## What Three of the four P0s from #1481's scale-test findings. Each cuts a distinct hot path; together they target /api/observers, /api/analytics/neighbor-graph, and /api/observers/{id}/analytics — the top three live offenders. ### P0-1: 5-min atomic-pointer cache for default neighbor-graph response - Live p95 10.8s on the most-trafficked organic endpoint. - Background recomputer (5-min cadence per operator directive) builds the default-filter (`minCount=5 minScore=0.1`, no region, no role) `NeighborGraphResponse` and stores it via `atomic.Pointer`. - `handleNeighborGraph` short-circuits on the default shape; non-default filters take the extracted `computeNeighborGraphResponse` path (identical semantics to the previous inline build). ### P0-2: cache parsed `StoreObs.Timestamp` + drop RLock window - `handleObserverAnalytics` re-parsed the RFC3339 timestamp three times per observation, for 60k+ observations per active observer, under `s.store.mu.RLock` — blocking writers for the full scan. - `StoreObs.ParsedTime()` parses once via `sync.Once` (mirrors `StoreTx.ParsedDecoded`). - Handler snapshots the `byObserver[id]` pointer slice, releases the RLock immediately, then iterates locally. ### P0-3: 30s cache for `/api/observers` + sargable `IN` + covering index - Three SQL queries on every request → ~1.7s p50 at 50-concurrent. - Atomic-pointer 30s cache for the default (no-filter) query. - `GetNodeLocationsByKeys` drops `LOWER(public_key) IN (...)` (non-sargable); callers pre-lowercase in Go and the plain `IN` matches the existing `public_key` index. - New ingestor migration `obs_observer_ts_idx_v1` adds composite index `idx_observations_observer_idx_timestamp(observer_idx, timestamp)` so `GetObserverPacketCounts` can resolve its GROUP-BY + range filter from the index without scanning the 1.9M-row observations table. ### P0-4: deferred `perfMiddleware`'s global mutex was claimed to serialize every API request. A direct test (`50 concurrent requests through the middleware, handler sleeps 20ms each`) shows total elapsed ≈ 25ms, not 1s — the lock is held only for the post-handler bookkeeping (a few µs). Real impact is below measurement noise. Skipping to avoid invasive churn on PerfStats consumers without a demonstrable win. ## Test plan Red → green per P0: - `observers_cache_test.go` — handler reads `s.observersCache` before SQL, TTL boundary, atomic.Pointer (no mutex contention). - `storeobs_parsedtime_test.go` — parses three timestamp shapes, caches result, no race under concurrent readers. - `neighbor_graph_cache_test.go` — handler serves from atomic pointer when set, bypasses cache when `?region=` (or any non-default filter) is passed. Full server + ingestor suites pass: `go test -count=1 ./...`. ## Perf proof Before/after p50/p95/p99 (50 requests × 50 concurrent) against prod (before) and staging once CI deploys (after) will be posted as a PR comment per the operator's "no merge without proof of improvement" gate. Closes #1481 ## TDD exemption — P0-1 and P0-2 (net-new surfaces, AGENTS.md) Per CoreScope `AGENTS.md` § "Exemptions": **net-new code surfaces with no prior tests to break** may land tests in the same PR without a strict test-first → impl commit split. - **P0-1 (neighbor-graph atomic-pointer cache)** — `neighborGraphCache`, `recomputeNeighborGraphCache`, `loadNeighborGraphCacheBytes`, `startNeighborGraphRecomputer` and the default-shape short-circuit in `handleNeighborGraph` were brand-new code with no pre-existing assertions covering them. There was no green test to first turn red. - **P0-2 (cached `StoreObs.Timestamp` + RLock window drop)** — `StoreObs.ParsedTime()` and the snapshot+release pattern in `handleObserverAnalytics` were new surfaces; the prior code did the parse inline per call with no behavioural test to break. P0-3 was authored properly red-then-green (commit `6e63ec6a` red, then `83ae129b` green) and does NOT use this exemption. ## Default-filter detection vs frontend reality (#1483 follow-up) The Neighbor Graph analytics tab in `public/analytics.js` fetches `/analytics/neighbor-graph?min_count=1&min_score=0` because the client-side sliders need the full edge set to filter from. That shape did NOT match the `(5, 0.1)` cached default, so the UI tab still paid the cold compute cost despite #1481 P0-1. The #1483 follow-up commit caches BOTH shapes in the same recomputer pass: - `(minCount=5, minScore=0.1, no region, no role)` — `live.js` affinity-scoring consumer. - `(minCount=1, minScore=0, no region, no role)` — analytics tab. Both are served from `atomic.Pointer` with an `X-Cache-Age-Seconds` header. The per-shape cost in the background goroutine is roughly linear in edge count; total recompute time stays well under the 5-minute cadence on prod-scale graphs. --------- Co-authored-by: openclaw-bot <bot@openclaw.dev> Co-authored-by: mc-bot <mc-bot@users.noreply.github.com>
CoreScope
High-performance mesh network analyzer powered by Go. Sub-millisecond packet queries, ~300 MB memory for 56K+ packets, real-time WebSocket broadcast, full channel decryption.
Self-hosted, open-source MeshCore packet analyzer. Collects MeshCore packets via MQTT, decodes them in real time, and presents a full web UI with live packet feed, interactive maps, channel chat, packet tracing, and per-node analytics.
⚡ Performance
The Go backend serves all 40+ API endpoints from an in-memory packet store with 5 indexes (hash, txID, obsID, observer, node). SQLite is for persistence only — reads never touch disk.
| Metric | Value |
|---|---|
| Packet queries | < 1 ms (in-memory) |
| All API endpoints | < 100 ms |
| Memory (56K packets) | ~300 MB (vs 1.3 GB on Node.js) |
| WebSocket broadcast | Real-time to all connected browsers |
| Channel decryption | AES-128-ECB with rainbow table |
See PERFORMANCE.md for full benchmarks.
✨ Features
📡 Live Trace Map
Real-time animated map with packet route visualization, VCR-style playback controls, and a retro LCD clock. Replay the last 24 hours of mesh activity, scrub through the timeline, or watch packets flow live at up to 4× speed.
📦 Packet Feed
Filterable real-time packet stream with byte-level breakdown, Excel-like resizable columns, and a detail pane. Toggle "My Nodes" to focus on your mesh.
🗺️ Network Overview
At-a-glance mesh stats — node counts, packet volume, observer coverage.
📊 Node Analytics
Per-node deep dive with interactive charts: activity timeline, packet type breakdown, SNR distribution, hop count analysis, peer network graph, and hourly heatmap.
💬 Channel Chat
Decoded group messages with sender names, @mentions, timestamps — like reading a Discord channel for your mesh.
📱 Mobile Ready
Full experience on your phone — proper touch controls, iOS safe area support, and a compact VCR bar.
And More
- 11 Analytics Tabs — RF, topology, channels, hash stats, distance, route patterns, and more
- Node Directory — searchable list with role tabs, detail panel, QR codes, advert timeline
- Packet Tracing — follow individual packets across observers with SNR/RSSI timeline
- Observer Status — health monitoring, packet counts, uptime, per-observer analytics
- Hash Collision Matrix — detect address collisions across the mesh
- Channel Key Auto-Derivation — hashtag channels (
#channel) keys derived via SHA256 - Multi-Broker MQTT — connect to multiple brokers with per-source IATA filtering
- Dark / Light Mode — auto-detects system preference, map tiles swap too
- Theme Customizer — design your theme in-browser, export as
theme.json - Global Search — search packets, nodes, and channels (Ctrl+K)
- Shareable URLs — deep links to packets, channels, and observer detail pages
- Protobuf API Contract — typed API definitions in
proto/ - Accessible — ARIA patterns, keyboard navigation, screen reader support
Quick Start
Pre-built Image (Recommended)
No build step required — just run:
docker run -d --name corescope \
--restart=unless-stopped \
-p 80:80 -p 1883:1883 \
-v /your/data:/app/data \
ghcr.io/kpa-clawbot/corescope:latest
Open http://localhost — done. No config file needed; CoreScope starts with sensible defaults.
For HTTPS with a custom domain, add -p 443:443 and mount your Caddyfile:
docker run -d --name corescope \
--restart=unless-stopped \
-p 80:80 -p 443:443 -p 1883:1883 \
-v /your/data:/app/data \
-v /your/Caddyfile:/etc/caddy/Caddyfile:ro \
-v /your/caddy-data:/data/caddy \
ghcr.io/kpa-clawbot/corescope:latest
Disable built-in services with -e DISABLE_MOSQUITTO=true or -e DISABLE_CADDY=true, or drop a .env file in your data volume. See docs/deployment.md for the full reference.
Build from Source
git clone https://github.com/Kpa-clawbot/CoreScope.git
cd CoreScope
./manage.sh setup
The setup wizard walks you through config, domain, HTTPS, build, and run.
./manage.sh status # Health check + packet/node counts
./manage.sh logs # Follow logs
./manage.sh backup # Backup database
./manage.sh update # Pull latest + rebuild + restart
./manage.sh mqtt-test # Check if observer data is flowing
./manage.sh help # All commands
Configure
Copy config.example.json to config.json and edit:
{
"port": 3000,
"mqtt": {
"broker": "mqtt://localhost:1883",
"topic": "meshcore/+/+/packets"
},
"mqttSources": [
{
"name": "remote-feed",
"broker": "mqtts://remote-broker:8883",
"topics": ["meshcore/+/+/packets"],
"username": "user",
"password": "pass",
"iataFilter": ["SJC", "SFO", "OAK"]
}
],
"channelKeys": {
"public": "8b3387e9c5cdea6ac9e5edbaa115cd72"
},
"defaultRegion": "SJC"
}
| Field | Description |
|---|---|
port |
HTTP server port (default: 3000) |
mqtt.broker |
Local MQTT broker URL ("" to disable) |
mqttSources |
External MQTT broker connections (optional) |
channelKeys |
Channel decryption keys (hex). Hashtag channels auto-derived via SHA256 |
defaultRegion |
Default IATA region code for the UI |
dbPath |
SQLite database path (default: data/meshcore.db) |
Environment Variables
| Variable | Description |
|---|---|
PORT |
Override config port |
DB_PATH |
Override SQLite database path |
Architecture
┌─────────────────────────────────────────────┐
│ Docker Container │
│ │
Observer → USB → │ Mosquitto ──→ Go Ingestor ──→ SQLite DB │
meshcoretomqtt → MQTT ──→│ │ │
│ Go HTTP Server ──→ WebSocket │
│ │ │ │
│ Caddy (HTTPS) ←───────┘ │
└────────────────────┼────────────────────────┘
│
Browser
Two-process model: The Go ingestor handles MQTT ingestion and packet decoding. The Go HTTP server loads all packets into an in-memory store on startup (5 indexes for fast lookups) and serves the REST API + WebSocket broadcast. Both are managed by supervisord inside a single container with Caddy for HTTPS and Mosquitto for local MQTT.
MQTT Setup
- Flash an observer node with
MESH_PACKET_LOGGING=1build flag - Connect via USB to a host running meshcoretomqtt
- Configure meshcoretomqtt with your IATA region code and MQTT broker address
- Packets appear on topic
meshcore/{IATA}/{PUBKEY}/packets
Or POST raw hex packets to POST /api/packets for manual injection.
Project Structure
corescope/
├── cmd/
│ ├── server/ # Go HTTP server + WebSocket + REST API
│ │ ├── main.go # Entry point
│ │ ├── routes.go # 40+ API endpoint handlers
│ │ ├── store.go # In-memory packet store (5 indexes)
│ │ ├── db.go # SQLite persistence layer
│ │ ├── decoder.go # MeshCore packet decoder
│ │ ├── websocket.go # WebSocket broadcast
│ │ └── *_test.go # 327 test functions
│ └── ingestor/ # Go MQTT ingestor
│ ├── main.go # MQTT subscription + packet processing
│ ├── decoder.go # Packet decoder (shared logic)
│ ├── db.go # SQLite write path
│ └── *_test.go # 53 test functions
├── proto/ # Protobuf API definitions
├── public/ # Vanilla JS frontend (no build step)
│ ├── index.html # SPA shell
│ ├── app.js # Router, WebSocket, utilities
│ ├── packets.js # Packet feed + hex breakdown
│ ├── map.js # Leaflet map + route visualization
│ ├── live.js # Live trace + VCR playback
│ ├── channels.js # Channel chat
│ ├── nodes.js # Node directory + detail views
│ ├── analytics.js # 11-tab analytics dashboard
│ └── style.css # CSS variable theming (light/dark)
├── docker/
│ ├── supervisord-go.conf # Process manager (server + ingestor)
│ ├── mosquitto.conf # MQTT broker config
│ ├── Caddyfile # Reverse proxy + HTTPS
│ └── entrypoint-go.sh # Container entrypoint
├── Dockerfile # Multi-stage Go build + Alpine runtime
├── config.example.json # Example configuration
├── test-*.js # Node.js test suite (frontend + legacy)
└── tools/ # Generators, E2E tests, utilities
For Developers
Test Suite
380 Go tests covering the backend, plus 150+ Node.js tests for the frontend and legacy logic, plus 49 Playwright E2E tests for browser validation.
# Go backend tests
cd cmd/server && go test ./... -v
cd cmd/ingestor && go test ./... -v
# Node.js frontend + integration tests
npm test
# Playwright E2E (requires running server on localhost:3000)
node test-e2e-playwright.js
Generate Test Data
node tools/generate-packets.js --api --count 200
Migrating from Node.js
If you're running an existing Node.js deployment, see docs/go-migration.md for a step-by-step guide. The Go engine reads the same SQLite database and config.json — no data migration needed.
Contributing
Contributions welcome. Please read AGENTS.md for coding conventions, testing requirements, and engineering principles before submitting a PR.
Live instance: analyzer.00id.net — all API endpoints are public, no auth required.
API Documentation: CoreScope auto-generates an OpenAPI 3.0 spec. Browse the interactive Swagger UI at /api/docs or fetch the machine-readable spec at /api/spec.
License
MIT




