Work once.
Hand over forever.

AgentHandover watches how you work on your Mac and turns it into Skills that Claude Code, Codex and any MCP agent follow the way you would. Everything runs on your Mac.

700+stars on GitHub

Skills from what you did, not from what you remember.

Telling an agent how you work means writing it down from memory. AgentHandover writes it from the recording instead, and asks about the parts it could not see.

Writing a prompt by hand

  • You describe the task from memory.
  • The edge cases you forgot are missing.
  • Your judgement calls stay in your head.
  • It goes stale when the task changes.

With AgentHandover

  • Every step comes from what you actually did.
  • It asks about what it could not see.
  • It learns why you chose, not only what you clicked.
  • Every agent run keeps it current.

How it works, in five steps.

From one recording to an agent that knows the job. A Skill and its questions are ready in about three minutes on a 16 GB Mac.

  1. 01

    Watch

    Record a task, or let it notice one you repeat.

  2. 02

    Draft

    Each step is written from what it recorded: clicks, copy and paste, typing.

  3. 03

    Ask

    Up to three questions about the parts it could not see.

  4. 04

    Hand over

    Claude Code, Codex, OpenClaw, Hermes or any MCP agent.

  5. 05

    Improve

    Each run confirms the steps, or turns a surprise into a question.

Every step shows where it came from.

A Skill is only as good as its steps. AgentHandover keeps the evidence for each one, so you can see what it is sure of and what it is guessing.

  • Backed by the recordingA click, a paste or a key press behind every step. Text it only saw on screen is never written in as typing.
  • Honest about gapsWhat it could not see becomes a short question. A Skill reaches your agents only after you approve it.
  • Kept currentRuns that follow the steps confirm them. A run that differs where it was guessing reopens that question.

Your agents already speak it.

One command connects an agent. Skills arrive in the format it already reads, and runs report back through the MCP server.

Claude CodeCodexOpenClawHermesAny MCP client

$ agenthandover connect claude-code

# Skills in ~/.claude/skills/, plus the MCP server

$ agenthandover connect codex

# A marked block in ./AGENTS.md

$ agenthandover connect mcp

# The MCP server config for any other client

Your work stays on your Mac.

AgentHandover sees your screen, so it is built to keep what it sees to itself.

Runs locally

Every model runs on your Mac through Ollama. There is no cloud service and no account.

Secrets removed first

Passwords, API keys and tokens are redacted before anything is stored or shown to a model.

No keylogging

It records how many keys were pressed, never which keys. The text you copy is not stored unless you turn that on.

Open source

Apache 2.0 on GitHub, so you can read exactly what it does.

Show it once. Hand it over.

Free for macOS 14 or later. You need Ollama; setup recommends the models that fit your Mac and downloads them for you.

The AgentHandover mascot: binoculars on a briefcase