Work once.
Hand over forever.

AgentHandover watches you work on your Mac and produces self-improving Skills -- playbooks that Claude Code, OpenClaw, Codex, and any AI agent follow exactly the way you would. Every execution makes them smarter.

Download for macOS GitHub Discord

Self-improving
Skills.

Not static playbooks. Skills that get better every time an agent runs them. Success boosts confidence. Deviations become decision branches. Failures trigger corrections. Strategy, voice, guardrails, and confidence -- all from real observations and real executions.

ILLUSTRATIVE EXAMPLE

Reddit Community Marketing

6 steps · 4 sessions learned · daily workflow

Steps

Open Reddit and navigate to r/startups
Scan posts — skip promotional, skip <10 comments
Open high-signal post and read top comments
Write reply: acknowledge → experience → mention product
Submit and verify not auto-removed
Repeat for r/marketing, r/growthhacking (max 5/day)

Strategy Target high-signal posts (10+ comments, <48h, not promotional). Write authentic replies that acknowledge the problem, share experience, and mention product.
Guardrails Max 5 replies/day · Never identical phrasing · Never own posts · Empathy-first tone

Voice & Style

casual short sentences uses emoji

Hey great point about the engagement metrics! We should def try that approach

~15 min daily · 9-10am 89% confidence

Watches. Learns.
Improves.

An 11-stage pipeline

Not a screen recorder with ChatGPT on top. Local VLM annotation, activity classification, semantic embedding, cross-session linking, behavioral synthesis, and voice analysis. All on your Mac.

A knowledge base that grows

Every observation is embedded into a local vector store. Semantic search, smart deduplication, and cross-session linking by meaning. Your voice profile strengthens over time. The more you work, the smarter it gets.

Behavioral analysis, not just recording

After enough observations, AgentHandover extracts the strategy, selection criteria, decision branches, guardrails, and timing patterns behind your actions. Skills contain understanding, not just steps.

Skills improve from execution

When agents execute a Skill, they report back. Success boosts confidence. Deviations become decision branches. 3+ failures auto-demote. Skills don't just describe your work -- they learn from every run.

Connect any agent.

One command. Works with Claude Code, OpenClaw, Codex, Cursor, Windsurf, or anything that speaks MCP.

        $ agenthandover connect claude-code

        Done. 3 Skills available as /slash-commands

        $ agenthandover connect mcp

        MCP server ready. 5 tools exposed to any agent.

        $ agenthandover connect openclaw

        Synced. 3 Skills in ~/.openclaw/workspace/

Work once.Hand over forever.

Self-improvingSkills.

Watches. Learns.Improves.