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inland-empire
by Raudbjorn
⭐ 0🍴 0📅 2025年12月20日
SKILL.md
name: inland-empire description: Unified memory substrate. Store facts, patterns, and context. Query with remember, consult, and stats commands. license: MIT metadata: version: 1.0.0 dependencies: required: - memory_libsql - memory_graph optional: - openmemory env_vars: required: [] optional: - LIBSQL_URL - LIBSQL_AUTH_TOKEN - MEM0_API_KEY - POSTGRES_URL - INLAND_EMPIRE_STATE_DIR - INLAND_EMPIRE_EVENT_HOME membrane: version: 1 absorbs: - event_type: action.completed priority: normal - event_type: rhetoric.pattern.detected priority: normal - event_type: feedback.useful priority: high - event_type: feedback.not_useful priority: high emits: - event_type: memory.fact.stored - event_type: memory.pattern.stored - event_type: memory.context.stored - event_type: memory.consulted - event_type: memory.evicted rate_limits: max_absorb_per_minute: 100 max_emit_per_minute: 50
Inland Empire
"This is your gut feeling. The raw data of the soul. When logic fails, consult the Empire."
Capabilities
The Inland Empire unifies three memory backends but only exposes sanitized aliases
(fact_memory, pattern_memory, context_memory). Internals (MCP, mem0, JSONL) are hidden.
| Alias | Memory Type | Backend | Storage | Notes |
|---|---|---|---|---|
fact_memory | fact | mcp-memory-libsql | Graph entities/relations | Defaults to local SQLite fallback |
pattern_memory | pattern | mem0 | Hosted API (MEM0_API_KEY) or self-hosted Postgres (POSTGRES_URL) | |
context_memory | context | JSONL | Local file (session_memory.jsonl) | Always available |
Backend detection
- mem0 hosted:
MEM0_API_KEYpresent - mem0 self-hosted:
POSTGRES_URLpresent - mem0 disabled: neither credential; pattern memory gracefully skipped
LIBSQL_URLoptional; if missing, a local SQLite file powers fact memoryINLAND_EMPIRE_STATE_DIRoverrides the storage directory (tests, sandboxes, multi-project)
Commands
remember
Store a memory across configured backends.
python3 inland-empire.py remember "<text>" [--type fact|pattern|context]
Examples:
python3 inland-empire.py remember "User prefers verbose error messages"
python3 inland-empire.py remember "The auth flow has race conditions" --type pattern
consult
Query stored memories with optional depth and type filters. Results contain backend aliases, partial-result indicators, and normalized metadata.
python3 inland-empire.py consult "<query>" [--depth shallow|deep] [--type fact|pattern|context]
Example:
python3 inland-empire.py consult "user preferences" --depth deep --type pattern
Response shape
{
"status": "ok",
"command": "consult",
"result": {
"query": "user preferences",
"depth": "deep",
"results": [
{
"origin": "pattern",
"summary": "User prefers verbose error messages",
"score": 0.812,
"observed_at": null,
"backend": "pattern_memory",
"partial": false,
"metadata": {
"id": "mem0_123",
"user_id": "agent_subconscious",
"created_at": "2024-01-15T10:30:00Z",
"updated_at": "2024-01-15T10:30:00Z",
"mode": "hosted"
}
}
],
"metadata": {
"requested_backends": ["fact_memory", "pattern_memory"],
"completed_backends": ["pattern_memory"],
"timed_out_backends": ["fact_memory"],
"partial": true
}
}
}
stats
Display backend health, detection mode, and basic counts (context entries).
python3 inland-empire.py stats
When to Use
- Store hunches, preferences, and soft context that doesn't belong in files
- Recall project context after breaks
- Detect patterns across sessions
- Build institutional memory for recurring issues
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