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 ambient-code/platform --skill grpc-devgit clone --depth 1 https://github.com/ambient-code/platformWrote 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/ambient-code/platform/grpc-dev)<a href="https://agentmods.dev/skills/ambient-code/platform/grpc-dev"><img src="https://agentmods.dev/badge/skills/ambient-code/platform/grpc-dev/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/ambient-code/platform/grpc-dev"><img src="https://agentmods.dev/badge/skills/ambient-code/platform/grpc-dev.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 | $0.00000 | $0.01027 |
| Opus 5.5 | $0.00000 | $0.00411 |
| Sonnet 5.5 | $0.00000 | $0.00205 |
| Haiku 4.5 | $0.00000 | $0.00103 |
Grade A, and why
grpc-dev 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.
How it starts
The opening of the file, as written. The whole thing — 124 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Skill: grpc-dev
Activates when: Working on gRPC streaming, AG-UI event flow, WatchSessionMessages, control plane ↔ runner protocol, or debugging gRPC connectivity.
Architecture
Runner Pod (Claude Code)
│ pushes AG-UI events via gRPC
▼
Control Plane (CP)
│ fan-out multiplexer — one runner, N watchers
▼
WatchSessionMessages RPC (streaming)
│
├── acpctl session messages -f
├── Go SDK session_watch.go
├── Python SDK _grpc_client.py
└── TUI dashboard (acpctl ambient)
Proto Definitions
Location: components/ambient-api-server/proto/ambient/v1/sessions.proto
Key RPC:
rpc WatchSessionMessages(WatchSessionMessagesRequest)
returns (stream SessionMessageEvent);
Generated stubs: pkg/api/grpc/ambient/v1/sessions_grpc.pb.go
Regen: cd components/ambient-api-server && make generate
AG-UI Event Types
| Event | Direction | Meaning |
|---|---|---|
RUN_STARTED |
runner → CP → client | Session began executing |
TEXT_MESSAGE_CONTENT |
runner → CP → client | Token chunk (streaming) |
TEXT_MESSAGE_END |
runner → CP → client | Message complete |
MESSAGES_SNAPSHOT |
runner → CP → client | Full message history |
RUN_FINISHED |
runner → CP → client | Session done (terminal event) |
RUN_FINISHED must be forwarded exactly once. CP must not duplicate or drop it.
Authentication
gRPC auth: pkg/middleware/bearer_token_grpc.go
Test token bypass: When a non-JWT token (e.g. test-user-token K8s secret) is used, the JWT username claim is absent from the gRPC context. The WatchSessionMessages handler MUST skip the per-user ownership check in this case:
username, ok := CallerUsernameFromContext(ctx)
if ok && username != session.Owner {
return status.Error(codes.PermissionDenied, "not session owner")
}
// If !ok (no username in context), allow — non-JWT token
Fan-Out Pattern
The CP maintains a subscriber map per session ID. When a new WatchSessionMessages client connects:
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.
- 1mo ago First seen · 124 lines · 0 tokens per session scan A 2094f5c1f10d
grpc-dev is a skill published in the GitHub repository ambient-code/platform (131 stars, last pushed yesterday), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,027 tokens. 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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