Swaps the SQLite driver from `modernc.org/sqlite` (pure Go, SQLite
3.46.0) to `github.com/mattn/go-sqlite3` (cgo, bundled SQLite 3.53.4),
and pays the resulting cross-compilation cost with `zig cc`.
Draft because the riskiest part of this deletes rows — see [Please
review this part first](#please-review-this-part-first) — and because
three things remain unverified at the bottom.
`modernc.org/sqlite` is a transpilation of the C amalgamation. This repo
is read-heavy: `cmd/server` chunk-loads a graph at startup and fans out
neighbour/topology/analytics queries per request, and it pays for that
transpilation on exactly those paths. Head-to-head on the same
120k-transmission / 240k-observation database, running our own hot-path
SQL under both drivers (Apple M4, `-count=5`, medians):
| workload | modernc | mattn | |
|---|---:|---:|---|
| chunk load (`chunked_load.go` v3 join, 20k tx) | 449ms | 196ms |
**2.3×** |
| aggregate scan (240k-row join + `GROUP BY`) | 276ms | 137ms | **2.0×**
|
| 1500 prepared-statement lookups | 512ms | 403ms | **1.3×** |
Allocations fall with it: 1.12M vs 1.64M allocs and 21MB vs 30MB on the
chunk load.
**Superseded by a production run.** @efiten measured both drivers on a
real instance — 11,077,038 observations, 9.7GB database, 4-core arm64 —
as server-only containers against the same live volume, one at a time,
with round 2 reversing the order so the page cache favours the old
driver:
| | audit 7d | audit 24h | background fill (13 chunks) | start →
/api/health |
|---|---:|---:|---:|---:|
| modernc, round 1 | 16.67s | 2.27s | 130.2s | 16.6s |
| mattn, round 1 | 7.87s | 1.34s | 93.8s | 13.5s |
| mattn, round 2 | 8.15s | 1.35s | 96.4s | 13.0s |
| modernc, round 2 | 13.46s | 2.29s | 137.8s | 15.5s |
Warm, the old driver improves to 13.46s on the 7d audit and still loses
by ~1.8×. Chunk load is ~1.4×. `/api/nodes?limit=500` is 0.039s against
0.037s — nothing.
**So the real gain is ~1.4–1.8× on the paths that matter, not 2–2.3×.**
The shape the harness predicted holds — scans and joins gain, small
lookups do not — which is more reassuring than the magnitude would have
been. Quote these numbers.
**The counterweight**, cold and native on that machine: a build goes
from **52s to 163s**. An instance that builds its own image pays that
per deploy.
## The build is cgo now, and one thing about that is a trap
**`CGO_ENABLED=0` still builds.** mattn links a stub, and the binary
dies on its first query with `go-sqlite3 requires cgo to work. This is a
stub`. A green build is not evidence of anything here, which is why
`AGENTS.md` now says so explicitly. `GOOS=linux go build` genuinely
cannot cross-compile any more.
A new root `Makefile` is the entry point. `make crossbuild` uses `zig cc
-target {x86_64,aarch64}-linux-musl` and links static, so each artifact
stays a single self-contained file and the `alpine:3.20` runtime no
longer depends on the base image's libc at all.
`-Wl,-s` is load-bearing: Go's own `-s -w` does not reach the musl
objects zig links in, and without it the server binary is 19.8MB instead
of 12.1MB.
The Dockerfile keeps its single `$BUILDPLATFORM` builder — still no QEMU
for compilation — and gains a checksum-pinned zig plus BuildKit cache
mounts. The mounts are not a nicety: without them an image build
recompiles the amalgamation from cold and takes over half an hour.
## Please review this part first
`internal/dbschema/dedup_index.go` **deletes observation rows**. It is
the one part of this change that can lose data, and it exists because
the migration exposed a real bug rather than causing one.
`stmtInsertObservation` resolves its `ON CONFLICT` against
`idx_observations_dedup`, which `cmd/ingestor/db.go` only ever created
inside the branch that creates the `observations` table for the first
time. Any database whose table predates that branch never got one, so
the UPSERT had no conflict target. modernc failed on the first insert;
mattn fails at `OpenStore`. Same bug, found earlier.
Creating the index unconditionally repairs it — but the index is what
was supposed to prevent duplicates, so a database that never had it can
already hold rows violating it. **`test-fixtures/e2e-fixture.db` in this
repo holds one.** So duplicates are collapsed first. Refusing is not the
safer option: without the index the ingestor cannot prepare its UPSERT,
so it cannot start at all.
Replaying that UPSERT faithfully is subtler than it looks, and a first
cut of this got it wrong twice:
- `COALESCE(excluded.x, x)` means the **incoming** value wins, so down a
group in id order the survivor keeps the **last** non-NULL value. Taking
the first silently discarded newer readings.
- The UPSERT names exactly five columns (`snr`, `rssi`, `score`,
`raw_hex`, `resolved_path`). Every other column must keep the surviving
row's own value; merging those too invents history the ingestor would
never have written.
Merge, delete and `CREATE UNIQUE INDEX` now share one transaction. Split
apart, a writer inserting a duplicate in the gap fails the index
creation while leaving the deletions committed — rows destroyed and no
index to show for it.
Cost, measured on 2.4M synthetic rows holding 5 duplicates: **4.1s**,
holding the write lock throughout, once, at ingestor startup before MQTT
subscribe. Materialising the duplicate-group scan once rather than per
column took that from 9.7s; the pathological case (400k of 600k rows
duplicated) is 5.7s, slightly worse than the 4.2s it was before that
change.
## Four more behavioural differences
Full detail in `docs/sqlite-driver-migration.md`. Briefly:
**Statement preparation is eager.** modernc's `newStmt` stored the SQL
and compiled lazily; mattn calls `sqlite3_prepare_v2` inside `Prepare`,
so SQL naming a missing table fails at *open*. 59 server tests failed on
this alone, all fixtures with partial schemas. `OpenDB` keeps failing
loudly (#1901; `main.go` gates on `dbschema.AssertReady` anyway) and the
fixtures now declare what they are prepared against via
`ensurePreparable`. This also exposed nine `nodes(pubkey …)`
declarations across seven files, where production has only ever had
`public_key` — lazy compilation had hidden the mismatch for as long as
it existed.
**`synchronous` silently dropped FULL → NORMAL.** mattn defaults it to
NORMAL and executes the pragma unconditionally, where SQLite's own
default (what modernc left alone) is FULL. In WAL mode that weakens
durability under power loss. Pinned in `dbschema.WriterDSN`, which both
writers now share — `cmd/migrate` kept a bare path at first and so
quietly wrote at NORMAL, which is what a second copy of a DSN buys you.
**The DSN dialects are mutually invisible.** modernc understood only
`_pragma=name(value)`, mattn only `_`-prefixed parameters, and neither
errors on the other's form — a driver-only rename would have dropped
every pragma in silence. `_journal_mode=WAL` is also gone from the
server's read handle: modernc ignored it, mattn honours it, and setting
`journal_mode` on a read-only connection is a write. Dropping
`_busy_timeout` with it costs nothing, since mattn already defaults to
5000ms — which means the read handle finally *gets* the busy timeout it
had silently lacked.
**`mode=ro` survives for a non-obvious reason.** mattn always passes
`READWRITE|CREATE` and its amalgamation has `SQLITE_USE_URI=0`; what
makes the URI work is its C wrapper ORing `SQLITE_OPEN_URI` in. So the
#1283/#1289 invariant holds with no build flags — but it depends on the
`file:` prefix. `cmd/decrypt` had been building its DSN without one, so
its `mode=ro` had never applied and a missing path was created
read-write. Fixed in passing; never a migration regression.
## What did not change
No modernc-specific API was in use: no `RegisterFunction`, no
`*sqlite.Conn`, no `sqlite/lib` error constants, no `sql.Register`. No
`time.Time` is ever bound as a query argument, so driver time handling
is not in play. Both drivers convert declared
`DATE`/`DATETIME`/`TIMESTAMP` columns to `time.Time`, so
`/api/dropped-packets` keeps emitting `dropped_at` as RFC3339 — an
earlier draft "fixed" that with a `CAST` and would have been the
regression.
## Tests and CI
New regression tests, each written because something got through without
it:
- `TestEnsureObservationsDedupIndexKeepsLatestValues` — the merge
ordering. The original test used complementary NULLs, which passes
whichever direction you pick, which is why the bug survived it.
- `TestCollapseDuplicatesAndIndexIsAtomic` — a failed index creation
must roll the deletions back.
- `TestOpenStorePragmas` / `TestWriterDSNPragmas` — every writer pragma,
read back through the store's own connection. A separate `sqlite3`
session or the startup log line would prove nothing.
- `TestOpenDBRefusesMissingDatabase` — the read-only invariant, which
now rests on a detail of the driver's C wrapper.
- `TestEnsurePreparableMatchesPrepareStatements` — fails when a new
prepared statement outgrows the fixture helper.
CI gains test execution for `cmd/migrate` and `internal/dbschema`, which
had none and both open the database. A PR-time two-arch build plus an
arm64 QEMU smoke gate is new: the GHCR push is push/tag-only, so without
it nothing on a PR would exercise zig, static musl linking or arm64, and
the first signal would arrive on master. `cache-dependency-path` widens
from 2 of the 5 tracked `go.sum` files to all of them.
`make test` passes across all 14 modules, `cmd/server` also under `-race
-count=2` with no failures and no races. `gofmt` and `go vet` clean.
Release-routing and Dockerfile COPY-invariant gates pass.
## Verified by running
- All 8 cross-builds static and correct-architecture; both arches of the
container image built, exported and run under QEMU, serving
`/api/health` and `/api/nodes` against a 2.9M-observation production
snapshot.
- The `migrate` binary repairing that snapshot's duplicate on bare
Alpine.
- `CGO_ENABLED=0` producing a binary that builds and then fails on first
query.
## Not verified
- ~~The 2–2.3× figures come from a standalone harness, not this load
under the old driver.~~ **Closed** by @efiten's production run above,
which also corrected the multiplier.
- SQLite 3.46.0 → 3.53.4 query-planner differences on queries with no
total `ORDER BY`.
- Sustained live ingest through the new writer DSN, and the duplicate
collapse against a database an ingestor is actively writing to. Verified
against a static snapshot only, and the collapse is measured at 4.1s on
2.4M synthetic rows with 5 duplicates — well short of an 11M-row
instance. @efiten has offered a staging instance taking real MQTT
traffic; **this is the item to close before the PR leaves draft.**
An earlier revision of this branch shipped the dedup merge in the wrong
direction with a green test suite, and review then found three more
things in the same file: the repair gated on an error string, a
non-atomic TEMP table drop aimed at the wrong connection, and a deletion
whose only record was a row count. All fixed in ac7e8d38. Passing tests
did not establish safety here, which is why the deletion path wanted a
second pair of eyes rather than a rubber stamp.
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 |
| GOMEMLIMIT (memory-constrained hosts) | set to ≥1.5× working set (e.g. 1536 MiB on a 2 GB Pi for a ~1 GB store). Lower values trigger a GC death-spiral. Configure via the GOMEMLIMIT env var or runtime.maxMemoryMB in config.json; env wins. Applies to both server and ingestor. See #1010. |
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
Building
make build # all four binaries for your machine, into dist/
make build-server # just one
make crossbuild # static linux/amd64 + linux/arm64 binaries
The SQLite driver is mattn/go-sqlite3, which
is cgo, so a plain GOOS=linux go build from a Mac will not work: cross-compiling
needs a C compiler that can target the other platform. make crossbuild uses
zig as that compiler (install it and it just
works) and links statically against musl, so the result is one self-contained file
that runs on Alpine or scratch. The container build does the same thing — see
Dockerfile.
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
# Or across all 14 modules at once
make test
# 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
GPL-3.0-or-later




