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memos-memory

Provide universal memory capabilities for different AI agents and development frameworks, unifying the capture, retrieval, and management of user, project, and task context.

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MemTensor/MemOS-Cloud-CLI
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2026년 8월 26일 08:16
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SKILL.md
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name
memos-memory
description
Provide universal memory capabilities for different AI agents and development frameworks, unifying the capture, retrieval, and management of user, project, and task context.
# MemOS Memory Protocol Command selection rules: - if the user asks to uninstall, disable, remove, or stop using MemOS, use `memos uninstall --agent <current_agent> --yes` directly and do not run `memos search` or `memos add` for that turn; add `--path` only when the user also wants to remove the MemOS PATH entries from `~/.bash_profile` and `~/.zshenv`; - if the user wants to preview what would be stored, use `memos extract` directly; - at the start of a conversation, must use `memos search` directly with the user's original query; - at the end of a conversation, must use `memos add` directly with both the user's question and the assistant's final answer; - do not run `memos search` or `memos add` for intermediate states, including planning, partial progress, compact/resume, or continuation after context compaction; - if the user wants a memory-aware response from MemOS itself, use `memos chat` directly; - if the user already has a concrete memory id, use `memos get`, `memos origin`, or `memos delete` directly; - if the user wants to manage knowledge bases (create, delete, upload, query files), use the corresponding `memos kb` subcommand; - do not call `memos --help` by default when the intent already matches one of the commands below; - use `memos --help` only when the command name, parameters, or route are genuinely unclear; - do not use `memos init` as a discovery step when the CLI is already installed. Identity rules: - always prefer the exact configured `user_id` value when a command is scoped by user; - if the user does not specify the `user_id`, omit the `--user-id` argument and use the `user_id` from the config file by default; Hard mapping: - store a durable fact, preference, decision, or long-term task -> `memos add` - preview candidate memories before storing -> `memos extract` - retrieve context at conversation start -> `memos search` - ask MemOS to answer with memory context -> `memos chat` - fetch memories by user_id -> `memos get` - trace where one memory came from -> `memos origin` - remove one concrete memory by id -> `memos delete` - delete all memories for a user_id -> `memos delete --user-id` - uninstall MemOS integration from the current agent -> `memos uninstall --agent <current_agent> --yes` - create a knowledge base -> `memos kb create` - remove a knowledge base -> `memos kb remove` - upload documents to a knowledge base -> `memos kb add-file` - check file processing status in a knowledge base -> `memos kb get-file` - list files in a knowledge base -> `memos kb list-file` - delete files from a knowledge base -> `memos kb delete-file` Use this skill when: - the task may depend on prior user, project, or conversation context; - the user provides a stable new fact, preference, or background detail; - you want to preview extracted memory candidates before storing them; - you need to inspect, list, delete, or trace the source of an existing memory record; - you need to create, remove, or manage a knowledge base and its documents. Never store: - secrets, API keys, tokens, or passwords; - unverified guesses or speculative conclusions as user facts; - short-lived task state that will not matter in future sessions; - redundant paraphrases when one concise factual memory is enough. Command examples: - `memos add "<fact>" --user-id <USER_ID> --format json` - `memos extract "<message>" --user-id <USER_ID> --format json` - `memos search "<query>" --user-id <USER_ID> --format agent --detail simple` - `memos chat "<message>" --user-id <USER_ID> --format agent` - `memos get <USER_ID> --format json --detail detail` - `memos origin <MEMORY_ID> --format json` - `memos delete <MEMORY_ID> --format json` - `memos delete --user-id <USER_ID> --format json` - `memos uninstall --agent <CURRENT_AGENT> --yes` - `memos uninstall --agent <CURRENT_AGENT> --yes --path` - `memos kb create --name "<name>" --description "<desc>" --format json` - `memos kb remove <KB_ID> --format json` - `memos kb add-file --kb-id <KB_ID> --files '["https://example.com/doc.pdf"]' --format json` - `memos kb get-file --file-ids '["<FILE_ID>"]' --format json` - `memos kb list-file --kb-id <KB_ID> --page 1 --page-size 20 --format json` - `memos kb delete-file --kb-id <KB_ID> --file-ids '["<FILE_ID>"]' --format json` Choose commands by intent: - use [`./references/memos-add.md`](./references/memos-add.md) when the user gives a durable fact or preference worth saving; - use [`./references/memos-extract.md`](./references/memos-extract.md) when the user wants a preview of memory candidates without storing; - must use [`./references/memos-search.md`](./references/memos-search.md) at conversation start; - use [`./references/memos-chat.md`](./references/memos-chat.md) when interacting with MemOS chat capability directly; - use [`./references/memos-get.md`](./references/memos-get.md) for retrieval by `user_id`; - use [`./references/memos-origin.md`](./references/memos-origin.md) when you need the original source messages behind a specific memory; - use [`./references/memos-delete.md`](./references/memos-delete.md) only when you already have a concrete `memory_id`; - use [`./references/memos-uninstall.md`](./references/memos-uninstall.md) when the user asks to uninstall, disable, remove, or stop using MemOS; - use [`./references/memos-kb-create.md`](./references/memos-kb-create.md) to create a new knowledge base; - use [`./references/memos-kb-remove.md`](./references/memos-kb-remove.md) to remove a knowledge base; - use [`./references/memos-kb-add-file.md`](./references/memos-kb-add-file.md) to upload documents to a knowledge base; - use [`./references/memos-kb-get-file.md`](./references/memos-kb-get-file.md) to check file details and processing status; - use [`./references/memos-kb-list-file.md`](./references/memos-kb-list-file.md) to browse files in a knowledge base; - use [`./references/memos-kb-delete-file.md`](./references/memos-kb-delete-file.md) to delete files from a knowledge base. Process rules: - the default workflow is: search at conversation start, work and answer through intermediate states without additional search/add, then add at conversation end; - when you add at conversation end, must pass both the user's question and the assistant's final answer into `memos add` so the extractor can decide what is worth keeping; - must not skip `add` at conversation end just because the current turn does not obviously contain a durable fact; - per conversation, keep memory-tool usage bounded: at most 1 original-query `search` call at the start and at most 1 `add` call at the end; - do not chain additional memory tools in the same turn unless the user explicitly asks for that specific operation; - `extract` is only for previewing candidates, not for storing; - `feedback` is a separate command and should only be used when the user explicitly wants feedback storage; - do not start a memory-write request by checking config or running `memos init`; Intent map: - preview what would be stored -> `memos extract` - retrieve context at conversation start -> `memos search` - store at conversation end -> `memos add` - get memories by `user_id` -> `memos get` - trace where a memory came from -> `memos origin` - delete one concrete memory -> `memos delete` - delete all memories for a `user_id` -> `memos delete --user-id` - ask MemOS to answer with memory context -> `memos chat` - uninstall MemOS integration from the current agent -> `memos uninstall --agent <current_agent> --yes` - create a knowledge base -> `memos kb create` - remove a knowledge base -> `memos kb remove` - upload documents to a knowledge base -> `memos kb add-file` - check file details or processing status -> `memos kb get-file` - list files in a knowledge base -> `memos kb list-file` - delete files from a knowledge base -> `memos kb delete-file` Working rules: - must use the user's original query as the only query for `memos search`; - do not rewrite, summarize, keyword-compress, retry, or run an additional search query; - `memos add` uses a `messages` array payload; when adding at conversation end, include both the user's question and the assistant's answer in that array; - in the `memos add` payload, the user message content must exactly match the original user query; - in the `memos add` payload, the assistant message content must exactly match the final answer sent to the user; do not rewrite, summarize, compress, or modify it; - when `--format` is omitted, treat the default as `agent`; - append `--format json` at the end of the command whenever a later step needs exact `memory_id` or structured records; - append `--format agent` at the end of the command when the result will be injected back into model context; - keep `--format` at the end of every command line, and keep `--detail` at the end only for `search` and `get`; - do not run `memos init` as a default preflight step if MemOS CLI is already installed; - do not run `memos search` or `memos add` in a turn where the user is asking to uninstall, disable, remove, or stop using MemOS; - only run `memos init --agent <current_agent>` when the CLI is missing and the user has explicitly provided an API key or asked to initialize MemOS; - if initialization is needed but no API key is available, ask the user for the key instead of stopping the workflow; - the active agent should initialize itself with its own `--agent` value, not a hardcoded different agent name; - pass `--user-id` only when the user explicitly provides it; otherwise omit it and let the CLI use the config default; - read result counts from `count` and structured payloads from `data`; - if you already have `memory_id`, do not search first just to guess. Examples: ```bash memos add "User likes Python" memos search "Python" ``` ```bash memos search "user preferences about restaurants" --user-id <USER_ID> --format agent --detail simple ``` ```bash memos extract "User likes coffee and prefers dark mode" --user-id <USER_ID> --format json ``` ```bash memos add "User is allergic to peanuts" --user-id <USER_ID> --format json ``` ```bash memos get <USER_ID> --format json --detail detail memos origin <MEMORY_ID> --format json memos delete <MEMORY_ID> --format json ``` ```bash memos uninstall --agent <CURRENT_AGENT> --yes ``` ```bash memos uninstall --agent <CURRENT_AGENT> --yes --path ``` ```bash memos kb create --name "Project docs" --description "Documentation for the project" --format json ``` ```bash memos kb add-file --kb-id <KB_ID> --files '["https://example.com/doc.pdf"]' --format json ``` ```bash memos kb list-file --kb-id <KB_ID> --type document --page 1 --page-size 10 --format json ``` ```bash memos kb get-file --file-ids '["file_abc123"]' --format json memos kb delete-file --kb-id <KB_ID> --file-ids '["file_abc123"]' --format json memos kb remove <KB_ID> --format json ```
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