f590e3bfa75b, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

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 8d 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.

nWave/skills/nw-fp-principles/SKILL.md · 208 lines

How it starts

The opening of the file, as written. The whole thing — 208 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 | 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.

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

[STARTER]

Write the type signature before implementation. The type tells you what the function can and cannot do.

Process:

  1. Declare what the function consumes and produces
  2. Ask: "which type-specific operations do I actually use?"
  3. Replace concrete types with type variables for everything you don't inspect
  4. Add constraints only for capabilities you use (equality, ordering, display)

Design progression: Concrete types -> type variables -> constrained type variables. Each step increases reuse while documenting minimal assumptions.

Why: Function's type signature is a contract. Narrower types mean fewer possible implementations, fewer bugs.

Read the full file on GitHub · 208 lines

Changes

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.

  1. 8d ago First seen · 208 lines · 21 tokens per session scan A f590e3bfa75b

Subscribe to this mod's changes

nw-fp-principles is a skill published in the GitHub repository nWave-ai/nWave (610 stars, last pushed 5d ago), licensed MIT. It adds 21 tokens to every session and 1,920 once invoked, about $0.0001 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 2026-09-03.