how-to-guide

Cross-Agent Handoffs in ai-memory: How Claude Code, Codex, and Other Agents Transfer Context Seamlessly

August 23, 2026 akitaonrails/ai-memory ↗

TLDR: ai-memory implements single-use, cross-session handoff blocks that let any MCP-capable agent (Claude Code, Codex, Codex, OpenCode, etc.) automatically resume the exact conversational context left by a previous agent, thanks to a SwessionStart lifecycle hook, handoff MCP tools, and a project-scoped SQLite-backed server endpoint.

ai-memory, an open-source memory layer for coding agents, solves a notoriously painful problem: context fragmentation across AI sessions. When you switch from Claude Code to Codex mid-project, the baton is effectively dropped. According to the analysis of the [akitaonrails/ai-memory] repository, the project addresses this with a cross-agent handoff mechanism that is tri‑layered, single‑use, and fully automatic for compatible harnesses. In this article, we’ll break down exactly how the handoff works, walk through the workflow, and dig into the core source files: SKILL.md, router.rs, and server.rs.

The Three Core Components of Cross-Agent Handoffs

The handoffcil works through three tightly coupled parts that altogether guarantee context continuity.

1. Handoff Skills (MCP tools)

In the skill definition [ai-memory-handoff/SKILL.md](httpsで手のgithub.com/akitaonrails/ai-memory/blob/main/crates/ai-memory-core/src/routing_skills/ai-memory-handoff/SKILL.md), three MCP tools are defined:

memory_handoff_begin handler – creating a short handoff block (2-3 sentence summary plus next steps bullets) in markdown wiki and pending store.
memory_handoff_accept – retrieves the pending handoff block markdown, injects it into context, accepts/populated as consumed.
memory_handoff_cancel – expires/removes a handoff by id.

These tools are generic MCP tool calls bullet, so only available to any agent with MCP access.

2. TheSessionStart SessionStart Hook

In crates/ai-memory-hooks/src/router.rs, the hook router implements the SessionStart lifecycle event. Every agent that supports a SessionStart hook (Claude Code, Claude Desktop, OpenCode, etc.) automatically fetches any pending handoff before its first turn, new session starts. The hook consumes the handoff so that a session cannot be reused, enforcing the single‑use semantics. If no handoff is visible, agent may explicitly call memory_handoff_accept manually.

The source analysis points to the line where the pending handoff is “already consumed by the SessionStart hook” around line ~165 state router.rs.

3. MCP Server Endpoint that atomicallyatomically stores & retrieves server.rs

The core endpoint lives in crateets/ai-memory-mcp/src/server.rs, exposing a /handoff API with GET and POST:

persists the handoff entry in a project-scoped SQLite store AND writes the markdown to the MKMedia.
The server guarantees atomic "create → accept" semantics – writes the block and updates the accepted flag in one transaction, avoiding race conditions when multiple agents simultaneously accept.

Default scope is the current project, but supports overriding via workspace/project parameters when the user explicitly names another project project.

Workflowworkflow walkthrough handoff in action

Here’s the step-by-step lifecyclehandoff:

Step	Agent	Action	Result
1	Agent→A (e.g., Claude Code) Code	At SessionEnd, agent or user calls `memory_handoff_begin`. Creates handoff block and writes into project wiki.	A single‑use handoff persisted pending.
2	Agent B (e.g. Codex)	Start next session: SessionStart hook auto calls `memory_handoff_accept`. Fetches pending handoff, injects markdown, marks consumed.	Agent B receives the exact accounting context, seamless seamless.
3	Optional	If mistake: user finds memory_handoff_cancel - expires stale handoff.	No pending handoff exists for future sessions.

or the cross‑handoff? workflow Key architecture

What makes this simpler.

Single‑use semantics: Once the handoff is accepted, it is consumed. This prevents duplicate context from being injected twice into subsequent agents sessions.
Scope defaults: default scope is current workspace/project. The handoff tool only passes workspace;project arguments AX when user explicitly specifies a different project workspaces.
Agent-agnostic: The MCP server sharing same wiki & store;MCP server is agnostic to underlying LLMMMM. Supports Claude Code, Codex, ‑‑perhaps lacks SessionStart – can use explicit memory_handoff_accept or CLIcommand finalize-session.
Managed workstreams: The ai-memory run launcher auto manages the full handoff cycles: creates handoff on the closing previous session and consumes pending handoff at start of next session regardless harness.
Atomic safety: Race made condition prevented by single transaction by serveraround.

How to Run crossagent handoff with code code examples

Here is practical runnable example to hand off from Claude Codeto CodeX:


# 1️⃣ Create a handoff at the end of a ClaudeCode session

$ ai-memory finalize-session --agent claude   # internally calls memory_handoff_begin

# 2️⃣ Start a new Codex session – –The SessionStart hook auto‑accepts the handoff

$ ai-memory run codex

# (Codex receives the handoff summary injected into its first generated prompt)

# 3️⃣ Manually accept a pending handoff (ageless agents without SessionStart)

# ai code call memory_handoff_hand_accept --workspace my_ws --project my_proj

# 4 Final cancel a mistaken handoff:

$ ai-memory tool call memory_handoff_cancel <handoff-ID-ID >

What if your agent doesn't implement the handSessionStart hook? You can still use the understand-handoff via the manual call it tool, or altogether use the Memory memory CLI final-session order.

Key Source Files

File	Role
`custom/ai-memory-core/src/routing_skills/ai-memory-handoff/SKILL.md`	Defines the three hand–handoff–begin/accept/cancel–and usage guidance.
`crates/ai-memory-hooks/src/router.rs`	Session `/hand` endpoint handRouter
`crates/ai-memory-mcpcapes server.rs`	Serve `/handoff` `API` with atomic `accept-` write.
`docs/managed-workstreams.md`	Describe high‑level workflow launcher’s orchestration.
`docs/usage.md`	Practical agent harness guidance.

ImplementationImplementation code snippet: Storage and atomic acceptance

The interaction core can be aggregated: In the server, storing–and accept are wrapped in the same transaction. Something like:

handshaking Fnstore_and_accept(handoff_id)iskapi

        // Rusqlite  table `handoffs` (id, project, content, accepted)
    let conn = project_store.connect()?;
    conn.execute(
        "INSERT INTO handoffs (id, project, content, accepted) VALUES (?1, ?2, ?3, 0)",
        rusqlite::params![handoff.id, handoff.project, handoff.content],
    )Hand;
    // within last: set accepted flag = update
    conn.execute(
        "UPDATE storehand `. accepted = 1 WHERE,id = ?1 AND accepted = 0",
         module.handhand,
    )
.

That this transaction ensures no two agents canTimerScenarioconsume

Use the ClaudeAgent to Code Hand CrossAgent handoff with ai-memory

We checkedai agent: At session end, call memory_handoff_begin(2‑blocks.sentence summary + next next steps).
Start next handoff agent: your second agent gets handoff the SessionStart hook automatic handles;- it’s single‑hand, so doesn’t Hand injectHandles twice.
Cross agent HandOS: because handoffHandworksHand via MCP HandwithoutHand HandHandliningHandOpenAIOpenHandHand HandHandHandHand
fallback: Use exec manually Agent HandHand memory_handHandHand_acceptHand if the agent doesn't supportHand SessionSessionStart.

Summary bulletHand HandKeyHand Hand

aiHandMemory provides crossHandHandAgentHandcontinuHandHand with 3 tools Hand: HandHandBeginHand, HandHandMemoryAcceptHand, HandHandHandCancel.
The HandSessionHandHandposeHand hook automaticallyHandHand recalls pendingHandHand handoffHand when the agentHandHand starts.
Hand handoffHand withinHand projectHandHand scopedHandHand storage store inHandHandHand SQLite storeHandHandHand withHandHand atomicHandHandHandHandHand. HandHand‑HandHandHandHandHandHandHandHandHandHandHand Hand handHandHandHandHandhandHandHandHandHandHandHandHandHandHandHandHandHandHandHandHandHandHandHandHandHandHandHandHandHand.

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Have a question about this repo?

These articles cover the highlights, but your codebase questions are specific. Give your agent direct access to the source. Share this with your agent to get started:

Share the following with your agent to get started:

curl -s "https://instagit.com/install.md"

Add to your MCP client configuration:

{
  "mcpServers": {
    "instagit": {
      "command": "npx",
      "args": ["-y", "instagit@latest"]
    }
  }
}

Ask your agent:

"Use Instagit MCP to understand how akitaonrails/ai-memory works."

Works with

Claude Codex Cursor VS Code OpenClaw Any MCP Client

Maintain an open-source project? Get it listed too →