hermes-agent/plugins/memory/mem0
kartik-mem0 2a14205ff4 feat(mem0): self-hosted dashboard backend + recall tuning (salvage #55614)
Salvage of #55614 by @kartik-mem0 (mem0 maintainer). Adds a SelfHostedBackend
that talks to a self-hosted Mem0 Docker server over httpx (X-API-Key auth,
/search + /memories routes), gated behind `host`. Also folds in the mem0
research-team recall tuning that rides with it: rerank defaults to false across
all modes, the mem0_list tool is removed (5->4 tools), search guidance is
de-shouted, and self-hosted get_all reports the true stored total (#52921).

Supersedes the self-hosted portion of #52487 (@liuhao1024, first-submitted).

Closes #52478
Fixes #52921
2026-07-08 01:57:11 +05:30
..
__init__.py feat(mem0): self-hosted dashboard backend + recall tuning (salvage #55614) 2026-07-08 01:57:11 +05:30
_backend.py feat(mem0): self-hosted dashboard backend + recall tuning (salvage #55614) 2026-07-08 01:57:11 +05:30
_oss_providers.py feat(mem0): v3 API, OSS mode, update/delete tools, telemetry & review fixes (#15624) 2026-06-22 12:30:47 +00:00
_setup.py feat(mem0): self-hosted dashboard backend + recall tuning (salvage #55614) 2026-07-08 01:57:11 +05:30
plugin.yaml feat(mem0): self-hosted dashboard backend + recall tuning (salvage #55614) 2026-07-08 01:57:11 +05:30
README.md feat(mem0): self-hosted dashboard backend + recall tuning (salvage #55614) 2026-07-08 01:57:11 +05:30

Mem0 Memory Provider

Server-side LLM fact extraction with semantic search and hybrid multi-signal retrieval via the Mem0 Platform v3 API.

Requirements

Setup

hermes memory setup    # select "mem0"

Or manually:

hermes config set memory.provider mem0
echo "MEM0_API_KEY=your-key" >> ~/.hermes/.env

Config

Behavioral settings live in $HERMES_HOME/mem0.json (set them via hermes memory setup). Only the secret MEM0_API_KEY belongs in ~/.hermes/.env.

Key Default Description
mode platform platform (Mem0 Cloud) or oss (self-managed, in-process)
host Self-hosted Mem0 server URL (the Docker dashboard). When set, connects over HTTP with X-API-Key. Don't combine with mode: oss
user_id hermes-user User identifier on Mem0
agent_id hermes Agent identifier
rerank false Rerank search results for relevance (platform mode only)

The plugin has three connection modes:

  • Platform — Mem0's hosted cloud (api.mem0.ai). Set MEM0_API_KEY. (default)
  • Self-hosted dashboard — a Mem0 server you run yourself via Docker. Set host. See below.
  • OSS — run Mem0 in-process with your own LLM + vector store. Set mode: oss. See below.

Self-Hosted Dashboard (Server) Mode

Connect the plugin to a standalone Mem0 server you run yourself — the Docker-shipped Mem0 dashboard/server with its own REST API. Unlike OSS mode (which runs mem0ai in-process with your own vector store), here the plugin just talks HTTP to your server.

  1. Run the Mem0 server (FastAPI + pgvector) from its Docker image and note its URL and ADMIN_API_KEY.
  2. Point the plugin at it — either via env vars:
    echo "MEM0_HOST=http://localhost:8888" >> ~/.hermes/.env
    echo "MEM0_API_KEY=your-admin-api-key" >> ~/.hermes/.env
    
    or in $HERMES_HOME/mem0.json:
    {
      "host": "http://localhost:8888",
      "api_key": "your-admin-api-key"
    }
    
  3. Start a fresh Hermes session and call mem0_search — it connects to your server.

The plugin authenticates with X-API-Key and uses the server's /search and /memories routes. api_key is optional — omit it only for servers running with AUTH_DISABLED.

Setting host routes to the self-hosted server automatically. Don't set mode: oss — OSS takes precedence and ignores host.

OSS (Self-Hosted) Mode

Run Mem0 locally with your own LLM, embedder, and vector store. This is the in-process SDK mode. To instead connect to a Mem0 server you run via Docker, see Self-Hosted Dashboard (Server) Mode above.

Interactive Setup

hermes memory setup
# Select "mem0" → "Open Source (self-hosted)"
# Follow prompts for LLM, embedder, and vector store

Agent-Driven Setup (Flags)

hermes memory setup mem0 --mode oss \
  --oss-llm openai --oss-llm-key sk-... \
  --oss-vector qdrant

Supported Providers

Component Providers
LLM openai, ollama
Embedder openai, ollama
Vector Store qdrant (local/server), pgvector

Flags Reference

Flag Description
--mode platform or oss
--oss-llm LLM provider (default: openai)
--oss-llm-key LLM API key
--oss-embedder Embedder provider (default: openai)
--oss-vector Vector store (default: qdrant)
--oss-vector-path Qdrant local path
--user-id User identifier

Switching Modes

Platform to OSS

hermes memory setup mem0 --mode oss --oss-llm-key sk-...

Or edit $HERMES_HOME/mem0.json directly:

{
  "mode": "oss",
  "oss": {
    "llm": {"provider": "openai", "config": {"model": "gpt-5-mini"}},
    "embedder": {"provider": "openai", "config": {"model": "text-embedding-3-small"}},
    "vector_store": {"provider": "qdrant", "config": {"path": "~/.hermes/mem0_qdrant"}}
  }
}

OSS to Platform

hermes memory setup mem0 --mode platform --api-key sk-...

Dry Run (preview without writing)

hermes memory setup mem0 --mode oss --oss-llm-key sk-... --dry-run

Tools

Tool Description
mem0_search Semantic search by meaning
mem0_add Store a fact verbatim (no LLM extraction)
mem0_update Update a memory's text by ID
mem0_delete Delete a memory by ID

Troubleshooting

"Mem0 temporarily unavailable"

Circuit breaker tripped after 5 consecutive failures. Resets after 2 minutes.

  • Platform mode: Check API key and internet connectivity.
  • OSS mode: Check that your vector store (qdrant/pgvector) is running.

OSS: Qdrant connection refused

# If using local Qdrant, check the storage path is writable:
ls -la ~/.hermes/mem0_qdrant

# If using Qdrant server, check it's reachable:
curl http://localhost:6333/healthz

OSS: PGVector connection refused

# Verify PostgreSQL is running and accepting connections:
pg_isready -h localhost -p 5432

OSS: Ollama not reachable

# Check Ollama is running:
curl http://localhost:11434/api/tags

Memories not appearing

  • mem0_add stores verbatim (no extraction). Use sync_turn for LLM extraction.
  • Search uses semantic matching — try broader queries.
  • Check user_id matches between sessions ($HERMES_HOME/mem0.json).