Cleo - The AI Product Manager vs GhostWriter by MyHandler: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of Cleo - The AI Product Manager and GhostWriter by MyHandler — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
Cleo - The AI Product Manager
kryptobaseddev / CleoCode
Agent-first task orchestration platform with persistent memory and multi-provider coordination for long-running developer workflows.
Key features
- Persistent Session Memory: Stores and surfaces long-lived context across agent sessions so work survives interruptions and agents can resume with historical state.
- Multi-Provider Coordination (CAAMP): Unified provider registry and managed agent packages (@cleocode/caamp) to integrate and coordinate multiple model providers and plugins.
- Long-Running Runtime Layer: Runtime supporting polling, server-sent events (SSE), and heartbeat mechanisms to run long-lived processes and background tasks reliably.
- Core Business Logic SDK: @cleocode/core provides task, session, memory, orchestration and lifecycle primitives for building structured agent workflows and pipelines.
- Command-Line Product: @cleocode/cleo offers a thin CLI wrapper to interact with the framework, run agents, and manage tasks from developer terminals.
- Batteries-Included Distribution: @cleocode/cleo-os bundles CANT bridge and TUI extensions for an out-of-the-box experience with additional tooling and interfaces.
- Agent-Managed Packages: Support for modular agent packages that encapsulate provider configurations, capabilities and reusable behaviors for consistent orchestration.
- Lifecycle & Interruption Resilience: Built-in structures for task lifecycles and state transitions so agent workflows can pause, resume, and recover deterministically.
- Agent-first task orchestration (structure, lifecycle, session management)
- Persistent memory across sessions and interruptions
- Multi-provider coordination and unified provider registry (CAAMP)
- Business logic SDK for tasks, sessions, memory and orchestration (@cleocode/core)
- Long-running process support with runtime layer (polling, SSE, heartbeat) (@cleocode/runtime)
- Command-line interface for developer workflows (@cleocode/cleo)
- Batteries-included distribution with bridge and TUI extensions (@cleocode/cleo-os)
- Provider & MCP management for multi-provider setups (@cleocode/caamp)
- Modular monorepo packaging (npm/pnpm, package.json, TypeScript) and native components (Cargo manifest present)
Best for
- Coordinating Multi-Agent Development Workflows: Orchestrate specialist agents (e.g., code-writing, testing, documentation) across a project while preserving shared context.
- Long-Horizon Project Work: Run background, long-running tasks (research, refactors, data processing) with runtime heartbeats and automatic resumption after interruptions.
- Provider-Agnostic Agent Pipelines: Build pipelines that combine outputs from multiple model providers and managed packages via a unified registry for redundancy and best-of-breed selection.
- CLI-Based Agent Operations: Enable developers to run, inspect, and manage agent tasks locally from the terminal using the CLEO command-line interface.
- Stateful Session Automation: Maintain project-specific memory and session history to let agents make decisions based on accumulated context and prior outputs.
- Packaging and Reuse of Agent Capabilities: Create and share modular agent packages for common tasks (e.g., QA, summarization, code generation) to standardize workflows.
- Embedding Agents into Products: Use the cleo-os distribution and CANT bridge to integrate orchestrated agent workflows into TUI tools or product demos.
- Coordinating multiple LLM/agent providers in complex software projects
- Building long-running agent processes that survive interruptions and maintain state
- Developer workflows requiring persistent task memory and session lifecycle
- Integrating provider registries and managing multiple model/connector providers (MCPs)
- Embedding agent orchestration into CLIs, TUI tools or server-side runtimes
GhostWriter by MyHandler
MyHandler.ai
Windows writing assistant that reads the screen around your cursor on a hotkey double-tap and types a context-aware draft in your voice.
Key features
- Hotkey Double-Tap Drafting: No prompt or dictation is needed — a double-tap with the cursor in any text field triggers capture and drafting directly in place.
- Screen Context Capture: Reads the thread, form or partial sentence surrounding the cursor locally on the machine, using that on-screen context as the entire input.
- Writing Intent Classification: Determines whether the moment calls for a reply, a continuation, a filled-in answer or a fresh compose before writing a single word.
- Sender and Identity Mapping: Maps each message in a thread to its sender and works out which handle is the user's, so the draft answers the other party rather than the user's own words.
- Calendar Cross-Check: When a draft proposes a time, it is validated against the next two weeks of a connected calendar before the text appears.
- Selection Rewriting: Selecting existing text before the hotkey rewrites that selection instead of composing something new.
- Nothing Sent Automatically: The generated text appears at the cursor for the user to read, edit or delete; sending always remains a manual step.
- Local Vault with Zero-Retention Cloud: Capture runs against an encrypted vault on the user's own PC and the assembled context is processed by a zero-data-retention cloud model.
Best for
- Email Backlog: Clearing a queue of owed replies by drafting each one from the thread already on screen instead of retyping the same answer.
- Chat and Slack Replies: Answering a message in a team chat where the draft is grounded in who asked whom for what in the visible thread.
- Web Form Completion: Filling a blank answer box under a question on a web form or application without switching to a separate chat window.
- Sentence Continuation: Picking up a half-written paragraph exactly where it stops, without the assistant restating what was already typed.
- Meeting Scheduling Replies: Responding to a request for a time with a proposal that has already been checked against the user's calendar.
- Tone-Sensitive Rewrites: Selecting a blunt or rough draft and having it rewritten in the user's own voice before sending.