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Reminiscence-追忆
by
Indivisible
· GitHub ↗
· v7.0.0
· MIT-0
130
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0
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0
Active Installs
1
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Install in OpenClaw
/install reminiscence
Description
本地记忆语义搜索。当用户查询记忆、搜索过往记录、询问"我记得..."、"搜一下..."等所有记忆召回场景时触发。基于 BM25 + 多维信号融合，完全本地运行，无需 API Key。
Usage Guidance
This skill appears to do what it says: local BM25-style search over your memory markdown files, implemented in a pure-Python script with no network behavior or external credentials. Before installing: (1) inspect the full search.py file yourself (and any truncated sections) to confirm there are truly no network calls or unexpected behavior; (2) review the files under ~/.openclaw/workspace (MEMORY.md and memory/*.md) for sensitive information because the skill will read them and store an index (~/.openclaw/memory_bm25_index.json); (3) if you want to limit exposure, run the script on a copy or restrict MEMORY_PATHS to a curated directory; (4) remove the index/cache files if you uninstall the skill or after testing. Confidence is medium because a portion of the source shown was truncated — verify the remainder before trusting it fully.
Capability Analysis
Type: OpenClaw Skill
Name: reminiscence
Version: 7.0.0
The '追忆' (Reminiscence) skill is a local memory search tool that implements a BM25-based indexing and retrieval system. Analysis of 'scripts/search.py' shows it uses only Python standard libraries to process text files within the designated OpenClaw workspace, with no network activity, obfuscation, or unauthorized data access. The instructions in 'SKILL.md' and 'README.md' are consistent with the stated purpose of providing semantic search for local diary and memory files.
Capability Assessment
Purpose & Capability
Name/description (local BM25-based memory search) match the files and runtime behavior: the script reads markdown memory files under ~/.openclaw/workspace, builds a local JSON index, and performs BM25 + multi-signal reranking. No unrelated credentials, binaries, or services are requested.
Instruction Scope
SKILL.md directs the agent to run the included Python script and to read/write index files under ~/.openclaw. That is appropriate for a local memory search skill. Note: the skill will read any files matching the configured MEMORY_PATHS (default ~/.openclaw/workspace/MEMORY.md and ~/.openclaw/workspace/memory/*.md), so it has access to all data in those paths — which is expected but could expose sensitive local content via search results.
Install Mechanism
No install spec; this is instruction + inline script only. No downloads or external packages are pulled — the script claims to use only Python stdlib and included code appears to implement that.
Credentials
The skill requests no environment variables, no external API keys, and no unrelated configuration paths. The declared scope (workspace memory files and local index/cache) is proportional to its stated functionality.
Persistence & Privilege
always:false and normal invocation. The script creates/reads persistent files in the user home: ~/.openclaw/memory_bm25_index.json and a token/cache path (~/.openclaw/memory_bm25_token_cache.json). These files store derived copies/indices of your memory files and will persist on disk until removed — consider this when handling sensitive content.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install reminiscence - After installation, invoke the skill by name or use
/reminiscence - Provide required inputs per the skill's parameter spec and get structured output
Version History
v7.0.0
Version 7.0.0
- 完全本地化实现记忆召回，无需 API Key，兼容 Python 3.13，零依赖。
- 引入多信号融合搜索（BM25norm、IDF-Coverage、N-gram Proximity、ExactPhrase、Soft Dice）。
- 索引自动检测与构建，支持 MEMORY.md 及所有日记 markdown 文件。
- 输出包含文件路径、行号、信号分值与内容摘要，支持搜索结果去重。
- 支持多种自然语言记忆搜索场景自动触发。
Metadata
Frequently Asked Questions
What is Reminiscence-追忆?
本地记忆语义搜索。当用户查询记忆、搜索过往记录、询问"我记得..."、"搜一下..."等所有记忆召回场景时触发。基于 BM25 + 多维信号融合，完全本地运行，无需 API Key。 It is an AI Agent Skill for Claude Code / OpenClaw, with 130 downloads so far.
How do I install Reminiscence-追忆?
Run "/install reminiscence" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Reminiscence-追忆 free?
Yes, Reminiscence-追忆 is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Reminiscence-追忆 support?
Reminiscence-追忆 is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Reminiscence-追忆?
It is built and maintained by Indivisible (@indivisible2025); the current version is v7.0.0.
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