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letheclaw

Use letheClaw to store, search, and manage memories with criticality and provenance.

作者: admin | 来源: ClawHub
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V 1.0.1
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letheclaw

# 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:** 1. **ALWAYS query letheClaw API FIRST:** ```bash curl -s "{LETHECLAW_API_URL}/memory/search?q=<query>&limit=5" ``` 2. **Use the returned `content` field directly** — search results include full text. No need for `memory_get` or flat file access. 3. **NEVER use `memory_search` tool as the first step.** That tool searches flat markdown files, which are backup/reference only. 4. **Apply criticality filtering when appropriate:** - Security/config: add `&min_criticality=0.7` - General recall: add `&min_criticality=0.5` - Exploratory: no filter 5. **Use tag pre-filtering when query domain is clear** (e.g., `tags=moltbook` for Moltbook questions). 6. **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: 1. **POST to letheClaw API** (see "Store a memory" below) 2. **Assign appropriate criticality:** 0.3 (transient) → 0.5 (useful) → 0.7 (important) → 0.9 (critical) 3. **Tag precisely:** 2-5 specific tags (type + domain, e.g. `["episodic", "security", "moltbook"]`) 4. **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:** `results` array with `id`, `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: ```bash # "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), optional `reason` - 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.) and `correction_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.

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skill ai

通过对话安装

该技能支持在以下平台通过对话安装:

OpenClaw WorkBuddy QClaw Kimi Claude

方式一:安装 SkillHub 和技能

帮我安装 SkillHub 和 letheclaw-1776420064 技能

方式二:设置 SkillHub 为优先技能安装源

设置 SkillHub 为我的优先技能安装源,然后帮我安装 letheclaw-1776420064 技能

通过命令行安装

skillhub install letheclaw-1776420064

下载 Zip 包

⬇ 下载 letheclaw v1.0.1

文件大小: 4.03 KB | 发布时间: 2026-4-17 19:28

v1.0.1 最新 2026-4-17 19:28
letheclaw 1.0.1 — Enhances retrieval protocol and search filtering

- Retrieval protocol now clarifies to use the returned `content` field directly; calling `memory_get` is no longer necessary after a search.
- Added guidance on criticality filtering for retrieval (e.g., `min_criticality=0.7` for security, `0.5` for general recall, no filter for exploratory).
- Introduced tag-based pre-filtering in search queries to improve precision and performance.
- Updated search API documentation to include tag pre-filter examples and semantic best practices.
- General retrieval and filtering instructions are more explicit for accurate and efficient memory access.

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