Mem0 MCP Memory Protocol

You have access to persistent memory via the mem0 MCP tools. Follow this protocol to maintain context across sessions.

On every new task

Decide whether persistent memory context would improve your response, then act accordingly. Don't search by default — search deliberately.

Decide: search or skip?

Search WHEN the user:

• references past work, decisions, or things "we" built
• asks "how should we...", "best way to...", or any decision-style question
• hits an error, bug, or asks for debugging help
• requests work that touches their stack, tools, conventions, or preferences
• starts a non-trivial task in a known project

Skip WHEN:

• the prompt is an acknowledgement or continuation ("ok", "thanks", "continue")
• the user is stating new info — that's a write trigger (add_memory), not a search
• it's a pure syntax / factual question answerable from general knowledge
• you already searched this scope earlier in the turn

Empty results are normal. Proceed without context — they don't mean the system is broken.

How to search well

When you do search, run 2–4 parallel search_memories calls at different angles instead of one query echoing the user's prompt.

Query phrasing:

• Use nouns, not sentences. "auth module decisions" beats "what did we decide about auth".
• Strip conversational filler. "remember when we picked Postgres?" → search "Postgres choice".
• Use entity names, not pronouns. Resolve "that thing" from recent context first.
• Don't search on meta-questions ("what was that?") — use recent context or get_memories ordered by created_at.

Metadata filters match the same type values written under "After completing significant work" below.

Two rules from the v2 filter spec:

1. The root must be a logical operator (AND / OR / NOT) with an array. A bare {"user_id": "..."} won't work.
2. Metadata uses a nested object, not a dotted key. {"metadata": {"type": "decision"}}, never {"metadata.type": "decision"}. Only top-level metadata keys are filterable.

Combine user_id with one metadata clause per call:

Full filter (replace <your_user_id> with the active user_id from your runtime):

filters={"AND": [{"user_id": "<your_user_id>"}, {"metadata": {"type": "decision"}}]}

Worked example

User asks: "Refactor the auth module to use JWT."

Don't:

search_memories(query="Refactor the auth module to use JWT")
# Hits whatever shares words. Misses prior decisions and preferences.

Do (parallel — substitute the active user_id for <your_user_id>):

search_memories(query="auth module decisions",
                filters={"AND": [{"user_id": "<your_user_id>"}, {"metadata": {"type": "decision"}}]})
search_memories(query="JWT",
                filters={"AND": [{"user_id": "<your_user_id>"}]})
search_memories(query="auth refactor failures",
                filters={"AND": [{"user_id": "<your_user_id>"}, {"metadata": {"type": "anti_pattern"}}]})
search_memories(query="auth",
                filters={"AND": [{"user_id": "<your_user_id>"}, {"metadata": {"type": "user_preference"}}]})

After completing significant work

Extract key learnings and store them using the add_memory tool:

• Decisions made -> Include metadata {"type": "decision"}
• Strategies that worked -> Include metadata {"type": "task_learning"}
• Failed approaches -> Include metadata {"type": "anti_pattern"}
• User preferences observed -> Include metadata {"type": "user_preference"}
• Environment/setup discoveries -> Include metadata {"type": "environmental"}
• Conventions established -> Include metadata {"type": "convention"}

Memories can be as detailed as needed -- include full context, reasoning, code snippets, file paths, and examples. Longer, searchable memories are more valuable than vague one-liners.

Before losing context

If context is about to be compacted or the session is ending, store a comprehensive session summary:

## Session Summary

### User's Goal
[What the user originally asked for]

### What Was Accomplished
[Numbered list of tasks completed]

### Key Decisions Made
[Architectural choices, trade-offs discussed]

### Files Created or Modified
[Important file paths with what changed]

### Current State
[What is in progress, pending items, next steps]

Include metadata: {"type": "session_state"}

Memory hygiene

• Do NOT write to MEMORY.md or any file-based memory. Use mem0 MCP tools exclusively.
• Only store genuinely useful learnings. Skip trivial interactions.
• Use specific, searchable language in memory content.