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 wave-av/mcp-server --skill wave-askgit clone --depth 1 https://github.com/wave-av/mcp-serverWrote 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/wave-av/mcp-server/wave-ask)<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.
<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>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 | $0.00041 | $0.01390 |
| Opus 5.5 | $0.00016 | $0.00556 |
| Sonnet 5.5 | $0.00008 | $0.00278 |
| Haiku 4.5 | $0.00004 | $0.00139 |
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.
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_composeis the registered successor towave.ask(mcp-server PR4-MCP). It takes the same kind of input and, when aWAVE_API_KEYis configured, also tries the live gatewayPOST /v1/composeroute 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.askis kept, unchanged, as an offline-only alias for one release — everything below applies to both, exceptwave_compose's input field isintent(notquestion) and its output additionally carriesgrounding.
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"
}
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.
- 2mo ago First seen · 101 lines · 41 tokens per session scan A c1269e88027a
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.
wave-ask compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| wave-askwave-av/mcp-server | Skill | 1 | 5d ago | Apache-2.0 | A | 41 | Claude Code, Codex |
| breaking-down-workAstravueOrg/astravue-mcp-server | Skill | 12 | 2mo ago | Apache-2.0 | A | 81 | Claude Code |
| capturing-meeting-actionsAstravueOrg/astravue-mcp-server | Skill | 12 | 2mo ago | Apache-2.0 | A | 68 | Claude Code |
| mapping-dependenciesAstravueOrg/astravue-mcp-server | Skill | 12 | 2mo ago | Apache-2.0 | A | 61 | Claude Code |
| triaging-overdue-workAstravueOrg/astravue-mcp-server | Skill | 12 | 2mo ago | Apache-2.0 | A | 73 | Claude Code |
| generating-status-reportAstravueOrg/astravue-mcp-server | Skill | 12 | 2mo ago | Apache-2.0 | A | 49 | Claude Code |
| managing-custom-fieldsAstravueOrg/astravue-mcp-server | Skill | 12 | 2mo ago | Apache-2.0 | A | 52 | Claude Code |