Mnemo

Install

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About

Use cases: agent-memory, knowledge-base

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Permissions

What this server can do and what it asks for, from its tool list, install config and code. Checked Oct 25, 2026.

Tools

3 read · 8 write · 2 delete

Secrets

None asked for

Install scripts

None found

Runs as

Python package

Tools (13)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

• add_memoryAdd Memory

  Store NEW information. Use for preferences, decisions, facts. ACTION GUIDE — when to use: - Use when saving new information for the first time. Example: content='User prefers dark mode', category='preference', tags=['ui']

• archived_memoriesArchived Memories

  List archived memories. ACTION GUIDE — when to use: - Use to view memories that have been soft-deleted or automatically archived due to low importance/recency.

• configConfig

  Server configuration. Actions: status | set | warmup | backfill_embeddings. ACTION GUIDE — when to use each: - status: Show current configuration, provider cells, auth mode, and database stats. - set: Update a setting. Requires 'key' and 'value'. Valid key: 'log_level' (str). - warmup: Pre-download local embedding model (~570 MB) / probe the embed cell. - backfill_embeddings: Embed active rows missing a vector; optional batch_size is bounded to 100.

• consolidate_memoriesConsolidate Memories

  Summarize similar memories in a category (requires LLM API keys). ACTION GUIDE — when to use: - Use when a category has too many redundant or closely related memories and needs cleanup. Example: category='preference'

• delete_memoryDelete Memorycan change or delete data

  Remove a memory by ID. ACTION GUIDE — when to use: - Use when a memory is completely outdated, incorrect, or explicitly requested to be forgotten. Example: memory_id='abc123'

• export_memoriesExport Memories

  Export all memories as JSONL. ACTION GUIDE — when to use: - Use when the user requests a backup or raw dump of their memory database.

• import_memoriesImport Memories

  Import memories from JSONL data or a list of objects. ACTION GUIDE — when to use: - Use when restoring from a backup or migrating data into the memory system. Example: data='[{"content": "example"}]', mode='merge'

• list_memoriesList Memoriesread-only

  Browse all memories, optionally filtered by category. ACTION GUIDE — when to use: - Use when you want to view a broad set of memories, or see what's in a specific category. Example: category='preference', limit=10

• memoryMemorycan change or delete data

  [DEPRECATED — use the granular tools (add_memory, search_memory, ...) instead; this composite tool will be removed in a future release] Legacy dispatcher for backward compatibility. Use specialized tools (add_memory, search_memory, etc.) instead. Persistent memory store. Actions: add|search|list|update|delete|export|import|stats|restore|archived|consolidate. ACTION GUIDE — when to use each: - add: Store NEW information. Requires 'content'. Use when saving preferences, decisions, facts for the first time. Example: action='add', content='User prefers dark mode', category='preference', tags=…

• memory_statsMemory Statsread-only

  Show database statistics (total memories, categories, embedding status). ACTION GUIDE — when to use: - Use when you need to understand the scale or health of the memory database, or check if embeddings are enabled.

• restore_memoryRestore Memory

  Restore an archived memory by ID. ACTION GUIDE — when to use: - Use to bring a previously archived memory back into the active search pool. Example: memory_id='abc123'

• search_memorySearch Memoryread-only

  Find existing memories by natural language query. Always search before adding. ACTION GUIDE — when to use: - Use BEFORE adding new information to avoid duplicates. Example: query='dark mode preference'

• update_memoryUpdate Memory

  Modify an EXISTING memory by ID. Get memory_id from search results. ACTION GUIDE — when to use: - Use when an existing fact or preference changes. Example: memory_id='abc123', content='User now prefers light mode'

Signals

Stars

12

Forks

7

Open issues

1

Weekly downloads

415

Last commit

Oct 22, 2026 (6 days ago)

Last release

Oct 7, 2026 (21 days ago)

Last package publish

Oct 7, 2026 (21 days ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Registry name

io.github.n24q02m/mnemo

Version

2.20.1

Auth

API key

Packages

pypi mnemo-mcp

License

Apache-2.0

Repository

github.com/n24q02m/mnemo

First seen

Oct 24, 2026

Last checked

Oct 24, 2026

Source

Official MCP Registrygithub-graphql