nw-spike-methodology

nw-spike-methodology is a skill for Claude Code from nWave-ai/nWave. It costs 26 tokens per session (919 once invoked), scanned A, original, MIT.

A method for running a short experiment with throwaway code to test one technical assumption. The experiment ends with a clear result, and the code is deleted while the findings are kept.

In plain words
What is it for?
Use it to test an unfamiliar API, parser, algorithm, performance limit, or integration before design work begins.
Why use it?
It avoids spending time designing or building a full solution before knowing whether a key mechanism works, performs well enough, or has important edge cases.

Skill for Claude Code

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

Good fit Use it to test an unfamiliar API, parser, algorithm, performance limit, or integration before design work begins.

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Install with agentmods
npx agentmods add skills/nwave-ai/nwave/nw-spike-methodology
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-spike-methodology
Clone the repo
git clone --depth 1 https://github.com/nWave-ai/nWave

Made for: Claude Code.

Wrote 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.

agentmods badge for nw-spike-methodology

README.md
[![agentmods](https://agentmods.dev/badge/skills/nwave-ai/nwave/nw-spike-methodology/github.svg)](https://agentmods.dev/skills/nwave-ai/nwave/nw-spike-methodology)
Your own site
<a href="https://agentmods.dev/skills/nwave-ai/nwave/nw-spike-methodology"><img src="https://agentmods.dev/badge/skills/nwave-ai/nwave/nw-spike-methodology/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.

agentmods 80×15 button for nw-spike-methodology

Your own site · 80×15
<a href="https://agentmods.dev/skills/nwave-ai/nwave/nw-spike-methodology"><img src="https://agentmods.dev/badge/skills/nwave-ai/nwave/nw-spike-methodology.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 26 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 919 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 $0.00026 $0.00919
Opus 5.5 $0.00010 $0.00368
Sonnet 5.5 $0.00005 $0.00184
Haiku 4.5 $0.00003 $0.00092

Measured 1mo ago against content hash 66c46298d72e, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

nw-spike-methodology 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 1mo 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-spike-methodology/SKILL.md · 119 lines

How it starts

The opening of the file, as written. The whole thing — 119 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Spike Methodology

What a Spike IS

Throwaway code that validates exactly one assumption. Max 1 hour. Binary outcome: works or doesn't work. Code is deleted after validation; only findings persist.

What a Spike IS NOT

Not This Why
Prototype Prototypes evolve into production code. Spikes are deleted.
MVP MVPs ship to users. Spikes never leave the developer's machine.
Walking Skeleton Skeletons wire end-to-end architecture. Spikes test one mechanism.
POC POCs demonstrate feasibility to stakeholders. Spikes answer a developer question.

The 4 Questions

Every spike answers exactly these:

  1. Does the core mechanism work? Can we parse the output? Call the API? Does the algorithm produce correct results?
  2. Does it meet the performance requirement? Is it under the time/memory/throughput budget?
  3. What edge cases exist? Empty input, malformed data, missing dependencies, concurrent access.
  4. What did we assume wrong? The design said X, but reality is Y. Document the delta.

When to Spike

  • New mechanism never tried before in this codebase
  • Performance requirement that cannot be validated by reasoning alone
  • External integration (API, library, OS feature) with unknown behavior
  • Algorithm where correctness is non-obvious

When to Skip

  • Pure refactoring (mechanism already proven)
  • Bug fix (behavior already understood)
  • Feature estimated at less than 1 day (spike overhead not justified)
  • Mechanism already validated by a prior spike or existing code

Rules

  1. Max 1 hour wall clock. If it takes longer, the problem is bigger than expected. Stop and escalate.
  2. No tests. No types. No error handling. No ports. No abstractions.
  3. Code lives in /tmp/spike_{feature_id}/ or a scratch directory. Never in src/.
  4. One file preferred. Two files maximum.
  5. Use time.perf_counter() for timing, not time.time().
  6. Print results to stdout. No logging frameworks.
  7. After validation: delete the code, keep the findings.

Read the full file on GitHub · 119 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. 1mo ago First seen · 119 lines · 26 tokens per session scan A 66c46298d72e

Subscribe to this mod's changes

nw-spike-methodology is a skill published in the GitHub repository nWave-ai/nWave (620 stars, last pushed 1mo ago), licensed MIT. It adds 26 tokens to every session and 919 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 2026-09-06.