Apache Maka vs Toyo: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of Apache Maka and Toyo — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
Apache Maka
The Apache Software Foundation
Apache-licensed local-first agent workspace that runs tools in a sandbox and records every model message and tool call as a recoverable execution log.
Key features
- Append-Only Execution Record: Model messages, tool calls, tool results, permission decisions, and turn termination events are written down durably, so the transcript is evidence rather than a disposable chat buffer.
- Context Trimming Without Data Loss: Old tool output can be omitted from the next prompt to shorten context while the full saved history remains intact and inspectable.
- Single Runtime Host: Desktop, terminal, and evaluation all execute through one runtime, so behavior does not diverge between how you develop and how you benchmark.
- Sandboxed Tool Boundary: Built-in Read, Write, Edit, Bash, Glob, and Grep tools run under a sandbox; anything leaving that boundary requires approval, and Computer Use and catalog skills are opt-in.
- Crash Recovery and Resume: Runs can be aborted, failures are classified, and an interrupted turn can optionally be resumed rather than restarted from scratch.
- Session Branching and Search: The desktop workspace supports creating, archiving, searching, renaming, retrying, regenerating, and branching sessions from any turn.
- Bring Your Own Model: Connect a cloud API, a locally hosted model, or a compatible gateway, with streaming output, thinking, usage reporting, and clearer provider errors.
- Declarative Evaluation Harness: maka eval expands multi-arm experiments into task by repetition by subject cells with immutable per-cell attempts and a result kernel covering score, normalized usage, attributable cost, duration, and failure reason.
- Local-First Storage: Sessions, settings, artifacts, and run records stay on the machine by default, with local memory and optional web search when configured.
Best for
- Auditable Agent Runs: Keeping a defensible record of exactly what an agent did and which permissions were granted during a task.
- Long Coding Sessions: Working through a multi-turn refactor with branching and resume instead of losing state when a turn fails.
- Agent Benchmarking: Running reproducible multi-arm experiments comparing models, prompts, or external agent subjects on the same task set.
- Air-Gapped or Regulated Work: Running an agent workspace where sessions and artifacts must remain on local infrastructure.
- Cost and Usage Analysis: Attributing token usage, cost, and duration per experiment cell to decide which model configuration to ship.
- Terminal Workflows: Driving an agent from the current project directory or scripting a single non-interactive turn from CI or a shell.
- Open-Source Agent Research: Building on a permissively licensed runtime whose execution semantics and architecture are fully documented.
Toyo
Toyo
AI executive assistant that lives in your messages, handling inbox triage, follow-ups, meetings and voice calls across Gmail, Calendar and Slack.
Key features
- Messages-First Interface: Toyo lives inside SMS and messaging so you delegate work by texting, no dashboard or new app needed.
- Voice Calls & Notes: Answer phone calls in your voice, capture voice notes, and turn spoken instructions into actions or follow-ups.
- Inbox Triage: Sorts, drafts and prioritizes Gmail so only the messages that actually need you land in your inbox.
- Meeting Prep & Follow-Ups: Prepares briefs before meetings and automatically chases the commitments you made after them.
- Deep Connectors: Native integrations with Gmail, Google Calendar, Drive, Notion and Slack let Toyo act inside your existing stack.
- Personal Memory: A persistent library learns your workflows, contacts and preferences so responses stay in your voice over time.
Best for
- Founder Chief of Staff: Founders offload calendar coordination, investor follow-ups and daily updates to a single assistant.
- Sales & BD Follow-Up: Sellers auto-chase the promises they made on calls so nothing slips through the week.
- Inbox Zero: Executives triage hundreds of daily emails to a short priority list with pre-drafted replies.
- Meeting Preparation: Toyo compiles context, past notes and open threads into a brief before every meeting.
- Voice Delegation: Busy operators dictate tasks between meetings and get them done without switching apps.