flowelement-xinliuyuansu/fanjing-face-recognition/mflow-memory
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Long-term memory engine for OpenClaw agents using M-flow knowledge graphs. Stores conversations as structured episodic memories and retrieves via graph-routed search. Use when the agent needs to remember past conversations, recall user preferences, or maintain context across sessions. Requires Docker.
Install
npx vskill@latest install flowelement-xinliuyuansu/fanjing-face-recognition/mflow-memorySKILL.md
The same SKILL.md was published earlier as wuchenghao15/wuchenghao15/mflow-memory.
M-flow Memory
Gives your agent persistent long-term memory powered by M-flow's cognitive memory engine.
Setup
Run once:
This starts the M-flow MCP server and registers it with OpenClaw.
Memory Strategy
Follow these rules for every conversation:
- Before answering, silently call
searchwith the user's question to check for relevant memories. If memories are found, use them as context.
- At the end of a conversation that contained meaningful information (decisions, facts, preferences, plans — not greetings or small talk), call
save_interactionwith the conversation content.
- When the user explicitly asks you to remember something ("remember that I'm allergic to peanuts", "note that the deadline is Friday"), call
save_interactionimmediately — do not wait until the end of the conversation.
- When the user says "remember", "last time", "before", "previously", or references past events, always call
searchfirst.
- Do not store trivial exchanges, repeated information, or content the user asks you to forget.
Available Tools (via MCP)
After setup, these tools are automatically available:
save_interaction— Store a conversation as memory (preferred for dialogue)search— Search memories by natural language queryquery— Ask a question and get an answer grounded in memoriesmemorize— Build knowledge graph from previously added dataingest— One-step store + memorize (for documents)list_data— List stored datasetsdelete— Remove specific memoriesmemorize_status— Check if memorization is still processingprune— Reset all memory
Troubleshooting
Security
- Security scanPassed, 90 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingm_flow-main/openclaw-skill/mflow-memory/skills/mflow-memory/skill.md
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Works with
Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.
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