Apache Maka vs CatDoes v3: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of Apache Maka and CatDoes v3 — 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.
CatDoes v3
CatDoes
No-code AI mobile app builder that turns plain text descriptions into mobile apps for businesses and personal use.
Key features
- Natural-Language App Generation: Converts user-written descriptions and requirements into a mobile app structure, letting non-technical users specify features and UI in plain text.
- No-Code App Builder: Provides a workflow that removes the need for programming, enabling app creation, iteration, and customization through visual/no-code tools and AI guidance.
- Business-Focused Templates: Facilitates rapid creation of apps tailored for business use cases (e.g., service booking, catalogs, customer engagement) to accelerate time-to-market.
- Rapid Prototyping: Enables fast generation of working prototypes from ideas so users can validate concepts, gather feedback, and iterate without developer resources.
- No-code mobile app creation
- Natural-language (words to app) driven workflow
- Accessible to non-technical users
- Designed for business and personal app development
- AI-assisted app generation and scaffolding
Best for
- Small Business Apps: Quickly build a customer-facing mobile app for bookings, catalogs, or promotions without hiring developers.
- Prototype and Validate Ideas: Turn an app concept described in text into a prototype to test product-market fit and collect user feedback.
- Solo Entrepreneurs and Creators: Create personal or creator-focused apps to distribute content, manage subscriptions, or engage audiences without technical overhead.
- Internal Tools for Teams: Produce internal mobile tools (e.g., simple data collection or workflows) to streamline team operations without custom development.
- Educational Projects and Learning: Allow students and non-technical learners to realize app projects and learn product design concepts via no-code creation.
- Small businesses building customer-facing mobile apps without hiring developers
- Entrepreneurs quickly prototyping and launching MVP mobile apps
- Individuals creating personal or portfolio apps without coding
- Businesses creating simple internal apps or client-facing tools rapidly