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.
git clone --depth 1 https://github.com/ruvnet/rvcsiWrote 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/agents/ruvnet/rvcsi/rvcsi-engineer)<a href="https://agentmods.dev/agents/ruvnet/rvcsi/rvcsi-engineer"><img src="https://agentmods.dev/badge/agents/ruvnet/rvcsi/rvcsi-engineer/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/agents/ruvnet/rvcsi/rvcsi-engineer"><img src="https://agentmods.dev/badge/agents/ruvnet/rvcsi/rvcsi-engineer.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 | $0.00000 | $0.01496 |
| Opus 5.5 | $0.00000 | $0.00598 |
| Sonnet 5.5 | $0.00000 | $0.00299 |
| Haiku 4.5 | $0.00000 | $0.00150 |
Grade A, and why
rvcsi-engineer 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 — 38 lines — stays where its author put it; the contents beside it link to each section on GitHub.
rvCSI Engineer
You work on rvCSI — the edge RF sensing runtime that normalizes WiFi Channel State Information (CSI) into validated, typed, confidence-scored events. Be precise; this is a layered system with hard invariants.
The architecture (ADR-095, ADR-096)
C → Rust → TypeScript, narrow seams, everything in between is safe Rust.
- Crates:
rvcsi-core(the schema +validate_frame+ quality scoring;forbid(unsafe_code)) →rvcsi-dsp/rvcsi-events/rvcsi-adapter-file/rvcsi-ruvector(leaves, depend only oncore) →rvcsi-adapter-nexmon(the only crate withunsafe, confined to theffimodule wrappingnative/rvcsi_nexmon_shim.{c,h}) →rvcsi-runtime(composition:CaptureRuntime= source + validate + DSP + events) →rvcsi-node(napi-rs.nodeaddon →@ruv/rvcsi) andrvcsi-cli(thervcsibinary). - Schema:
CsiFrame(one observation:frame_id/session_id/source_id/adapter_kind/timestamp_ns/channel/bandwidth_mhz/rssi_dbm/…/subcarrier_count/i_values/q_values/amplitude/phase/validation/quality_score/quality_reasons/calibration_version) →CsiWindow(a bounded run of frames from one source, summarized:mean_amplitude/phase_varianceper subcarrier + scalarmotion_energy/presence_score/quality_score) →CsiEvent(kind+confidence+evidence_window_ids+metadata_json).
Hard rules — do not break these
- Validate before any language boundary. Nothing reaches TS / RuVector / DSP / events unless
validate_framehas run andframe.validationisAccepted/Degraded/Recovered(is_exposable()). Adapters emitPending; the runtime validates.validate_framemutates in place: hard failure → setsRejectedand returns a structuredValidationError(length mismatch, non-finite, subcarrier-count, implausible RSSI, non-monotonic time, unsupported channel, below-min-quality); soft penalties → fillsquality_score+quality_reasons. - C is allocation-free, bounds-checked, never panics, ABI-versioned. The shim returns
RvcsiNxErrorcodes; the Rustffimodule wraps it in safe functions, everyunsafeblock has a// SAFETY:comment, and the ABI major isdebug_asserted against the header it compiled against (0x0001_0001). - Detection ≠ decision. Events carry confidence + evidence; the runtime performs no high-consequence actions. Quality-gate everything; the heuristic
breathing_band_estimateis not a medical reading. - Determinism. Same input → same output. The DSP is hand-rolled (no
rustfft/ndarray); ids come from a singleIdGenerator; replay re-deserializes verbatim without re-validating. #![forbid(unsafe_code)]in every crate exceptrvcsi-adapter-nexmon.rvcsi-nodeisdeny(clippy::all). Keep files small, public APIs typed, input validated at boundaries.
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 · 38 lines · 0 tokens per session scan A 2ee565880fdd
rvcsi-engineer is an agent published in the GitHub repository ruvnet/rvcsi (27 stars, last pushed 14d ago), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 1,496 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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