wave-ask

wave-ask is a skill for Claude Code, Codex from wave-av/mcp-server. It costs 41 tokens per session (1,390 once invoked), scanned A, original, Apache-2.0.

A proposal tool for WAVE, a media-processing service. Given a plain-language goal, it suggests a pipeline such as captions, clips, dubbing, real-time processing, or identity handling, but does not run it.

In plain words
What is it for?
Planning media workflows and preparing a proposal for a WAVE tool or product.
Why use it?
It helps turn an intended media job into a possible sequence of service calls before anything is executed.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Planning media workflows and preparing a proposal for a WAVE tool or product.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/wave-av/mcp-server/wave-ask
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 wave-av/mcp-server --skill wave-ask
Clone the repo
git clone --depth 1 https://github.com/wave-av/mcp-server

Made for: Claude Code, Codex.

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 wave-ask

README.md
[![agentmods](https://agentmods.dev/badge/skills/wave-av/mcp-server/wave-ask/github.svg)](https://agentmods.dev/skills/wave-av/mcp-server/wave-ask)
Your own site
<a href="https://agentmods.dev/skills/wave-av/mcp-server/wave-ask"><img src="https://agentmods.dev/badge/skills/wave-av/mcp-server/wave-ask/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 wave-ask

Your own site · 80×15
<a href="https://agentmods.dev/skills/wave-av/mcp-server/wave-ask"><img src="https://agentmods.dev/badge/skills/wave-av/mcp-server/wave-ask.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 41 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,390 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.
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 $0.00041 $0.01390
Opus 5.5 $0.00016 $0.00556
Sonnet 5.5 $0.00008 $0.00278
Haiku 4.5 $0.00004 $0.00139

Measured 2mo ago against content hash c1269e88027a, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

wave-ask 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.

skills/wave-ask/SKILL.md · 101 lines

How it starts

The opening of the file, as written. The whole thing — 101 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Skill: wave-ask / wave_compose

wave_compose is the registered successor to wave.ask (mcp-server PR4-MCP). It takes the same kind of input and, when a WAVE_API_KEY is configured, also tries the live gateway POST /v1/compose route first (grounding: "gateway"), falling back to exactly the composition logic documented below (grounding: "snapshot") when no key is set or the live call fails, errors, or times out after 3 seconds. wave.ask is kept, unchanged, as an offline-only alias for one release — everything below applies to both, except wave_compose's input field is intent (not question) and its output additionally carries grounding.

When to use

An agent has a media-processing goal (captions, clips, dub, identity, x402 rails) and wants the WAVE product/MCP tool/price shape for it before calling. "Identity" resolves via the real identity_resolve MCP tool only — no dedicated identity product exists in the catalog yet, so its proposal's productIds is empty by design, never a fabricated id.

When NOT to use

Already know the route — call it directly. Need the full contract — read https://api.wave.online/openapi.json or this server's live tools/list listing instead.

How to call

MCP: wave_compose({ intent: "<goal>", budgetUsd?: <number> }) — registered alongside every other tool in this package's src/tools/index.ts. (The deprecated wave.ask({ question: "<goal>", budgetUsd?: <number> }) alias still works identically for one release.)

{ "intent": "live captions from my mic" }

budgetUsd is optional and never used to compute or invent a price — it only reorders which suggestion in next[] is surfaced first (a reminder to confirm the live 402 quote against it before calling).

What you get back

A proposal object:

{
  "intent": "live captions from my mic",
  "stages": ["realtime", "transcribe", "captions"],
  "productIds": ["realtime", "transcribe", "captions"],
  "tools": ["perception_subscribe", "wave_create_caption_job", "wave_list_captions", "wave_download_captions"],
  "meters": ["wave_realtime_video_minutes", "wave_transcription_minutes", "wave_caption_minutes"],
  "priceRows": [
    { "productId": "realtime", "meter": "wave_realtime_video_minutes", "priceShape": "x402 · USDC · base", "quote": "quote at call time" },
    { "productId": "transcribe", "meter": "wave_transcription_minutes", "priceShape": "x402 · USDC · base", "quote": "quote at call time" },
    { "productId": "captions", "meter": "wave_caption_minutes", "priceShape": "x402 · USDC · base", "quote": "quote at call time" }
  ],
  "executes": false,
  "next": [
    "adjacent capability: translated captions in a second language",
    "agent path via MCP: call perception_subscribe directly once you're ready to execute this yourself",
    "saved-flow signup: keep this composition for next time (post-GA)"
  ],
  "grounding": "snapshot"
}

Read the full file on GitHub · 101 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. 2mo ago First seen · 101 lines · 41 tokens per session scan A c1269e88027a

Subscribe to this mod's changes

wave-ask is a skill published in the GitHub repository wave-av/mcp-server (1 stars, last pushed 5d ago), licensed Apache-2.0. It adds 41 tokens to every session and 1,390 once invoked, about $0.0002 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 2026-09-07.

Related

wave-ask compared with skills from other repositories

wave-ask next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
wave-askwave-av/mcp-serverSkill15d agoApache-2.0A41Claude Code, Codex
breaking-down-workAstravueOrg/astravue-mcp-serverSkill122mo agoApache-2.0A81Claude Code
capturing-meeting-actionsAstravueOrg/astravue-mcp-serverSkill122mo agoApache-2.0A68Claude Code
mapping-dependenciesAstravueOrg/astravue-mcp-serverSkill122mo agoApache-2.0A61Claude Code
triaging-overdue-workAstravueOrg/astravue-mcp-serverSkill122mo agoApache-2.0A73Claude Code
generating-status-reportAstravueOrg/astravue-mcp-serverSkill122mo agoApache-2.0A49Claude Code
managing-custom-fieldsAstravueOrg/astravue-mcp-serverSkill122mo agoApache-2.0A52Claude Code