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 moeru-ai/auv --skill use-protobufgit clone --depth 1 https://github.com/moeru-ai/auvWrote 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/moeru-ai/auv/use-protobuf)<a href="https://agentmods.dev/skills/moeru-ai/auv/use-protobuf"><img src="https://agentmods.dev/badge/skills/moeru-ai/auv/use-protobuf/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/moeru-ai/auv/use-protobuf"><img src="https://agentmods.dev/badge/skills/moeru-ai/auv/use-protobuf.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 | $0.00081 | $0.01313 |
| Opus 5 | $0.00041 | $0.00656 |
| Sonnet 5 | $0.00016 | $0.00263 |
| Haiku 4.5 | $0.00008 | $0.00131 |
Grade A, and why
use-protobuf 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 9d 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 — 85 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Use Protobuf
Treat Protobuf as the canonical typed contract for gRPC, REST gateway bindings, OpenAPI, generated SDKs, and shared data structures. Model the domain before optimizing generated code.
Workflow
- Read repository instructions and inspect existing
.protofiles, packages, versions, imports, generation configuration, and generated output conventions. - Classify each service as gRPC-only or HTTP-exposed before adding annotations.
- Model every RPC, stream packet, enum, error, and reusable message with concrete types.
- Apply transport-specific validation and documentation rules.
- Evaluate compatibility according to the package's release state and version.
- Generate every configured SDK and OpenAPI artifact. Use
$use-bufand$use-buf-pluginswhen available. - Run repository tests and inspect generated diffs; never hand-edit generated code.
Define RPC Contracts Explicitly
- Define a dedicated RPC method for every gRPC operation.
- Name unary messages
MethodRequestandMethodResponse. - Keep request and response messages distinct even when their current fields happen to match.
- Use TitleCase service, method, message, and enum names; use
lower_snake_casefields andUPPER_SNAKE_CASEenum values. - Prefer comments that explain semantics, units, identity, presence, ordering, and lifecycle rather than restating the field name.
rpc GetDocument(GetDocumentRequest) returns (GetDocumentResponse);
Model Streaming Without Base Payloads
Use the appropriate gRPC streaming form:
rpc ImportRecords(stream ImportRecordsStreamRequest) returns (ImportRecordsResponse);
rpc WatchJob(WatchJobRequest) returns (stream WatchJobStreamResponse);
rpc Transfer(stream TransferStreamRequest) returns (stream TransferStreamResponse);
MUST NOT create an abstract, generic, inherited, or catch-all base event/base payload for stream requests or responses. Define concrete stream event, step, or packet messages. When several variants may occur, use oneof whose alternatives are separate messages. Use one homogeneous stream message only when every packet genuinely has the same body and semantics, such as fixed-shape file chunks.
What ships with it
4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 9d ago First seen · 85 lines · 81 tokens per session scan A ad3662803871
use-protobuf is a skill published in the GitHub repository moeru-ai/auv (27 stars, last pushed yesterday), licensed Apache-2.0. It adds 81 tokens to every session and 1,313 once invoked, about $0.0004 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 2026-08-30.
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