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    RE-call MCP Memory Server

    mcpkey · package
    io.github.GiulioDER/re-call · v0.14.0
    deploy just this

    Agent memory on your own Postgres that flags superseded facts and abstains instead of guessing.

    run it

    on your own machines, one way per deploy method
    generated from the record, not tested yet
    #!/usr/bin/env bash
# re-call (io.github.GiulioDER/re-call), recipe baremetal (generated).
# Generated by Hub for toolset "my-agent"; started by mcp-my-agent-re-call.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 recall-rag==0.14.0

[Unit]
Description=MCP server re-call (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/re-call
WorkingDirectory=/var/lib/mcp/re-call
ExecStart=/opt/mcp/my-agent/bin/re-call.sh
Restart=on-failure
RestartSec=5
NoNewPrivileges=true
ProtectSystem=strict
ProtectHome=true
PrivateTmp=true
ReadWritePaths=/var/lib/mcp/re-call

[Install]
WantedBy=multi-user.target
    generated from the record, not tested yet
    docker run --rm -p 127.0.0.1:8101:8000 -e RECALL_SERVING_DSN -e RECALL_TENANT -e RECALL_TRUST_MODE -e RECALL_EMBEDDER -e RECALL_TABLE -e RECALL_MCP_TOOLS ghcr.io/astral-sh/uv:python3.12-bookworm-slim sh -c 'uvx mcp-proxy --host 0.0.0.0 --port 8000 --pass-environment -- uvx recall-rag==0.14.0'
    generated from the record, not tested yet
    # Generated by Hub for toolset "my-agent" (2026-10-18T10:19:02+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:
  re-call:
    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 recall-rag==0.14.0
    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:
      RECALL_SERVING_DSN: ${RECALL_SERVING_DSN}
      RECALL_TENANT: ${RECALL_TENANT}
      RECALL_TRUST_MODE: ${RECALL_TRUST_MODE}
      RECALL_EMBEDDER: ${RECALL_EMBEDDER}
      RECALL_TABLE: ${RECALL_TABLE}
      RECALL_MCP_TOOLS: ${RECALL_MCP_TOOLS}
volumes:
  npm-cache: {}
  uv-cache: {}
    generated from the record, not tested yet
    # Generated by Hub for toolset "my-agent" (2026-10-18T10:19:02+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: re-call
  namespace: mcp
  labels: &id001
    app: re-call
spec:
  replicas: 1
  selector:
    matchLabels: *id001
  template:
    metadata:
      labels: *id001
    spec:
      containers:
      - name: re-call
        image: ghcr.io/astral-sh/uv:python3.12-bookworm-slim
        ports:
        - containerPort: 8000
          name: http
        env:
        - name: RECALL_SERVING_DSN
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: RECALL_SERVING_DSN
        - name: RECALL_TENANT
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: RECALL_TENANT
        - name: RECALL_TRUST_MODE
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: RECALL_TRUST_MODE
        - name: RECALL_EMBEDDER
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: RECALL_EMBEDDER
        - name: RECALL_TABLE
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: RECALL_TABLE
        - name: RECALL_MCP_TOOLS
          valueFrom:
            secretKeyRef:
              name: mcp-credentials
              key: RECALL_MCP_TOOLS
        command:
        - sh
        - -c
        - uvx mcp-proxy --host 0.0.0.0 --port 8000 --pass-environment -- uvx recall-rag==0.14.0
        readinessProbe:
          httpGet:
            path: /status
            port: http
          initialDelaySeconds: 10
---
apiVersion: v1
kind: Service
metadata:
  name: re-call
  namespace: mcp
spec:
  selector:
    app: re-call
  ports:
  - port: 8000
    targetPort: http
    name: http
    generated from the record, not tested yet
    # Generated by Hub for toolset "my-agent" (2026-10-18T10:19:02+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:
  re-call:
    enabled: true
    replicas: 1
    port: 8000
    path: /mcp
    container:
      name: re-call
      image: ghcr.io/astral-sh/uv:python3.12-bookworm-slim
      ports:
      - containerPort: 8000
        name: http
      env:
      - name: RECALL_SERVING_DSN
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: RECALL_SERVING_DSN
      - name: RECALL_TENANT
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: RECALL_TENANT
      - name: RECALL_TRUST_MODE
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: RECALL_TRUST_MODE
      - name: RECALL_EMBEDDER
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: RECALL_EMBEDDER
      - name: RECALL_TABLE
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: RECALL_TABLE
      - name: RECALL_MCP_TOOLS
        valueFrom:
          secretKeyRef:
            name: mcp-credentials
            key: RECALL_MCP_TOOLS
      command:
      - sh
      - -c
      - uvx mcp-proxy --host 0.0.0.0 --port 8000 --pass-environment -- uvx recall-rag==0.14.0
      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: RECALL_SERVING_DSN, RECALL_TENANT, RECALL_TRUST_MODE, RECALL_EMBEDDER, RECALL_TABLE, RECALL_MCP_TOOLS. 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 recall-rag==0.14.0
# env: RECALL_SERVING_DSN, RECALL_TENANT, RECALL_TRUST_MODE, RECALL_EMBEDDER, RECALL_TABLE, RECALL_MCP_TOOLS
    {
  "mcpServers": {
    "re-call": {
      "command": "uvx",
      "args": [
        "recall-rag==0.14.0"
      ],
      "env": {
        "RECALL_SERVING_DSN": "${RECALL_SERVING_DSN}",
        "RECALL_TENANT": "${RECALL_TENANT}",
        "RECALL_TRUST_MODE": "${RECALL_TRUST_MODE}",
        "RECALL_EMBEDDER": "${RECALL_EMBEDDER}",
        "RECALL_TABLE": "${RECALL_TABLE}",
        "RECALL_MCP_TOOLS": "${RECALL_MCP_TOOLS}"
      }
    }
  }
}
    #!/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 re-call -e "RECALL_SERVING_DSN=${RECALL_SERVING_DSN}" -e "RECALL_TENANT=${RECALL_TENANT}" -e "RECALL_TRUST_MODE=${RECALL_TRUST_MODE}" -e "RECALL_EMBEDDER=${RECALL_EMBEDDER}" -e "RECALL_TABLE=${RECALL_TABLE}" -e "RECALL_MCP_TOOLS=${RECALL_MCP_TOOLS}" -- uvx recall-rag==0.14.0

    {
  "mcpServers": {
    "re-call": {
      "command": "uvx",
      "args": [
        "recall-rag==0.14.0"
      ],
      "env": {
        "RECALL_SERVING_DSN": "${RECALL_SERVING_DSN}",
        "RECALL_TENANT": "${RECALL_TENANT}",
        "RECALL_TRUST_MODE": "${RECALL_TRUST_MODE}",
        "RECALL_EMBEDDER": "${RECALL_EMBEDDER}",
        "RECALL_TABLE": "${RECALL_TABLE}",
        "RECALL_MCP_TOOLS": "${RECALL_MCP_TOOLS}"
      }
    }
  }
}
    {
  "servers": {
    "re-call": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "recall-rag==0.14.0"
      ],
      "env": {
        "RECALL_SERVING_DSN": "${RECALL_SERVING_DSN}",
        "RECALL_TENANT": "${RECALL_TENANT}",
        "RECALL_TRUST_MODE": "${RECALL_TRUST_MODE}",
        "RECALL_EMBEDDER": "${RECALL_EMBEDDER}",
        "RECALL_TABLE": "${RECALL_TABLE}",
        "RECALL_MCP_TOOLS": "${RECALL_MCP_TOOLS}"
      }
    }
  }
}
    name: my-agent
target: local
servers:
- hub: io.github.GiulioDER/re-call
    • 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.