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    memograph

    mcpkey · package
    io.github.Indhar01/memograph · v0.4.0
    deploy just this

    Graph-based memory system for LLMs with knowledge graphs and semantic search.

    run it

    on your own machines, one way per deploy method
    generated from the record, not tested yet
    #!/usr/bin/env bash
# memograph (io.github.Indhar01/memograph), recipe baremetal (generated).
# Generated by Hub for toolset "my-agent"; started by mcp-my-agent-memograph.service.
set -euo pipefail
export HOST=127.0.0.1 PORT=8101
exec uvx mcp-proxy --host 127.0.0.1 --port 8101 --pass-environment -- uvx memograph==0.4.0

[Unit]
Description=MCP server memograph (toolset my-agent), generated by Hub
After=network-online.target
Wants=network-online.target

[Service]
Type=simple
User=mcp
Group=mcp
EnvironmentFile=/etc/mcp/my-agent.env
Environment=HOME=/var/lib/mcp/memograph
WorkingDirectory=/var/lib/mcp/memograph
ExecStart=/opt/mcp/my-agent/bin/memograph.sh
Restart=on-failure
RestartSec=5
NoNewPrivileges=true
ProtectSystem=strict
ProtectHome=true
PrivateTmp=true
ReadWritePaths=/var/lib/mcp/memograph

[Install]
WantedBy=multi-user.target
    generated from the record, not tested yet
    docker run --rm -p 127.0.0.1:8101:8000 -e MEMOGRAPH_VAULT -e MEMOGRAPH_READONLY -e MEMOGRAPH_PROVIDER -e MEMOGRAPH_MODEL -e ANTHROPIC_API_KEY -e OPENAI_API_KEY -e OLLAMA_HOST ghcr.io/astral-sh/uv:python3.12-bookworm-slim sh -c 'uvx mcp-proxy --host 0.0.0.0 --port 8000 --pass-environment -- uvx memograph==0.4.0'
    generated from the record, not tested yet
    # Generated by Hub for toolset "my-agent" (2026-10-17T23:27:32+00:00).
# Each package server runs behind a stdio->HTTP bridge and listens on localhost only.
#   cp .env.example .env    # fill the ${VAR}s
#   docker compose up -d && bash smoke.sh
# Remote servers are not here: clients reach them directly (see clients/).
name: mcp-my-agent
services:
  memograph:
    image: ghcr.io/astral-sh/uv:python3.12-bookworm-slim
    command:
    - sh
    - -c
    - uvx mcp-proxy --host 0.0.0.0 --port 8000 --pass-environment -- uvx memograph==0.4.0
    ports:
    - 127.0.0.1:8101:8000
    volumes:
    - uv-cache:/root/.cache/uv
    healthcheck:
      test:
      - CMD
      - python3
      - -c
      - import urllib.request; urllib.request.urlopen('http://127.0.0.1:8000/status')
      interval: 30s
      timeout: 5s
      retries: 5
      start_period: 2m
    restart: unless-stopped
    environment:
      MEMOGRAPH_VAULT: ${MEMOGRAPH_VAULT}
      MEMOGRAPH_READONLY: ${MEMOGRAPH_READONLY}
      MEMOGRAPH_PROVIDER: ${MEMOGRAPH_PROVIDER}
      MEMOGRAPH_MODEL: ${MEMOGRAPH_MODEL}
      ANTHROPIC_API_KEY: ${ANTHROPIC_API_KEY}
      OPENAI_API_KEY: ${OPENAI_API_KEY}
      OLLAMA_HOST: ${OLLAMA_HOST}
volumes:
  npm-cache: {}
  uv-cache: {}
    generated from the record, not tested yet
    # Generated by Hub for toolset "my-agent" (2026-10-17T23:27:32+00:00).
#   kubectl create namespace mcp
#   kubectl -n mcp create secret generic mcp-credentials --from-env-file=.env
#   kubectl apply -f kubernetes.yaml
# Services are cluster-internal: <name>.mcp.svc.cluster.local:8000/mcp. Put an ingress
# with auth in front before exposing any of them.
apiVersion: v1
kind: Namespace
metadata:
  name: mcp
---
apiVersion: apps/v1
kind: Deployment
metadata:
  name: memograph
  namespace: mcp
  labels: &id001
    app: memograph
spec:
  replicas: 1
  selector:
    matchLabels: *id001
  template:
    metadata:
      labels: *id001
    spec:
      containers:
      - name: memograph
        image: ghcr.io/astral-sh/uv:python3.12-bookworm-slim
        ports:
        - containerPort: 8000
          name: http
        env:
        - name: MEMOGRAPH_VAULT
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: MEMOGRAPH_VAULT
        - name: MEMOGRAPH_READONLY
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: MEMOGRAPH_READONLY
        - name: MEMOGRAPH_PROVIDER
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: MEMOGRAPH_PROVIDER
        - name: MEMOGRAPH_MODEL
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: MEMOGRAPH_MODEL
        - name: ANTHROPIC_API_KEY
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: ANTHROPIC_API_KEY
        - name: OPENAI_API_KEY
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: OPENAI_API_KEY
        - name: OLLAMA_HOST
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: OLLAMA_HOST
        command:
        - sh
        - -c
        - uvx mcp-proxy --host 0.0.0.0 --port 8000 --pass-environment -- uvx memograph==0.4.0
        readinessProbe:
          httpGet:
            path: /status
            port: http
          initialDelaySeconds: 10
---
apiVersion: v1
kind: Service
metadata:
  name: memograph
  namespace: mcp
spec:
  selector:
    app: memograph
  ports:
  - port: 8000
    targetPort: http
    name: http
    generated from the record, not tested yet
    # Generated by Hub for toolset "my-agent" (2026-10-17T23:27:32+00:00).
# Credentials come from the Secret 'mcp-credentials' (kubectl create secret generic ... --from-env-file=.env).
# Each server under `servers` is one Deployment + Service; the keys after it configure
# upstream charts a worker verified.
servers:
  memograph:
    enabled: true
    replicas: 1
    port: 8000
    path: /mcp
    container:
      name: memograph
      image: ghcr.io/astral-sh/uv:python3.12-bookworm-slim
      ports:
      - containerPort: 8000
        name: http
      env:
      - name: MEMOGRAPH_VAULT
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: MEMOGRAPH_VAULT
      - name: MEMOGRAPH_READONLY
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: MEMOGRAPH_READONLY
      - name: MEMOGRAPH_PROVIDER
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: MEMOGRAPH_PROVIDER
      - name: MEMOGRAPH_MODEL
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: MEMOGRAPH_MODEL
      - name: ANTHROPIC_API_KEY
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: ANTHROPIC_API_KEY
      - name: OPENAI_API_KEY
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: OPENAI_API_KEY
      - name: OLLAMA_HOST
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: OLLAMA_HOST
      command:
      - sh
      - -c
      - uvx mcp-proxy --host 0.0.0.0 --port 8000 --pass-environment -- uvx memograph==0.4.0
      readinessProbe:
        httpGet:
          path: /status
          port: http
        initialDelaySeconds: 10

# helm install my-agent helm/my-agent -n mcp

    in the cloud

    one click: the provider's deploy form opens filled in, in your own account
    koyeb
    deploy to koyeb

    The form opens with CHANGE_ME for each value you supply: MEMOGRAPH_VAULT, MEMOGRAPH_READONLY, MEMOGRAPH_PROVIDER, MEMOGRAPH_MODEL, ANTHROPIC_API_KEY, OPENAI_API_KEY, OLLAMA_HOST. Fill them in before you deploy.

    Clients connect to the service's https://…koyeb.app address plus /mcp.

    azure
    deploy to azuretemplate

    A Container Apps environment with one app per server, each with HTTPS ingress and one replica. The portal asks for each value you supply as a secure parameter; the deployment's outputs list the endpoints.

    connect to it

    copy what your client needs
    uvx memograph==0.4.0
# env: MEMOGRAPH_VAULT, MEMOGRAPH_READONLY, MEMOGRAPH_PROVIDER, MEMOGRAPH_MODEL, ANTHROPIC_API_KEY, OPENAI_API_KEY, OLLAMA_HOST
    {
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "memograph==0.4.0"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "${MEMOGRAPH_VAULT}",
        "MEMOGRAPH_READONLY": "${MEMOGRAPH_READONLY}",
        "MEMOGRAPH_PROVIDER": "${MEMOGRAPH_PROVIDER}",
        "MEMOGRAPH_MODEL": "${MEMOGRAPH_MODEL}",
        "ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}",
        "OPENAI_API_KEY": "${OPENAI_API_KEY}",
        "OLLAMA_HOST": "${OLLAMA_HOST}"
      }
    }
  }
}
    #!/usr/bin/env bash
# Registers every server with Claude Code (run once; `claude mcp list` to check).
set -euo pipefail
set -a; [ -f .env ] && source .env; set +a
claude mcp add memograph -e "MEMOGRAPH_VAULT=${MEMOGRAPH_VAULT}" -e "MEMOGRAPH_READONLY=${MEMOGRAPH_READONLY}" -e "MEMOGRAPH_PROVIDER=${MEMOGRAPH_PROVIDER}" -e "MEMOGRAPH_MODEL=${MEMOGRAPH_MODEL}" -e "ANTHROPIC_API_KEY=${ANTHROPIC_API_KEY}" -e "OPENAI_API_KEY=${OPENAI_API_KEY}" -e "OLLAMA_HOST=${OLLAMA_HOST}" -- uvx memograph==0.4.0

    {
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "memograph==0.4.0"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "${MEMOGRAPH_VAULT}",
        "MEMOGRAPH_READONLY": "${MEMOGRAPH_READONLY}",
        "MEMOGRAPH_PROVIDER": "${MEMOGRAPH_PROVIDER}",
        "MEMOGRAPH_MODEL": "${MEMOGRAPH_MODEL}",
        "ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}",
        "OPENAI_API_KEY": "${OPENAI_API_KEY}",
        "OLLAMA_HOST": "${OLLAMA_HOST}"
      }
    }
  }
}
    {
  "servers": {
    "memograph": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "memograph==0.4.0"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "${MEMOGRAPH_VAULT}",
        "MEMOGRAPH_READONLY": "${MEMOGRAPH_READONLY}",
        "MEMOGRAPH_PROVIDER": "${MEMOGRAPH_PROVIDER}",
        "MEMOGRAPH_MODEL": "${MEMOGRAPH_MODEL}",
        "ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}",
        "OPENAI_API_KEY": "${OPENAI_API_KEY}",
        "OLLAMA_HOST": "${OLLAMA_HOST}"
      }
    }
  }
}
    name: my-agent
target: local
servers:
- hub: io.github.Indhar01/memograph
    • not probed yet: tools unpinned, ingest lists them

    tools

    Not probed yetThe tools appear once the hub or its worker has listed this entry. Running it still works: your client lists them on first start.