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docs: add MiroFish integration and swarm memory cookbook documentation#4373

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whysosaket merged 6 commits intomainfrom
feat/mirofish-integration
Mar 18, 2026
Merged

docs: add MiroFish integration and swarm memory cookbook documentation#4373
whysosaket merged 6 commits intomainfrom
feat/mirofish-integration

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@kartik-mem0
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@kartik-mem0 kartik-mem0 commented Mar 17, 2026

Description

Add MiroFish swarm memory cookbook to Mem0. MiroFish is a multi-agent swarm intelligence prediction engine that uses Zep Cloud as its knowledge graph backend. This PR adds a cookbook showing how
Mem0 OSS Graph Memory replaces Zep with automatic entity extraction, relationship mining, and per-agent isolation.

One file:

  • docs/cookbooks/frameworks/mirofish-swarm-memory.mdx — Complete runnable example covering all 5 MiroFish pipeline stages (graph building, environment setup, simulation, report generation, deep
    interaction) using Mem0 OSS Graph Memory with Neo4j/Kuzu

What it demonstrates:

  • memory.add() automatically extracts entities and relationships from text
  • memory.search() returns both semantic memories AND graph relation triples in a single call
  • Per-agent isolation via agent_id (first-class in OSS, stored on same record)
  • custom_prompt for domain-specific entity extraction (analogous to Zep's set_ontology())
  • Neo4j for production, Kuzu (embedded) for zero-setup testing

Verified:

  • All API calls tested against live Mem0 OSS with Kuzu — 22/22 tests passed
  • API signatures match mem0/memory/main.py and mem0/memory/graph_memory.py
  • Handles search() returning "destination" vs get_all() returning "target" key difference

Type of change: Documentation update

@whysosaket whysosaket merged commit f0eb9e0 into main Mar 18, 2026
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@whysosaket whysosaket deleted the feat/mirofish-integration branch March 18, 2026 11:01
jamebobob pushed a commit to jamebobob/mem0-vigil-recall that referenced this pull request Mar 29, 2026
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2 participants