OpenClaw vs Linear
A feature-by-feature comparison of OpenClaw and Linear across 7 capability categories.
Modalities — OpenClaw Wins
| Feature | OpenClaw | Linear |
|---|---|---|
Text Input | Yes, requires free plan. You message the agent in WhatsApp, Telegram, Discord, or the desktop chat. It replies in that same thread. | Yes, requires free plan. Issues, comments, Linear Asks, and Linear Agent take text. Free includes the agent platform. |
Image Upload / Vision | Yes, requires free plan. Users send photos (e.g. a snake in the yard) and the agent identifies them. Vision depends on the model you attach. | Unknown. Issue attachments exist. A vision model on Linear Agent was not on the pricing page. |
Image Generation | No. OpenClaw is a personal-agent harness. It does not ship an image model. | No. Issue tracker, not an image model. |
Voice Mode | Partial. Community posts wire OpenAI realtime voice to OpenClaw. That is BYOK, not a first-party always-on voice SKU on the homepage. | No. No conversational voice loop is advertised. |
Video Understanding | Unknown. No first-party video-watch product was on the homepage. A skill could call a video API. | No. Not a video-analysis product. |
Video Generation | No. Not a video generation product. | No. Not a video generation product. |
File Upload (PDF, DOCX) | Unknown. Inbox/calendar/skills imply files, but a PDF-chat uploader was not listed on the homepage. | Yes, requires plus plan. File uploads are unlimited on Basic ($10/user/mo yearly). Free is limited. |
Code Execution | Yes, requires free plan. Microsoft Execution Containers / sandbox quotes describe running agent code. Skills can execute on your machine. | Yes, requires free plan. Coding sessions: Linear Agent can set up, run, and test code before returning work (changelog on homepage). |
Audio Input | Unknown. Twilio phone-number demos exist in testimonials. A first-party audio-file transcribe feature was not on the homepage. | No. Not a speech product. |
Canvas / Artifact Editor | No. Chat/agent, not an artifacts canvas. | No. Issue/diff UI, not an artifacts canvas. |
Screen Sharing / Computer Use | Yes, requires free plan. Node/desktop features: a Mac mini with eyes and hands, keyboard and mouse. Computer-use is the pitch. | No. No computer-use takeover of your desktop. |
Memory & Context — OpenClaw Wins
| Feature | OpenClaw | Linear |
|---|---|---|
Persistent Memory | Yes, requires free plan. Homepage: memories and skills live on your computer and persist; the longer you use it, the more it becomes yours. | Partial. Issues, projects, and agent context persist. That is work-item state, not a personal chat-memory profile. |
Large Context Window | Unknown. Window size is the model you bring (ChatGPT sign-in, Claude Max, etc.). OpenClaw does not publish its own token limit. | No. Issue limits (250 on Free), not an LLM token window. |
Custom Instructions | Yes, requires free plan. Persona onboarding, skills, and cron/heartbeats are the instruction layer. | Yes, requires free plan. Triage rules, templates, and agent workflows. |
Conversation History | Yes, requires free plan. Chat history lives in the apps you already use plus local memory. | Yes, requires free plan. Issue comment history and activity. |
Integrations — Linear Wins
| Feature | OpenClaw | Linear |
|---|---|---|
Web Search / Browsing | Unknown. Skills can browse. A built-in cited search box was not on the homepage. | No. Not a web-search product. |
Plugins / Extensions | Yes, requires free plan. Community skills (/autoreview, /handoff, etc.). Growing skill ecosystem is the product pitch. | Yes, requires free plan. Git, Slack intake, MCP, API/webhooks. Salesforce is an add-on. |
API Access | Unknown. Gateway/node is local. A public REST product SKU was not on the marketing homepage. | Yes, requires free plan. API, webhooks, and MCP access are listed on the pricing comparison. |
Zapier Integration | Unknown. No first-party Zapier listing was checked. | Unknown. A Zapier listing was not checked this round. |
Custom GPTs / Bots | Yes, requires free plan. You run your own claw with skills and persona; share with a team. | Yes, requires free plan. Build/deploy agents; Linear Agent is included on Free. |
Real-time Collaboration | No. Run it for yourself or share with a team — not a multiplayer canvas. | Yes, requires free plan. Shared issues; unlimited members on Free. |
Live Social Data Integration | No. X API access is a partner quote, not a live social-firehose product. | No. No live social firehose. |
Live Citation Mapping | No. Not a cited-search product. | No. Not a cited-search product. |
Developer — OpenClaw Wins
| Feature | OpenClaw | Linear |
|---|---|---|
Function Calling | Yes, requires free plan. The harness is tool/skill calling: inbox, calendar, flights, code, cron. | Yes, requires free plan. Linear Agent plus MCP: agents draft PRs and take issue actions. |
Streaming Responses | Unknown. Realtime voice wiring is mentioned in testimonials. Token streaming of the desktop chat was not specified. | Unknown. Agent token streaming was not specified. |
Fine-Tuning | No. You bring model subscriptions. OpenClaw does not train foundation weights. | No. Linear does not train foundation weights. |
Embeddings API | No. Not an embeddings API product. | No. Not an embeddings API. |
Structured Output (JSON) | Unknown. Skills return actions. A JSON-schema guarantee was not on the homepage. | Partial. Issues, labels, and API objects. Not arbitrary JSON-schema chat. |
Reasoning / Thinking Mode | Unknown. Depends on the model (GPT-5.5, Claude, etc.). No OpenClaw Deep Think toggle. | No. Agent runs issues. Not a user Deep Think toggle. |
Local Execution | Yes, requires free plan. Open-source agent that runs on your machines. Cloud models are optional BYOK. | No. Cloud SaaS. Agent coding sessions run in Linear’s environment. |
Open Weights | Partial. The harness is open source (most-starred GitHub repo claim). You choose closed or open models. | No. Closed product. |
Multi-Agent Orchestration | Partial. Testimonials of two claws chatting. Not a marketed multi-agent orchestrator SKU. | Partial. Agents as teammates. Not a multi-agent research swarm. |
Platforms — Linear Wins
| Feature | OpenClaw | Linear |
|---|---|---|
Web App | No. Install desktop apps (or one-liner). Not a hosted SaaS web chat. | Yes, requires free plan. linear.app. |
iOS App | No. No iOS app. You talk to it from WhatsApp/Telegram on the phone. | Yes, requires free plan. Homepage demo includes an iOS app. |
Android App | No. No Android app. Chat apps are the mobile surface. | Unknown. iOS is shown. Android was not confirmed on the homepage. |
Desktop App | Yes, requires free plan. Full apps for macOS, Windows, and Linux (AppImage/Debian). They install gateway, chat, setup, and node features. | Unknown. A desktop client exists in market; it was not on the pricing page this round. |
Chrome Extension | No. No Chrome extension is advertised. | Unknown. Not confirmed this round. |
Privacy — Linear Wins
| Feature | OpenClaw | Linear |
|---|---|---|
GDPR Compliant | Unknown. Local-first helps, but a GDPR statement was not on the homepage. | Unknown. Needs a current DPA read. |
Opt Out of Data Training | Partial. Context and skills stay on your computer. The models you sign into still follow those vendors’ training policies. | Unknown. Agent training policy was not on the pricing page. |
Enterprise Privacy Mode | Partial. Windows sandbox/execution-container quotes exist. There is no OpenClaw Enterprise SKU on the homepage. | Yes, requires enterprise plan. Enterprise: SAML, SCIM, IP restrictions, audit log, HIPAA listed. |
Workspaces — Tie
| Feature | OpenClaw | Linear |
|---|---|---|
Projects / Folders | Yes, requires free plan. Memories, skills, cron, and machines persist on your hardware. | Yes, requires free plan. Projects, cycles, initiatives. Teams limited on Free (2). |