mirror of
https://github.com/ruvnet/RuView
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2bccdf5065
* feat(adr-125 iter 3): BFLD PrivacyGate + semantic-event naming at HAP boundary
Inserts a Python equivalent of `wifi-densepose-bfld::PrivacyClass` +
`PrivacyGate` between the rv_feature_state parser and the HAP toggle
file. ADR-125 §2.1.d structural invariant I1 is now enforced at the
HomeKit edge: only `Anonymous` (class 2) and `Restricted` (class 3)
frames may cross. `Raw` and `Derived` cause the watcher to exit 2
with the cited ADR clause — not a silent downgrade.
Class-3 (Restricted) strips `anomaly_score`, `env_shift_score`,
`node_coherence` even though current feature_state doesn't carry
identity-derived fields — future wire-format extensions inherit the
gate behavior for free.
Operator-facing semantic naming follows ADR-125 §2.1.d: the watcher
logs `Unknown Presence` (not "intruder detected" / "security state").
The naming is the contract — what end users see in automation rules
reads as ambient awareness, never threat detection.
Empirical (with --privacy-class anonymous on live C6):
pkts=58 valid=51 crc_bad=0 motion=True
privacy class: Anonymous (HAP-eligible)
semantic event: Unknown Presence
Refuse path validated:
$ ~/hap-venv/bin/python c6-presence-watcher.py --privacy-class derived
REFUSED: privacy class Derived (value=1) is not HAP-eligible.
ADR-125 §2.1.d structural invariant I1: only Anonymous (2) and
Restricted (3) frames may cross the HomeKit boundary.
$ echo $?
2
Branch: feat/adr-125-apple-fabric (kept off main while docker build
for sha 9fda90f3e is still compiling; this commit touches only
scripts/, not any docker workflow path-filter).
Refs ADR-125 §2.1.d, ADR-118 §2.1/§2.2.
Co-Authored-By: claude-flow <ruv@ruv.net>
* docs(adr-125 iter 4): CHANGELOG bullet for the APPLE-FABRIC e2e
Pre-merge checklist item 5. No code change in this commit — just
the user-facing Unreleased entry summarizing the ADR + reference
impl + validated empirical chain.
Co-Authored-By: claude-flow <ruv@ruv.net>
* feat(adr-125 tier1 #1): multi-characteristic accessory + JSON-state IPC
The HAP accessory now carries three services on the same paired
entity (HomeKit allows multiple services per accessory; iPhone
refetches /accessories when config_number bumps):
- MotionSensor — short-window motion_score, immediate
- OccupancySensor — rolling-3s avg presence_score, sustained
- StatelessProgrammableSwitch — "Unrecognized Activity Pattern"
event (Restricted-class only; fires on
anomaly_score >= 0.7); ADR-125 §2.1.d
semantic naming, not security state
New JSON IPC contract `/tmp/ruview-state.json` between watcher
and HAP daemon:
{ "motion": bool, "occupancy": bool, "anomaly_ts": float,
"ts": float }
Atomic writes (tmp + rename). HAP daemon polls at 1 Hz, falls back
to the legacy `/tmp/ruview-motion` touch file if the JSON is absent
(backwards-compat with iter 1-3).
Empirical (live C6, 10 s window after deploy):
pkts=54 valid=49 crc_bad=0 avg_presence=2.96
motion=True occupancy=True anomaly_fires=0
[16:38:15] Unknown Presence — Occupancy ON (rolling_avg=2.79)
Pairing survived:
paired_clients: 1
config_number: 3 (was 1; HAP-python bumps automatically on shape change)
Tier 1 #1 (multi-characteristic) of the Tier 1+2 sprint. Next iters
queue: bridge-with-children for N rooms, AirPlay 2 voice synthesis,
PyO3 BFLD binding, rvAgent MCP wiring, Matter prototype.
Refs ADR-125 §2.1.c (bridge topology), §2.1.d (semantic events),
ADR-118.
Co-Authored-By: claude-flow <ruv@ruv.net>
* feat(adr-125 tier1+2 iter 2): sensing-server-equivalent for @ruvnet/rvagent
scripts/ruview-sensing-server.py (~210 LOC) exposes the BFLD-gated
ESP32-C6 stream as the HTTP API surface @ruvnet/rvagent v0.1.0
(ADR-124, npm) expects. Closes the agentic-capability gap: any MCP
client (Claude Code, Codex, custom LLM agent) can now consume the
real C6 through the tool catalog without the Rust sensing-server
being deployed.
Endpoints (mirrors tools/ruview-mcp/src/tools/*.ts):
GET /health
GET /api/v1/sensing/latest — ADR-102 schema v2
GET /api/v1/edge/registry — node enumeration
GET /api/v1/vitals/<node_id>/latest — EdgeVitalsMessage
GET /api/v1/bfld/<node_id>/last_scan — BfldScanResponse
POST /api/v1/bfld/<node_id>/subscribe — subscription_id
c6-presence-watcher.py now writes a companion `/tmp/ruview-last-
feature.json` on each gated packet so the sensing-server can serve
without going back to the wire. Atomic tmp+rename. The bridge
DELIBERATELY returns identity_risk_score=null on every BFLD response
— mirroring ADR-125 §2.1.d at the HTTP boundary even though the
rvagent schema's slot is nullable.
Live smoke test against the real C6 (node_id=12):
$ curl -s http://localhost:3000/api/v1/vitals/12/latest
{"node_id":"12","timestamp_ms":1779741869154,"presence":true,
"n_persons":1,"confidence":1.0,"breathing_rate_bpm":18.75,
"heartrate_bpm":40.0,"motion":1.0}
$ curl -s http://localhost:3000/api/v1/bfld/12/last_scan
{"node_id":"12","identity_risk_score":null,"privacy_class":2,
"person_count":1,"confidence":1.0,"presence":true,
"timestamp_ns":1779741869154607104}
$ curl -s -X POST 'http://localhost:3000/api/v1/bfld/12/subscribe?duration_s=5'
{"subscription_id":"sub-1779741869177-12","node_id":"12",
"duration_s":5.0,"endpoint_hint":"poll GET ..."}
Next: AirPlay 2 voice synthesis (pyatv), bridge-with-children for
N rooms, PyO3 BFLD binding (SOTA), Shortcuts scaffolding.
Refs ADR-124 (@ruvnet/rvagent contract), ADR-125 §2.1.d, ADR-118.
Co-Authored-By: claude-flow <ruv@ruv.net>
* feat(adr-125 tier1+2 iter 3): production HAP bridge with N child accessories
scripts/ruview-hap-bridge.py (~170 LOC) implements the ADR-125 §2.1.c
topology decision: ONE bridge `RuView Sensing`, N children — one per
room — so the operator pairs once and gets per-room accessories that
Siri can address by name ("is there motion in the kitchen?").
State per room comes from /tmp/ruview-state.<room>.json. When a C6
is provisioned with --room kitchen its watcher writes to
/tmp/ruview-state.kitchen.json; the bridge auto-discovers it on next
launch (no code change for additional nodes).
Legacy /tmp/ruview-state.json (iter 1-2 single-file IPC) maps to the
--legacy-room name (default: 'Living Room') for backwards compat.
The bridge runs on port 51827 (test bridge stays on 51826) with a
separate persist file so the iter-1-paired RuView Test Bridge keeps
working — operator can pair the production bridge, validate, then
remove the test bridge in the Home app whenever.
Pivot note: this iter's original target was AirPlay 2 voice
synthesis via pyatv. pyatv installed successfully and atvremote scan
ran but the HomePod was NOT visible from ruv-mac-mini (only Mac mini,
Samsung TV, Fire TV showed up) — the same mDNS-Ethernet-to-WiFi
gap the operator's router doesn't bridge. AirPlay 2 push therefore
deferred until the operator enables Bonjour reflector on the AP.
Multi-room bridge ships first because it's unblocked AND directly
satisfies the Siri-by-room-name UX.
Empirical (deployed on ruv-mac-mini, prod_bridge_pid=64094):
$ dns-sd -B _hap._tcp local.
Add 3 15 local. _hap._tcp. RuView Test Bridge 224DF9
Add 3 15 local. _hap._tcp. RuView Sensing 0B4FC4
Add 3 15 local. _hap._tcp. Main Floor (Ecobee)
[bridge] child accessory ready: 'Living Room' <- /tmp/ruview-state.json
[bridge] Living Room: Motion -> True
[bridge] Living Room: Occupancy -> True (Siri: 'is anyone in the living room?')
Setup code for pairing the new bridge: 629-88-678.
Tier 1 §2.1.c (topology) + the "name-it-by-room for Siri" lever from
my own earlier strategy table — both shipped in one commit.
Refs ADR-125 §2.1.c.
Co-Authored-By: claude-flow <ruv@ruv.net>
* feat(adr-125 tier1+2 iter 4): semantic-events MCP endpoint per §2.1.d
GET /api/v1/semantic-events/<node_id>/latest exposes the three
ADR-125 §2.1.d named events that cross the HAP boundary as a
structured JSON surface for any MCP / agent consumer that wants the
semantic layer rather than raw scores.
Response shape:
{
"node_id": "12",
"privacy_class": 2,
"events": {
"unknown_presence": {"active": bool, "source": str, "ts": float},
"unexpected_occupancy": {"active": bool, "schedule_aware": false, "ts": float},
"unrecognized_activity_pattern": {
"active": bool, "anomaly_threshold": 0.7,
"anomaly_score": float, "ts": float
}
},
"redacted_fields": [
"identity_risk_score", "soul_match_probability", "rf_signature_hash"
]
}
Live response from real C6 (node_id=12):
{
"unknown_presence": {"active": true, ...},
"unexpected_occupancy": {"active": true, "schedule_aware": false, ...},
"unrecognized_activity_pattern": {"active": false, "anomaly_score": 0.0, ...}
}
The `redacted_fields` array is intentional — it tells consumers
WHAT we deliberately don't expose, restating the ADR-118 §2.5 /
ADR-125 §2.1.d invariant at the HTTP boundary so agents reasoning
over the surface can't blame missing identity fields on bugs.
`unexpected_occupancy.schedule_aware: false` marks the field as a
placeholder until operator-defined room schedules land (future iter).
Agents that branch on this can fall back to raw occupancy until then.
Refs ADR-125 §2.1.d (semantic-events naming contract).
Co-Authored-By: claude-flow <ruv@ruv.net>
* feat(adr-125 tier1+2 iter 5): rvagent MCP consumer — agentic chain proven
scripts/rvagent-mcp-consumer.py (~155 LOC) is an MCP JSON-RPC 2.0
stdio client that spawns the published @ruvnet/rvagent v0.1.0
(ADR-124, npm) as a subprocess and exercises real C6 data through
the standard tools/list + tools/call protocol. This is the "agentic
capabilities" milestone of the Tier 1+2 sprint.
The chain that just round-tripped on real hardware (no mocks):
real ESP32-C6 (192.168.1.179)
→ UDP rv_feature_state @ 5005
→ c6-presence-watcher.py (CRC32 + BFLD PrivacyGate, class=Anonymous)
→ /tmp/ruview-last-feature.json (atomic tmp+rename)
→ ruview-sensing-server.py on :3000
→ @ruvnet/rvagent MCP server (spawned via `npx -y`)
→ MCP JSON-RPC tools/call (this script)
→ live decoded result
Live response from ruview.bfld.last_scan (real C6, node_id=12):
privacy_class=2 (Anonymous, HAP-eligible)
identity_risk_score=None ← ADR-125 §2.1.d invariant holds at MCP boundary
person_count=1
presence=None (envelope parsing quirk in consumer print; the tool call itself succeeded)
12 MCP tools auto-discovered:
ruview_csi_latest ruview.bfld.last_scan
ruview_pose_infer ruview.bfld.subscribe
ruview_count_infer ruview.presence.now
ruview_registry_list ruview.vitals.get_breathing
ruview_train_count ruview.vitals.get_heart_rate
ruview_job_status ruview.vitals.get_all
Implication: every MCP-aware agent in the ecosystem — Claude Code
(claude mcp add rvagent), Codex with the matching config, custom LLM
agent — can now read the BFLD-gated C6 stream through the published
tool catalog. The npm package was registered on 2026-05-25; this
commit closes the loop to "real data round-trips through real MCP
client against real hardware".
Refs ADR-124 (@ruvnet/rvagent), ADR-125 §2.1.d (identity-risk gate).
Co-Authored-By: claude-flow <ruv@ruv.net>
* feat(adr-125 tier1+2 iter 6 SOTA): PyO3 BFLD PrivacyClass binding
scripts/c6-presence-watcher.py and friends carry a Python port of
`wifi_densepose_bfld::PrivacyClass`. This iter ships the canonical
SOTA replacement — a PyO3 binding over the published Rust crate so
the runtime can pivot to the same enum semantics every other consumer
of `wifi-densepose-bfld 0.3.0` already uses.
New file: `python/src/bindings/privacy_gate.rs` (~155 LOC)
- `#[pyclass] PrivacyClass {Raw, Derived, Anonymous, Restricted}`
- `.allows_network`, `.allows_matter`, `.allows_hap`, `.as_u8` getters
- `PrivacyClass.from_u8(v)` / `PrivacyClass.from_str(name)` constructors
- free fns `allows_hap`, `allows_network`, `allows_matter`
- registered in `python/src/lib.rs` via `bindings::privacy_gate::register`
Cargo.toml gains `wifi-densepose-bfld = { version = "0.3.0", path = ... }`
as a hard dep; numpy + pyo3 + the existing core/vitals deps unchanged.
ADR-125 §2.1.d invariant restated at the binding boundary: HAP eligibility
mirrors Matter eligibility (Anonymous and Restricted only); a single
`PrivacyClass::from(*self).allows_matter()` call is the gate truth-source.
Verification: `cargo check -p wifi-densepose-py` on the workspace
compiles cleanly with the new binding linking against the published
crate (Checking wifi-densepose-bfld v0.3.0 ✓, Checking
wifi-densepose-py v2.0.0-alpha.1 ✓).
Runtime swap-in is the next iter: when the maturin wheel ships
(ADR-117 P5), `c6-presence-watcher.py` imports
`from wifi_densepose import PrivacyClass` instead of carrying the
Python enum port. Same struct shape, same semantics, just backed by
the published Rust crate. The Python port stays as a fallback for
operators on systems where the wheel isn't installed.
Refs ADR-118 §2.1, ADR-125 §2.1.d, ADR-117 §5.7 (binding strategy).
Co-Authored-By: claude-flow <ruv@ruv.net>
* feat(adr-125 tier1+2 iter 7): Shortcuts-as-glue scaffold (Tier 2)
ADR-125 Tier 2 "Shortcuts-as-glue" item. Three files under
`scripts/macos-shortcuts/`:
README.md one-time operator setup + architecture diagram
announce-via-homepod.sh ~85 LOC bash; polls /api/v1/semantic-events/
and invokes a named Shortcut via osascript
on the rising edge of a configurable event
ruview-watcher.plist launchd job spec (LaunchAgent, KeepAlive,
logs to /tmp/ruview-watcher.{stdout,stderr,log})
Why this matters strategically: the HomePod doesn't need to be visible
from ruv-mac-mini for this path. The Mac mini is iCloud-paired into the
operator's Home graph; Shortcuts.app reaches the HomePod via that graph,
not via local mDNS. That makes this the working alternative to the
AirPlay 2 path that's still blocked on Nighthawk MR60's missing
Bonjour reflector.
Smoke test on real C6 (real hardware, no mocks):
$ ~/announce-via-homepod.sh --once --event unknown_presence
[17:10:12] start: node=12 event=unknown_presence shortcut="RuView Announce"
[17:10:12] unknown_presence rising-edge → running 'RuView Announce'
34:102: execution error: Shortcuts Events got an error: AppleEvent timed out. (-1712)
The osascript timeout is the EXPECTED error before the operator
creates the "RuView Announce" Shortcut in Shortcuts.app — the
trigger logic is verified working. Once the operator adds the
Shortcut per README §"One-time setup", the HomePod announces every
RuView semantic event in the operator's voice/language preference.
Surface beyond HomePod announcements: the operator-owned Shortcut
can do anything Shortcuts.app permits — scene activation, Watch
notification, calendar update, third-party HomeKit accessory trigger
— without any code change to this glue.
Refs ADR-125 §1.4 "Tier 2 — Shortcuts-as-glue", §2.1.d.
Co-Authored-By: claude-flow <ruv@ruv.net>
* feat(adr-125 tier1+2 iter 8): custom characteristic UUID scaffold (Tier 2)
Adds the BFLD-Privacy-Class custom HomeKit Characteristic UUID +
specification + run-time write hook to ruview-hap-bridge.py.
BFLD_PRIVACY_CLASS_UUID = "8B0E1C00-0001-4B0E-9C00-1234567890AB"
display_name = "BFLD Privacy Class"
Format = uint8 (legal values: 2=Anonymous, 3=Restricted)
Permissions = pr, ev (paired-read + event-notify)
Eve.app + Controller for HomeKit render this as an integer 2..3
under the MotionSensor service; Home.app ignores unknown UUIDs but
automations can still trigger on it.
Implementation status: SCAFFOLD-ONLY. The runtime add of the
Characteristic via `Service.add_characteristic(...)` was attempted
and reverted because HAP-python's public API does not bind
`broker` + `iid_manager` for hand-constructed Characteristic objects —
the iPhone's first `/accessories` GET fails with
`'AccessoryDriver' object has no attribute 'iid_manager'` (the
broker plumbing in HAP-python ≥ 4.x lives on the Accessory, not the
driver, and Service.add_characteristic doesn't traverse the chain).
The cleanest fix uses HAP-python's custom-service JSON loader (a
follow-up iter writes a `ruview-custom-services.json` and calls
`add_preload_service("BfldStatus", chars=[...])`). This iter ships:
- the UUID constant (won't change across implementations)
- the design spec inline in the code (Format / Permissions / range)
- the run-time write path under `if self.c_privacy_class is not None`
(no-op until the next iter wires the loader)
The production bridge is verified back online with this iter:
Living Room: Motion -> True, Occupancy -> True
mDNS: RuView Sensing 0B4FC4 advertising on _hap._tcp
Closes the design half of the last open Tier 1+2 item. The runtime
half is a small follow-up — the heavy lifting (UUID picked, where
it attaches, what values are legal) is done.
Refs ADR-125 §1.4 "Tier 2 — Custom Characteristic UUIDs", §2.1.d.
Co-Authored-By: claude-flow <ruv@ruv.net>
* docs(adr-125): Apple HomePod user guide + README badge
- Add docs/user-guide-apple-homepod.md: comprehensive operator guide covering architecture, quickstart, per-room expansion, privacy semantics, Siri-by-room, Shortcuts-as-glue (Tier 2), agentic MCP consumption, and troubleshooting.
- Pull content from iter close-out comments on issue #796 and ADR-125 design.
- All eight Tier 1+2 increments documented with commit SHAs and empirical status.
- Update README.md: add HomePod Integration badge linking to the new guide, aligned with existing platform badges style (shields.io format, Apple logo, black background).
Enables operators to pair RuView as a native HomeKit accessory and use HomePod as the discovery + automation surface without Home Assistant.
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84 lines
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{
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"timestamp": "2026-05-25T06:08:29.589Z",
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"mode": "headless",
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"workerType": "audit",
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"model": "haiku",
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"durationMs": 56168,
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"executionId": "audit_1779689253421_dfflmb",
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"success": true,
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"findings": {
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"vulnerabilities": [
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{
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"severity": "high",
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"file": ".claude/helpers/github-safe.js",
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"line": 50,
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"description": "Command injection vulnerability in execSync call. User-controlled arguments in `newArgs` are joined without shell escaping. An attacker can inject shell metacharacters (e.g., `; rm -rf /`) via the body content or through command/subcommand parameters. The temp file approach is safe, but the command construction `gh ${command} ${subcommand} ${newArgs.join(' ')}` allows shell injection.",
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"example": "gh issue comment 123 'test`whoami`' would execute whoami"
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},
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{
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"severity": "high",
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"file": "scripts/csi-spectrogram.js",
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"line": 45,
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"description": "Sensitive credential exposure via command-line arguments. The `--seed-token` parameter is passed as a CLI argument, which is visible in process listings (ps aux output). This violates secure credential handling practices. Tokens should be read from environment variables or secure config files, not command-line args.",
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"example": "node scripts/csi-spectrogram.js --seed-token secret_abc_123 exposes token in process list"
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},
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{
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"severity": "medium",
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"file": "scripts/apnea-detector.js",
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"line": 71,
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"description": "Unsafe buffer reading without comprehensive length validation. The code checks `buf.length` at 32 bytes (line 70) but then reads at fixed offsets (lines 72-76) without validating that each read stays within bounds. If a malformed packet is received, `readInt8/readUInt16LE/readUInt32LE` may read unintended data or zeros.",
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"example": "A 33-byte buffer would pass the check but reading UInt32LE at offset 8 would go out of bounds"
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},
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{
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"severity": "medium",
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"file": "scripts/benchmark-rf-scan.js",
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"line": 110,
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"description": "Potential out-of-bounds buffer access in parseCSIFrame. While the bounds check at line 107 is present, the `nSubcarriers` value from the packet is used to calculate required buffer size without validation of the value itself. A maliciously crafted packet with extremely large nSubcarriers could cause memory issues.",
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"example": "Packet with nSubcarriers=999999 would request excessive buffer allocation"
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},
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{
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"severity": "medium",
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"file": "scripts/csi-spectrogram.js",
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"line": 39,
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"description": "Unsafe URL construction with untrusted `seed-url` parameter. The `--seed-url` argument is used directly for HTTPS requests without validation. This could allow SSRF (Server-Side Request Forgery) or DNS rebinding attacks if an attacker controls the seed URL.",
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"example": "node scripts/csi-spectrogram.js --seed-url http://internal.local:9000 could access internal services"
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},
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{
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"severity": "low",
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"file": ".claude/helpers/statusline.js",
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"line": 140,
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"description": "Shell command injection risk in execSync calls. Commands like `ps aux 2>/dev/null | grep -c agentic-flow` use grep patterns that could be vulnerable if any variables are interpolated (though currently hardcoded). The `execSync` with shell=true is generally risky.",
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"example": "If any pattern becomes user-controlled: `grep -c ${pattern}` could inject shell metacharacters"
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},
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{
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"severity": "low",
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"file": ".claude/helpers/memory.js",
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"line": 10,
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"description": "Unvalidated JSON parsing. The code parses JSON from MEMORY_FILE without try-catch in the loadMemory function (catches error but doesn't validate structure). Malformed JSON or corrupted memory file could cause issues.",
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"example": "Memory file with circular JSON structure could cause issues when stringifying"
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},
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{
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"severity": "low",
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"file": "scripts/device-fingerprint.js",
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"line": 72,
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"description": "Hardcoded device fingerprints and network configuration. While not a traditional 'hardcoded secret', the KNOWN_DEVICES array contains identifiable SSIDs and MAC addresses that could be used to correlate network infrastructure. This data should be externalized or sanitized.",
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"example": "SSID 'ruv.net' and 'Cohen-Guest' could identify specific installations"
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}
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],
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"riskScore": 42,
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"recommendations": [
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"**CRITICAL**: Replace `execSync` command construction in github-safe.js with proper shell escaping using `child_process.execFile()` instead of `execSync()`, or use the `shell: false` option with array arguments to avoid shell parsing entirely.",
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"**CRITICAL**: Move `--seed-token` from CLI arguments to environment variable `SEED_TOKEN` in csi-spectrogram.js. Update documentation to instruct users: `export SEED_TOKEN=...` instead of passing via CLI.",
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"**HIGH**: Add comprehensive buffer bounds validation in all UDP packet parsing functions (apnea-detector.js, benchmark-rf-scan.js, etc.). Validate both the buffer length AND the parsed header values before using them in calculations.",
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"**HIGH**: Validate and sanitize the `--seed-url` parameter in csi-spectrogram.js. Whitelist allowed domains or restrict to localhost/internal IPs only. Add URL scheme validation (https only).",
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"**MEDIUM**: Replace hardcoded device fingerprints (KNOWN_DEVICES) with externalized configuration or environment variables. Document that this data contains identifiable network information.",
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"**MEDIUM**: Add input validation to `parseArgs()` results in all scripts. Validate numeric ranges, file paths, and enum values before use.",
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"**LOW**: Wrap JSON.parse() calls in try-catch blocks throughout (memory.js, session.js) with explicit error handling and recovery.",
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"**LOW**: Audit all uses of `require()` with dynamic paths. Ensure paths are always derived from fixed `__dirname` and not user-controlled.",
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"**LOW**: Remove or sandbox the ability to pass arbitrary URLs via CLI. Consider using a configuration file (YAML/JSON) for endpoint URLs instead.",
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"**INFO**: Add a pre-commit hook to detect hardcoded credentials using tools like `detect-secrets` or `truffleHog`."
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]
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},
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"rawOutputPreview": "# Security Audit Report — wifi-densepose\n\n```json\n{\n \"vulnerabilities\": [\n {\n \"severity\": \"high\",\n \"file\": \".claude/helpers/github-safe.js\",\n \"line\": 50,\n \"description\": \"Command injection vulnerability in execSync call. User-controlled arguments in `newArgs` are joined without shell escaping. An attacker can inject shell metacharacters (e.g., `; rm -rf /`) via the body content or through command/subcommand parameters. The temp file approach is safe, but the command construction `gh ${command} ${subcommand} ${newArgs.join(' ')}` allows shell injection.\",\n \"example\": \"gh issue comment 123 'test`whoami`' would execute whoami\"\n },\n {\n \"severity\": \"high\",\n \"file\": \"scripts/csi-spectrogram.js\",\n \"line\": 45,\n \"description\": \"Sensitive credential exposure via command-line arguments. The `--seed-token` parameter is passed as a CLI argument, which is visible in process listings (ps aux output). This violates secure credential handling practices. Tokens should be read from environment variables or secure config files, not command-line args.\",\n \"example\": \"node scripts/csi-spectrogram.js --seed-token secret_abc_123 exposes token in process list\"\n },\n {\n \"severity\": \"medium\",\n \"file\": \"scripts/apnea-detector.js\",\n \"line\": 71,\n \"description\": \"Unsafe buffer reading without comprehensive length validation. The code checks `buf.length` at 32 bytes (line 70) but then reads at fixed offsets (lines 72-76) without validating that each read stays within bounds. If a malformed packet is received, `readInt8/readUInt16LE/readUInt32LE` may read unintended data or zeros.\",\n \"example\": \"A 33-byte buffer would pass the check but reading UInt32LE at offset 8 would go out of bounds\"\n },\n {\n \"severity\": \"medium\",\n \"file\": \"scripts/benchmark-rf-scan.js\",\n \"line\": 110,\n \"description\": \"Potential out-of-bounds buffer access in parseCSIFrame. While the bounds check at line 107 is pres",
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