MCP Servers

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Session Memory MCP server for ADK-Rust Enterprise — typed session state, scoped memory, replay snapshots, resumable workflows

Created 5/23/2026
Updated about 3 hours ago
Repository documentation and setup instructions

Session Memory MCP Server

Crates.io License ADK-Rust Enterprise

Policy-controlled access to live and historical agent session context for ADK-Rust Enterprise. Typed session state, scoped memory recall, replay snapshots, and resumable HITL workflows.

Tools (11)

| Tool | Purpose | Risk Class | |------|---------|------------| | get_session_state | Read current typed session state | Read-only | | list_session_events | Inspect operational events | Read-only | | retrieve_memory | Search scoped memory by subject and purpose | Read-only | | store_memory | Write approved memory entries | Internal write | | update_memory | Correct existing memory (new version) | Internal write | | delete_memory | Remove sensitive/incorrect entries | Identity/Security | | redact_memory | Redact PII from memory | Internal write | | list_memory_refs | List memory that influenced a session | Read-only | | create_replay_snapshot | Freeze session state for replay | Internal write | | resume_session | Resume paused HITL workflow | External write | | terminate_session | Stop session with audit reason | External write |

Example Prompts & Outputs

Get session state

Prompt: "What's the current state of the refund session?"

{
  "session_id": "ses_demo_001",
  "agent_id": "support_agent",
  "status": "paused",
  "current_node": "manager_approval_gate",
  "state_version": 3,
  "workflow_state": {
    "refund_amount": 89.99,
    "eligibility": "approved",
    "approval_required": true
  },
  "memory_refs": ["mem_demo_001"],
  "data_classes": ["financial"]
}

Retrieve scoped memory

Prompt: "What do we know about customer 1187?"

Tool call: retrieve_memory

{ "subject_type": "customer", "subject_id": "cust_1187" }

Output:

[
  {
    "memory_id": "mem_demo_001",
    "memory_type": "profile_memory",
    "content": "Customer prefers email follow-up. Previous refund approved in March 2026.",
    "data_class": "pii",
    "confidence": 0.91,
    "version": 1,
    "status": "active"
  }
]

Store a new memory

Prompt: "Remember that this customer's preferred language is Swahili"

{
  "memory_type": "profile_memory",
  "subject_type": "customer",
  "subject_id": "cust_1187",
  "content": "Preferred language: Swahili",
  "data_class": "pii",
  "confidence": 0.95
}

Output:

{ "memory_id": "mem_a1b2c3d4...", "status": "stored" }

Resume a paused workflow

Prompt: "The manager approved the refund, resume the session"

{
  "session_id": "ses_demo_001",
  "resume_payload": { "approval_decision": "approved", "approver": "manager_jane" },
  "reason": "Manager approved refund"
}

Output:

{ "session_id": "ses_demo_001", "status": "active", "resumed": true }

Create replay snapshot

Prompt: "Freeze this session state for replay testing"

{ "session_id": "ses_demo_001" }

Output:

{
  "snapshot_id": "snap_f7a2b1c4...",
  "session_id": "ses_demo_001",
  "state_version": 3
}

Terminate with audit reason

Prompt: "Stop this session — suspected policy violation"

{
  "session_id": "ses_demo_001",
  "reason": "Suspected policy violation during refund flow",
  "reason_code": "policy_violation"
}

Output:

{ "session_id": "ses_demo_001", "status": "terminated", "reason": "Suspected policy violation..." }

Memory Types

| Type | Description | Mutability | |------|-------------|-----------| | turn_memory | Recent conversational context | Mutable during session | | session_state | Typed workflow state | Versioned | | profile_memory | User/customer facts across sessions | Policy-governed | | project_memory | Workspace decisions and preferences | Policy-governed | | artifact_memory | References to artifacts (not content) | References only |

Installation

git clone https://github.com/zavora-ai/mcp-session-memory
cd mcp-session-memory
cargo build --release

MCP Client Config

{
  "mcpServers": {
    "session-memory": {
      "command": "/path/to/mcp-session-memory"
    }
  }
}

Contributors

| jkmaina - MCP Session Memory by zavora-ai
James Karanja Maina
| |:---:|

License

Apache-2.0 — see LICENSE for details.


Part of the ADK-Rust Enterprise MCP server ecosystem.

Built with ❤️ by Zavora AI

Quick Setup
Installation guide for this server

Installation Command (package not published)

git clone https://github.com/zavora-ai/mcp-session-memory
Manual Installation: Please check the README for detailed setup instructions and any additional dependencies required.

Cursor configuration (mcp.json)

{ "mcpServers": { "zavora-ai-mcp-session-memory": { "command": "git", "args": [ "clone", "https://github.com/zavora-ai/mcp-session-memory" ] } } }