Initial skills documentation — 25 categories, all SKILL.md + references + scripts
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# H2 Traccar Database Integration
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Reference for MCP servers that query a remote Traccar H2 database via SSH + Java subprocess.
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## Architecture
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```
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MCP Server (on Core)
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└── on each tool call:
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1. SSH cat from app2 → /tmp/ft360_db/database.mv.db (local file cache)
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2. java -cp /tmp/h2.jar org.h2.tools.Shell → query
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3. Parse pipe-delimited output
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4. Return JSON
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```
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## Database Copy (SSH cat — avoid scp scanner block)
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```bash
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# scp is often blocked by raw-IP security scanner; use ssh cat instead:
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ssh -o StrictHostKeyChecking=no -o ConnectTimeout=15 \
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-i /root/.ssh/itpp-infra root@152.53.39.202 \
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"cat /root/docker/traccar/traccar-data/database.mv.db" \
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> /tmp/ft360_db/database.mv.db
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```
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In Python:
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```python
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cmd = ["ssh", "-o", "StrictHostKeyChecking=no", "-i", SSH_KEY,
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f"root@{APP2_HOST}", f"cat {REMOTE_DB}"]
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with open(LOCAL_DB_PATH, "wb") as f:
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subprocess.run(cmd, stdout=f, timeout=30)
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```
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## H2 JDBC URL
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The H2 MVStore file is `database.mv.db`. Strip the `.mv.db` extension for the JDBC URL:
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```
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jdbc:h2:file:/tmp/ft360_db/database;IFEXISTS=TRUE
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```
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## Query via H2 Shell
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```bash
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java -cp /tmp/h2.jar org.h2.tools.Shell \
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-url "jdbc:h2:file:/tmp/ft360_db/database;IFEXISTS=TRUE" \
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-user sa -password "" \
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-sql "SELECT id, name, uniqueid FROM tc_devices"
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```
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Default credentials: user=`sa`, password=`""` (empty).
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## Output Parsing
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H2 Shell produces pipe-delimited tabular output:
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```
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ID | NAME | UNIQUEID | LASTUPDATE | STATUS
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1 | GMB-iPhone | 612982 | 2026-07-13 19:34:27.841 | offline
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(1 row, 15 ms)
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```
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Parse with three mandatory safety checks:
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```python
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def parse_h2_output(output: str) -> list[list[str]]:
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rows = []
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for line in output.strip().split("\n"):
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stripped = line.strip()
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if not stripped or stripped.startswith("(") or stripped.startswith("---"):
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continue
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cells = [c.strip() for c in stripped.split("|")]
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if all(c == "" for c in cells):
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continue
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# (1) MANDATORY: skip column header rows like "ID | NAME | ..."
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# H2 Shell repeats headers in every result set. Passing these
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# to int("ID") or float("NAME") crashes the parser at runtime.
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if cells[0].upper() in {"ID", "DEVICEID", "LATITUDE", "NAME", "COUNT(*)"}:
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continue
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rows.append(cells)
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return rows
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```
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- **Header row crash** — H2 Shell repeats `ID | NAME | DEVICEID | ...` headers in every result set. Passing them directly to `int("ID")` or `float("LATITUDE")` crashes the parser with `ValueError`. Skip rows whose first cell matches case-folded known header names. The `all(c == "")` check above is not sufficient: header rows have real content that passes it.
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- **Stale snapshot** — Always SCP the remote DB before each tool call. An `if not exists` guard (copy once, cache forever) silently returns hours/days-old data while the live DB has fresh positions. The MCP cache TTL controls tool response caching, not DB snapshot age. Use `_scp_db()` unconditionally before `_query_db()`.
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- **Server-local timestamps, not UTC** — H2 timestamps from a Traccar deployment on app2 are stored in the container's local timezone (Eastern, matching the server's `date`), not UTC. Age calculations using `datetime.utcnow()` will be off by the timezone offset (4 hours in this case). Use `datetime.now()` for naive timestamps stored in server-local time.
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## Schema
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```sql
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-- tc_devices
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SELECT id, name, uniqueid, lastupdate, status FROM tc_devices;
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-- tc_positions
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SELECT id, deviceid, latitude, longitude, speed, devicetime FROM tc_positions;
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```
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- `speed` is in **knots**. Convert to mph: `speed_mph = speed_kn * 1.15078`.
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- `devicetime` format: `2026-07-13 19:34:27.841` (fractional seconds optional).
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## Key Queries
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### Devices with latest position
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```sql
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SELECT d.id, d.name, d.uniqueid, d.lastupdate, d.status,
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p.latitude, p.longitude, p.speed, p.devicetime
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FROM tc_devices d
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LEFT JOIN (
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SELECT deviceid, latitude, longitude, speed, devicetime,
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ROW_NUMBER() OVER (PARTITION BY deviceid ORDER BY devicetime DESC) rn
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FROM tc_positions
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) p ON d.id = p.deviceid AND p.rn = 1
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ORDER BY d.id
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```
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### Position history (last N hours)
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```sql
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SELECT latitude, longitude, speed, devicetime
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FROM tc_positions
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WHERE deviceid = 1
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AND devicetime >= DATEADD('HOUR', -6, NOW())
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ORDER BY devicetime ASC
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```
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## Distance Calculation (Haversine)
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```python
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import math
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def haversine_miles(lat1, lon1, lat2, lon2):
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R = 3958.8 # Earth radius in miles
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dlat = math.radians(lat2 - lat1)
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dlon = math.radians(lon2 - lon1)
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a = (math.sin(dlat / 2) ** 2 +
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math.cos(math.radians(lat1)) * math.cos(math.radians(lat2)) *
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math.sin(dlon / 2) ** 2)
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c = 2 * math.atan2(math.sqrt(a), math.sqrt(1 - a))
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return R * c
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```
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Total trip distance = sum of haversine distances between consecutive positions.
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## Caching
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30-second TTL in-memory dict cache per tool/key avoids redundant SSH + H2 calls:
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```python
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_cache: dict[str, tuple[float, str]] = {}
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CACHE_TTL = 30
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def _cache_get(key: str) -> str | None:
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entry = _cache.get(key)
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if entry is None: return None
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ts, value = entry
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if time.time() - ts > CACHE_TTL:
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del _cache[key]
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return None
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return value
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```
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## Pitfalls
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- **H2 URL without `;IFEXISTS=TRUE`** → the Shell tool creates a new empty database if the file doesn't exist, masking copy failures. Always use `IFEXISTS=TRUE`.
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- **Timestamp parsing** — `devicetime` may or may not include fractional seconds (`.841`). Use `timestamp_string[:19]` when parsing with `datetime.strptime`.
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- **Database locked by running Traccar** — the MVStore format supports reading while Traccar is running, but concurrent writes during the `ssh cat` may produce a slightly stale snapshot. Acceptable for read-only analytics at 30s cache TTL.
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