letheClaw
Use letheClaw to store, search, and manage memories with criticality and provenance.
技能说明
name: letheclaw version: 1.0.0 description: Use letheClaw to store, search, and manage memories with criticality and provenance. trigger: "memory|letheclaw|remember|recall|criticality|provenance" tools: [network]
letheClaw — Agent memory
You can use the letheClaw API to store and retrieve memories for the user or the current session. The API base URL is in the environment variable LETHECLAW_API_URL.
Environment patterns:
- Docker Compose with letheClaw API container:
http://api:8080 - Host machine from Docker Desktop (Windows/Mac):
http://host.docker.internal:51234 - Local testing (same machine):
http://localhost:51234
If LETHECLAW_API_URL is unset, try http://host.docker.internal:51234 first (Docker Desktop default), then ask the user.
⚠️ PROTOCOL (NON-NEGOTIABLE)
Retrieval Rule
When the user asks about history, decisions, prior work, "what did we do", or any past context:
-
ALWAYS query letheClaw API FIRST:
curl -s "{LETHECLAW_API_URL}/memory/search?q=<query>&limit=5" -
Use the returned
contentfield directly — search results include full text. No need formemory_getor flat file access. -
NEVER use
memory_searchtool as the first step. That tool searches flat markdown files, which are backup/reference only. -
Apply criticality filtering when appropriate:
- Security/config: add
&min_criticality=0.7 - General recall: add
&min_criticality=0.5 - Exploratory: no filter
- Security/config: add
-
Use tag pre-filtering when query domain is clear (e.g.,
tags=moltbookfor Moltbook questions). -
letheClaw is the authoritative memory system. Flat files may be stale or incomplete.
Storage Rule
When the user says "log this", "remember that", or you observe something worth recording:
- POST to letheClaw API (see "Store a memory" below)
- Assign appropriate criticality: 0.3 (transient) → 0.5 (useful) → 0.7 (important) → 0.9 (critical)
- Tag precisely: 2-5 specific tags (type + domain, e.g.
["episodic", "security", "moltbook"]) - Set source:
operator_input(user said it),direct_observation(you verified it),inferred(derived)
No exceptions. This is operator-mandated protocol.
Store a memory
- POST
{LETHECLAW_API_URL}/memory - Body (JSON):
content(required), optional:source(e.g.operator_input,direct_observation,inferred),tags(array),operator,session_key,context - Returns:
memory_id(UUID). Save it to update criticality or fetch provenance later.
Search memories (semantic)
- GET
{LETHECLAW_API_URL}/memory/search?q={query}&limit=5 - Optional:
min_criticality(0–1) to filter by importance. - Optional:
tags(comma-separated) to pre-filter by tag before semantic search (e.g.tags=moltbook,security) - Returns:
resultsarray withid,content(full text),criticality,tags,source,created_at,access_count
Important: Search results include full content — you do NOT need to call memory_get afterward. Use the returned content directly.
Criticality filtering guidance:
- Security/config queries:
min_criticality=0.7(critical knowledge only) - General recall:
min_criticality=0.5(useful and above) - Exploratory search: no filter (all results)
Tag pre-filtering (performance optimization): When query intent is clear, pre-filter by tags to reduce search space:
# "Latest Moltbook posts"
curl "{LETHECLAW_API_URL}/memory/search?q=posts&tags=moltbook,episodic&limit=5"
# "Security findings"
curl "{LETHECLAW_API_URL}/memory/search?q=findings&tags=security,semantic&min_criticality=0.7&limit=3"
Recent memories
- GET
{LETHECLAW_API_URL}/memory/recent - Returns: Recently stored memories (from cache or DB).
Update criticality (manual)
- POST
{LETHECLAW_API_URL}/memory/{memory_id}/criticality - Body (JSON):
criticality(0–1, required), optionalreason - Use when the user or you want to mark a memory as more or less important.
Mark operator correction
- POST
{LETHECLAW_API_URL}/memory/{memory_id}/correction - No body. Call when the user corrects something about this memory; this boosts criticality and increments a correction counter so provenance shows how often it was corrected.
Get provenance
- GET
{LETHECLAW_API_URL}/memory/{memory_id}/provenance - Returns: Full memory object plus
events(history of criticality changes: manual_boost, operator_correction, etc.) andcorrection_count.
Errors
- 400 — Invalid request or invalid memory ID format.
- 404 — Memory not found (wrong or deleted ID).
- 5xx — Server/upstream error; suggest checking if letheClaw is running and reachable.
When the user says they want to remember something, search memory, see why a memory is important, or correct a memory, use the appropriate endpoint above.
如何使用「letheClaw」?
- 打开小龙虾AI(Web 或 iOS App)
- 点击上方「立即使用」按钮,或在对话框中输入任务描述
- 小龙虾AI 会自动匹配并调用「letheClaw」技能完成任务
- 结果即时呈现,支持继续对话优化