2026-08-02 15:15:13 +01:00
2026-03-03 19:11:05 +00:00

MeshCore Analytics

A real-time analytics platform for MeshCore networks. It ingests MQTT packets from mctomqtt-compatible observers, decodes them with @michaelhart/meshcore-decoder, stores them in TimescaleDB, and serves interactive dashboards plus public-facing site pages with live mapping, link intelligence, coverage modelling, packet analytics, and worker/system health.


Features

  • Real-time node map with animated packet arcs and live WebSocket updates
  • Progressive UK-wide HopReach RF coverage with Standard and Precision tiers
  • Link intelligence overlay with directional observations and path-loss viability
  • Public repeater-topology explorer with hub ranking, graph components, likely bridge repeaters, isolated nodes, and multibyte-evidence filtering
  • Map modes, shareable viewport/filter URLs, selected-node popup, and bounded activity replay
  • Regional health scoring and predicted-versus-observed RF validation
  • Local saved searches/watchlists for nodes, observers, regions, packet types, and incidents
  • Privacy-filtered CSV/GeoJSON exports with a versioned OpenAPI contract
  • Shared Viterbi path resolver with multibyte evidence, a concurrent worker pool, hourly prior rebuilds and repeatable accuracy checks
  • Multibyte path-hash support (1-byte, 2-byte, 3-byte) throughout the live ingest and pathing stack
  • Decoded live packet feed (Advert, GroupText, DM, ACK, Path, Trace)
  • Stats pages and chart endpoints for packet rates, radios, hops, and activity
  • Public Health page with worker status/history + server resource metrics
  • UK site Feed page for public MQTT observer traffic visibility
  • Repeater owner portal with MQTT username/password login and encrypted cookie session
  • Owner dashboard with repeater summary, direct sender map, live packets, advert trend, heard-by list, link health, and alerts
  • Opt-in owner public MQTT feed with CoreScope-compatible MeshCore packet output
  • Multi-network ingestion (meshcore/* and ukmesh/*) with per-site filtering
  • Isolated test-feed support via meshcore-test/* and test.ukmesh.com
  • Multi-observer deduplication by packet hash
  • MQTT connection monitor with Mosquitto log parsing and reconnect tracking

Roadmap

Phase 1 - Core platform (complete)

  • MQTT ingestion via mctomqtt with multi-observer support
  • Packet decoding with @michaelhart/meshcore-decoder
  • TimescaleDB storage and live WebSocket fan-out
  • React dashboard: node map, animated packet arcs, decoded live feed
  • Packet deduplication by hash across observers
  • HopReach v0.1.32 canonical terrain propagation with reference-parity tests
  • Progressive Standard/Precision rasters rendered natively in MapLibre
  • Link worker: observed relay-path processing into node-to-node link intelligence
  • Directional link counts and path-loss viability modelling
  • Versioned GB, Northern Ireland, Isle of Man, Jersey, and Guernsey boundary

Phase 3 - Path learning and predictions (beta)

  • Hourly path-learning prior rebuild worker
  • Beta path overlays and confidence scoring
  • Historical calibration using observed packet behavior
  • Multibyte path-hash aware path resolution
  • Concurrent resolve worker pool for high-throughput path matching

Phase 4 - Public website and operations (complete)

  • Separate public-facing website pages (install, MQTT, packets, stats)
  • Public Health page with worker/system status and history
  • Click-to-explain worker cards
  • UK Feed page for live public observer traffic

Phase 5 - Repeater owner portal (complete)

  • MQTT username/password owner login with encrypted cookie session
  • Dedicated owner auth database for username → repeater ownership mapping
  • Owner-facing dashboard: repeater summary, packet history, advert counts, direct sender map, heard-by list, link health, and alerts
  • Planned repeater registration/claim workflow improvements
  • Owner alerts for offline duration, low battery voltage, and excessive predicted path loss, with durable delivery history and test delivery

Phase 6 - Network intelligence expansion (complete)

  • Bounded topology graph with hubs, graph components, isolated repeaters, and likely bridge nodes
  • Regional health scoring based on traffic freshness and observer redundancy
  • Timeline replay, map modes, shareable views, node details, and planning comparisons
  • Path explanations with confidence, evidence, alternatives, and limitations
  • Saved searches/watchlists plus versioned CSV and GeoJSON exports

Phase 7 - Predicted vs observed RF model validation (complete)

  • Compare terrain-predicted links against real observed relay behavior
  • Highlight high-confidence mismatches for network tuning
  • Separate operator overrides and weak evidence from likely model mismatches

Phase 8 - Reliability and operations (complete)

  • CI for backend, frontend, browser journeys, Python workers, and Compose configuration
  • Independent synthetic HTTP/WebSocket monitoring with failure and recovery webhooks
  • Liveness/readiness split, public status page, DB maintenance telemetry, and bounded load tooling
  • Restartable, audited production-network label migration with snapshot-based rollback guidance

Current State

  • Split worker architecture for resilience:
    • hopreach (canonical progressive coverage compute)
    • link-worker (link/path-loss processing)
    • path-learning-worker (hourly model rebuild)
    • health-worker (health snapshots)
    • link-backfill-worker (one-shot historical backfill)
  • Path resolver runs a concurrent worker pool (resolveWorker, resolvePool, resolveCache) to handle high packet volumes without blocking the main ingest loop.
  • Nginx frontend proxies use Docker DNS resolver-based upstreams to avoid stale backend IP issues after container recreates.
  • Owner authentication uses MQTT credentials plus a separate owner-auth mapping database rather than public-key login.
  • Live coverage is served by HopReach's canonical terrain model; calibrated variants remain disabled pending UK evidence validation.
  • Public/test feeds are isolated at the topic level, with meshcore-test/* excluded from the public sites.
  • MQTT connection state is tracked via Mosquitto log parsing — connect/disconnect events are available in the health feed.

Quick Start

# 1. Clone and enter the project
git clone https://github.com/gadgethd/ukmesh.git
cd ukmesh

# 2. Copy and configure environment
cp .env.example .env
# Edit .env. Required values are POSTGRES_PASSWORD, JWT_SECRET,
# MQTT_PASSWORD, REDIS_PASSWORD, OPERATOR_SITE_TOKEN,
# ANUBIS_ED25519_PRIVATE_KEY_HEX, GRAFANA_ADMIN_PASSWORD, and the full
# 40-character HEALTHCHECK_SOURCE_REF.

# 3. Create Mosquitto's backend credential and least-privilege ACL
set -a
. ./.env
set +a
scripts/bootstrap-mosquitto.sh

# 4. Start everything
docker compose up -d

# 5. Confirm readiness and inspect logs
curl --fail http://127.0.0.1:3000/readyz
docker compose logs -f backend

The calculator starts with the stack, publishes Standard tiles first, and continues Precision only after Standard is live and the disk gate passes:

docker compose up -d backend hopreach app-ukmesh link-worker
docker compose logs -f hopreach

Local endpoints:

  • Backend API/WS: http://localhost:3000
  • App (ukmesh): http://localhost:3003
  • Website (ukmesh): http://localhost:3004
  • Dev/test site: http://localhost:3006
  • Liveness/readiness: http://localhost:3000/healthz and http://localhost:3000/readyz
  • API discovery/OpenAPI: http://localhost:3000/api/v1 and http://localhost:3000/api/v1/openapi.yaml

To expose it publicly, configure a Cloudflare Tunnel (see below) or reverse proxy of your choice.


Environment Variables

Copy .env.example to .env and fill in your values. All variables used by the app:

Variable Default Description
POSTGRES_DB meshcore TimescaleDB database name
POSTGRES_USER meshcore TimescaleDB user
POSTGRES_PASSWORD (required) TimescaleDB password
POSTGRES_MAX_WORKER_PROCESSES 24 PostgreSQL worker slots; keep above the Timescale background-worker setting plus launcher/scheduler headroom
MQTT_BROKER_URL ws://mosquitto:9001 Mosquitto WebSocket URL (internal)
MQTT_USERNAME backend MQTT client username
MQTT_PASSWORD (required) MQTT client password
MESHCORE_SITE_ID ukmesh Stable identifier added to site-to-site packet relay metadata
REDIS_PASSWORD (required) Password for the bundled Redis service; passed separately from the URL so reserved characters are safe
REDIS_URL redis://redis:6379 Redis URL for WebSocket pub/sub
JWT_SECRET (required) Secret for JWT verification
ALLOWED_ORIGINS http://localhost:3001,http://localhost:3002 Comma-separated browser origins allowed for CORS and WebSocket
API_RATE_LIMIT_MAX 120 Per-client public API requests/minute; raise only in an isolated load-test project
VITE_APP_HOSTNAME (blank — always shows dashboard) If set, only this hostname serves the analytics dashboard; all others serve the public website layout
MESHCORE_CHANNEL_SECRETS (blank) Comma-separated channel secrets for decrypting GroupText packets. Format: name:hex or bare hex. The default MeshCore public channel key is always included.
OWNER_DATABASE_URL (optional) Separate Postgres database URL for owner portal username → repeater mappings
OWNER_COOKIE_SECRET (optional but recommended) Secret used to encrypt/sign the owner session cookie
OWNER_MQTT_USERNAME_MAP (empty) Operator-managed owner grants in the format `user=nodeId1
OWNER_PACKET_SHARE_ENCRYPTION_KEY (empty) Key used to encrypt destination MQTT passwords; required when a destination uses authentication
OWNER_PACKET_SHARE_POLL_INTERVAL_MS 5000 Packet-sharing delivery queue poll interval
OWNER_PACKET_SHARE_BATCH_SIZE 25 Maximum packet-sharing deliveries claimed per poll
PUBLIC_FEED_PUBLISH_ENABLED false Operator kill switch for the authentication-locked UKmesh MQTT feed; owner switches remain off by default
PUBLIC_FEED_BROKER_URL (empty) Deployment-only MQTT/MQTTS/WS/WSS endpoint shown in the owner dashboard; packets remain on the UKmesh broker and no separate publisher credential is used
OWNER_AUTHORIZATION_MODE shadow shadow preserves read-only legacy ACL compatibility; enforce accepts verified database/config grants only
OWNER_ACL_MODE shadow shadow renders and validates without changing Mosquitto; apply atomically installs and verifies the canonical ACL
OWNER_ACL_UNMANAGED_USERS backend,test,test2 Exact broker accounts intentionally preserved outside owner grant management
OWNER_ACL_ALLOW_EMPTY_USERS (empty) Explicitly reviewed owner accounts allowed to render with no publish grants
OWNER_ACL_PUBLIC_FEED_READ_USERS (empty) Operator-approved read-only MQTT subscribers; they receive the curated public feed only
OWNER_ACL_SYSTEM_READWRITE_TOPICS public/# Broker topics the internal backend account may publish while rendering the public feed
RF_COVERAGE_ENABLED true Compile the native HopReach layer into the production app image
HOPREACH_IMAGE meshcore-analytics-hopreach:local Immutable HopReach calculator image override
HOPREACH_CPUS 4.0 Calculator CPU limit
HOPREACH_CPU_WORKERS 4 Go CPU worker limit (GOMAXPROCS)
HOPREACH_MEMORY_LIMIT 8g Calculator memory and swap limit
PUBLIC_FEATURE_INFERRED_NODES_ENABLED true Runtime kill switch for privacy-reviewed inferred map nodes
PUBLIC_FEATURE_PACKET_ARCS_ENABLED true Runtime kill switch for privacy-filtered live packet arcs
PUBLIC_FEATURE_HEATMAP_ENABLED false Runtime kill switch for the packet heatmap
PUBLIC_FEATURE_CONFIG_TTL_SECONDS 30 Client refresh interval for same-origin public feature configuration (bounded to 5–300 seconds)
CLOUDFLARE_TUNNEL_TOKEN (optional) Cloudflare Zero Trust tunnel token
PORT 3000 Internal app port

The inferred-node and packet-arc layers are enabled after privacy/correctness validation; the heatmap remains disabled by default. Each has an independent runtime kill switch. To operate an immediate kill switch, change the relevant value in .env, then recreate the backend without building an image:

docker compose up -d --no-build --force-recreate backend

Browsers load /api/runtime-config before the map starts and refresh it within PUBLIC_FEATURE_CONFIG_TTL_SECONDS. A failed, malformed, or timed-out request disables all three layers.


Owner Packet Sharing

Packet sharing is available to every authenticated UKMesh owner. The owner dashboard can enable sharing for an owned observer and select only destination rows that an operator has already provisioned in owner_packet_share_destinations. Toggle and destination changes save immediately. Each destination can also carry an HTTPS website_url and short description; the owner UI renders those as a linked destination name with hover text, so adding another site only requires another operator-managed destination row.

Availability does not enable forwarding. New owner/node selections start with every destination off, and a destination is forwarded only after that owner explicitly enables it.

Destinations may set allowed_owner_username and allowed_node_id to restrict visibility and forwarding to an exact account and observer. These restrictions apply to API reads, saves, queue insertion and delivery. NULL scopes preserve destinations available to all owners.

ScotMesh is restricted to node1, uses IATA MME, and connects over TLS WebSockets to scotmesh-mqtt.mm7roq.compute.oarc.uk:443 with the same JWT audience. Provisioning creates no enabled sharing rule. Its tx_mode = 'advert' matches set mqtt.tx advert: received packets are included, while transmitted packets must be the observer's own adverts.

Prepare an encrypted relay identity for a verified node1 observer with the deployment's DATABASE_URL, owner database settings and OWNER_PACKET_SHARE_ENCRYPTION_KEY in the environment:

npm --prefix backend run owner-packet-share:prepare-scotmesh -- \
  ACTIVE_OBSERVER_PUBLIC_KEY .private-config/scotmesh-node1.json

The command creates a new MeshCore relay signing key, stores only its encrypted form in a file readable by its owner, and refuses to overwrite an existing file. It does not change the radio's key or publish any packets. Apply migration 058 and deploy the owner-scoped backend before provisioning its destination row; the previous backend cannot hide restricted destinations. Then run:

npm --prefix backend run owner-packet-share:provision-scotmesh -- \
  .private-config/scotmesh-node1.json

The provisioning command validates the encrypted key, checks the verified node1 grant again, and imports the complete configuration without enabling forwarding. The schema migration deliberately does not insert the restricted destination while the previous backend may still be running. For auth_mode = 'meshcore_jwt', broker_password_ciphertext contains the encrypted 64-byte MeshCore signing key, rather than a static broker password. The relay signs a fresh one-hour token on each connection and renews it before expiry. ScotMesh's MQTT topic and origin_id use the generated relay public key, while the original raw radio packet and observer name are preserved. Turn the ScotMesh switch on in node1's dashboard after provisioning.

The relay uses outbound MQTT. mqtts:// is the expected production transport; wss://, mqtt://, and ws:// are accepted for controlled testing. The dashboard browser WebSocket remains a separate live-display transport.

Destination rows are deliberately not writable through the owner API. Broker passwords are stored as AES-GCM ciphertext. To prepare a password for an operator SQL insert after OWNER_PACKET_SHARE_ENCRYPTION_KEY has been set:

printf '%s' 'destination-password' \
  | OWNER_PACKET_SHARE_ENCRYPTION_KEY='deployment-secret' \
    npm --prefix backend run owner-packet-share:encrypt-secret

Store the resulting ciphertext in broker_password_ciphertext, then insert an enabled destination with its fixed broker URL and topic template. Supported template values are {network}, {iata}, {observerId}, and {packetHash}. The owner toggle remains unavailable while no complete destination exists.

For a broker that permits an anonymous publisher, the operator provisioning shape is:

INSERT INTO owner_packet_share_destinations (
  destination_id, display_name, website_url, description,
  broker_url, topic_template, enabled
) VALUES (
  'remote-site', 'Remote site', 'https://destination.example',
  'Short destination description', 'mqtts://broker.example:8883',
  'replicated/{network}/{observerId}/packets', TRUE
);

Owner Public Feed

The owner dashboard also has a separate account-level Public feed switch. It is off by default and applies to every node currently owned by that account. New or revoked owner-node grants are reconciled from the verified owner-auth database automatically. Disabling the switch removes its read ACL immediately. An account can enable the switch only after at least one eligible public packet has been observed from one of its nodes in the previous 24 hours.

The feed is served by the authentication-locked UKmesh MQTT broker at the deployment-configured endpoint. The backend republishes only eligible packets from opted-in active owners into the curated CoreScope-compatible namespace public/<IATA_REGION>/<OBSERVER_ID>/packets with the normal MeshCore JSON payload. The canonical ingest namespace remains private to its owners and the backend.

An owner who has opted in and remains active receives one read-only ACL filter for public/+/+/packets, so the owner can use the existing MQTT username and password used to publish observer packets. A named subscriber configured in OWNER_ACL_PUBLIC_FEED_READ_USERS receives the same read-only filter without publish permission. The read grant is removed when the owner disables the switch or has no eligible packet activity for 24 hours. The dashboard lists the curated filter and explains that packets are observable over the internet and that the site operator cannot verify what external subscribers do with the data. The public endpoint is deployment configuration and is not stored with credentials in source control.

For an ACL-based broker, the intended public-feed permission shape is:

user <opted-in-active-owner>
topic read public/+/+/packets

Only the internal backend account receives topic readwrite public/# so it can republish approved packets. The generated owner ACL applies directly to the Mosquitto broker managed by this deployment.

External subscriber accounts remain operator-managed and read-only. The backend never receives their passwords and cannot inspect what a subscriber does after receiving a packet.

Authenticated destinations also set broker_username and the encrypted broker_password_ciphertext value from the command above.


Mosquitto Setup

Mosquitto is configured for WebSocket-only access with password authentication. Create the backend credential and least-privilege read ACL before first startup:

# Reads MQTT_USERNAME/MQTT_PASSWORD from the environment.
set -a
. ./.env
set +a
scripts/bootstrap-mosquitto.sh
docker compose up -d

The bootstrap is idempotent, sets credential files to mode 0640, refuses symlinks or incomplete existing state, and never overwrites live credentials.

Do not create observer passwords manually. Provision every observer with ~/bin/newuser; it installs and verifies the publish ACL before enabling the credentials.

The host helper at ~/bin/newuser requires one or more full 64-character node public keys. It validates the keys, writes and verifies exact per-key publish ACLs, and only then creates the MQTT password. This ordering prevents an account from authenticating successfully while all of its publishes are silently denied. In MeshCore-HA, keep {PUBLIC_KEY} in the topic template; the helper requires the actual key only to provision the server-side ACL.


Cloudflare Tunnel (optional)

To expose the app and MQTT broker publicly without opening firewall ports:

  1. Go to Cloudflare Zero Trust → Networks → Tunnels
  2. Create a tunnel and copy the token
  3. Add to .env: CLOUDFLARE_TUNNEL_TOKEN=<token>
  4. Start with the tunnel profile: docker compose --profile tunnel up -d
  5. Configure public hostnames in the Cloudflare dashboard (example):
    • app.example.com → http://anubis-app-ukmesh:8923
    • www.example.com → http://anubis-website-ukmesh:8923
    • mqtt.example.com → http://mosquitto:9001
    • healthcheck.example.com → http://anubis-mesh-health-check:8923

For UKMesh health checks, point healthcheck.ukmesh.com at http://anubis-mesh-health-check:8923 in the same tunnel. The container uses the internal Mosquitto WebSocket listener and persists observer/result state in the mesh_health_check_data Docker volume. A network-isolated one-shot Compose initializer normalizes that volume's ownership before the capability-free, non-root application starts. By default it uses HEALTHCHECK_TEST_CHANNEL_NAME=ukmeshtest and reuses the existing test:... entry from MESHCORE_CHANNEL_SECRETS via HEALTHCHECK_TEST_CHANNEL_SECRET_SOURCE_NAME=test.


MQTT Topic Structure

The backend subscribes to meshcore/#, ukmesh/#, and meshcore-test/#. MeshCore observers publish mctomqtt-compatible JSON envelopes to topics of the form:

meshcore/<IATA>/<observer-public-key>/packets   # received/transmitted packets
meshcore/<IATA>/<observer-public-key>/status    # node status advertisement
ukmesh/<IATA>/<observer-public-key>/packets
ukmesh/<IATA>/<observer-public-key>/status
meshcore-test/<IATA>/<observer-public-key>/packets
meshcore-test/<IATA>/<observer-public-key>/status

Payloads are JSON envelopes containing a raw hex field (the MeshCore packet) plus metadata such as RSSI, SNR, direction, and hash. The ingest path supports 1-byte, 2-byte, and 3-byte path hashes carried inside the raw packet.


Architecture

MeshCore Devices
     │ LoRa RF
     ▼
 mctomqtt-compatible observer
     │ MQTT over WebSocket/TLS
     ▼
 Mosquitto ─────────────────────────────── (optional Cloudflare Tunnel)
     │ subscribe meshcore/# + ukmesh/#
     ▼
 Backend (Node.js/TypeScript)
     │
     ├─ meshcore-decoder → TimescaleDB (packets, nodes, observed links, priors, health snapshots)
     │
     ├─ Path resolver worker pool (concurrent resolve workers + LRU cache)
     │
     ├─ Redis pub/sub
     │
     ├─ WebSocket → frontend live updates
     └─ REST API /api/*

 App/Web Frontends (Nginx + React)
     └─ app-ukmesh / website-ukmesh / website-dev (interactive dashboard + public site + owner portal)

 RF and Link Workers
     ├─ HopReach (persistent DEM cache, resumable Standard/Precision rasters)
     ├─ backend private compatibility API (positioned repeaters + observed evidence)
     └─ link-worker → node_links from observed paths

 Backend Workers (Node.js)
     ├─ path-learning-worker (hourly prior rebuild)
     ├─ health-worker (minute snapshots)
     └─ link-backfill-worker (one-shot historical backfill)

 Owner Auth
     └─ separate Postgres DB for MQTT username → repeater ownership mapping

Services

Service Image Purpose
timescaledb Digest-pinned TimescaleDB/PostgreSQL image from Compose Time-series and relational data storage
mosquitto Digest-pinned Eclipse Mosquitto image from Compose MQTT broker (WebSocket only)
mosquitto-reloader Locally built, least-privilege helper Authenticated broker-local ACL reload
redis Digest-pinned Redis image from Compose WebSocket fan-out pub/sub and bounded job queues
backend Built from Dockerfile.backend MQTT ingest, decoding, API, WebSocket
path-learning-worker Built from Dockerfile.backend Hourly path-learning model rebuilds
health-worker Built from Dockerfile.backend Periodic health snapshot capture
link-backfill-worker Built from Dockerfile.backend One-shot historical link backfill
synthetic-monitor Built from Dockerfile.backend Independent HTTP/WebSocket journey checks and alert delivery
link-worker Built from viewshed-worker/Dockerfile Link/path-loss processing from observed paths
hopreach Built from third_party/hopreach/Dockerfile Canonical terrain RF calculation and progressive raster publication
app-ukmesh Built from Dockerfile.app Interactive dashboard frontend
website-ukmesh Built from Dockerfile.website Public website frontend
mesh-health-check Built from the configured gadgethd/meshcore-health-check ref MeshCore observer coverage health-check app
website-dev Built from Dockerfile.website Isolated test/status site for meshcore-test/* traffic
cloudflared cloudflare/cloudflared Optional Cloudflare Tunnel (use --profile tunnel)
alloy, loki Digest-pinned observability images Bounded journal/container log collection and storage
prometheus, alertmanager, alert-receiver Digest-pinned observability images plus local receiver Metrics, rules, grouped alert delivery, and delivery history
grafana Digest-pinned Grafana image Provisioned read-only operational dashboards
postgres-exporter, redis-exporter, node-exporter, blackbox-exporter Digest-pinned exporters Database, queue, host, and endpoint telemetry

Data Retention

  • Compression and destructive retention ship disabled. Raw packets and status samples remain intact until a table-specific, backup- and restore-gated lifecycle rollout is approved.
  • The proposed raw retention window is 180 days, preserving the longest 120-day learner dependency. Privacy-safe hourly/daily aggregates and current node/link/model state remain longer lived. Legacy node_coverage is retained for one release as inactive rollback data only.
  • Operational row-table cleanup is bounded and runs only when both DATA_LIFECYCLE_RETENTION_ENABLED=true and the exact table appears in DATA_LIFECYCLE_RETENTION_TARGETS.
  • See docs/db-lifecycle.md for the exact dry-run inventory, compression, retention, owner export, and restore requirements.

Acknowledgements

This project is built on the following open source libraries and tools:

Frontend

Package License
React MIT
Vite MIT
TypeScript Apache 2.0
MapLibre GL JS BSD 3-Clause
deck.gl MIT
react-router-dom MIT
Recharts MIT
polygon-clipping MIT

Backend

Package License
Express MIT
MQTT.js MIT
ws MIT
ioredis MIT
node-postgres MIT
cors MIT
express-rate-limit MIT
@michaelhart/meshcore-decoder MIT
Package License
HopReach v0.1.32-ukmesh.3 AGPL-3.0 plus Commons Clause
NumPy BSD 3-Clause
SciPy BSD 3-Clause
Shapely BSD 3-Clause
GDAL MIT/X
psycopg2 LGPL v3
redis-py MIT
Requests Apache 2.0

Infrastructure

Tool License
TimescaleDB Apache 2.0 (Community)
Redis BSD 3-Clause
Eclipse Mosquitto EPL 2.0 / EDL 1.0
Docker Apache 2.0

Data

Source License
SRTM Elevation Data Public Domain (NASA)
Natural Earth Public Domain

License

UK Mesh-authored code is licensed under MIT — see LICENSE. Vendored HopReach and derived RF integration files retain AGPL-3.0 plus the Commons Clause; see third_party/hopreach/LICENSE and rf-coverage/SOURCE-OFFER.md.

Note on dependencies: Eclipse Mosquitto (EPL 2.0) is used as a dependency but not modified. Other runtime dependencies use MIT, BSD, or Apache 2.0 licenses.

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