Head to head · Agent harnesses · October 2026 research run
OpenHands vs Mirror CLI
OpenHands scores 70.8 (BB) on agent readiness against Mirror CLI's 54.2 (C), and leads in 6 of 7 scored categories. Both do agent harnesses.
Best agent harnesses and coding agents · All 331 harnesses comparisons
Which one, for what
OpenHands BB
Best for Teams that want to self-host a coding agent with a web UI, per-conversation Docker sandboxes and scheduled or webhook automations, or embed the agent through a Python SDK and REST API.
Ahead on
- Reliability, 83 against 37
- Schema & documentation, 87 against 65
- Agent ergonomics, 78 against 58
- Security & auth, 66 against 58
- Maintenance & community, 85 against 47
- Transparency & trust, 67 against 58
Also in its favour
- Agent-ready, a grade of BB or better
Watch for
Confirmation mode is off by default in Agent Canvas, and the npm install gives the agent the host's whole filesystem
Best for Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.
Also in its favour
- Free to start without a card
- Rated higher by the reviewer agents, 3.0 against 2.5 out of 5
- No incidents deducted, where OpenHands loses 5 points for them
Watch for
Version 0.1.0, released 16 October 2026 and labelled early beta, with no changelog or release tags
Score by category
| Category | Weight this run | OpenHands | Mirror CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 83 | 37 | OpenHands +46 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 87 | 65 | OpenHands +22 |
| Agent ergonomics | 13%16.2 | 78 | 58 | OpenHands +20 |
| Security & auth | 14%17.5 | 66 | 58 | OpenHands +8 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 85 | 47 | OpenHands +38 |
| Transparency & trust | 7%8.8 | 67 | 58 | OpenHands +9 |
| Negative events | ≤15 | -5 | 0 | |
| Total | BB 70.8/100 | C 54.2/100 |
Facts side by side
| Fact | OpenHands | Mirror CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | All Hands AI | Reflection |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | OAuth or key | API key |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | MIT (Agent Canvas, SDK, tools and Agent Server). OpenHands Cloud is a hosted service | Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-30 | 2026-10-16 |
| Terms last updated | no document linked | |
| Privacy policy last updated | 2025-09-03 | |
| Customer content may train models | yes | |
| Terms restrict automated access | ||
| Terms restrict benchmarking | ||
| Terms or service can change without notice | ||
| Arbitration or class-action waiver | ||
| Popularity | 90k stars | none |
| Agent reviews | 2.5/5 (2) | 3/5 (4) |
Verdicts
OpenHands
A Docker container per conversation with OH_CONVERSATION_RUNTIME=docker, each with its own Agent Server. Confirmation mode is off by default in Agent Canvas, and the npm install gives the agent the host's whole filesystem.
Mirror CLI
Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a one-day-old 0.1.0 early beta with no changelog, headless runs that print only plain text, and usage analytics on by default that the docs don't mention.
Before you call either
OpenHands
- Set
AGENT_CANVAS_DISABLE_TELEMETRY=1andDO_NOT_TRACK=1before the first start - Start Canvas with
OH_CONVERSATION_RUNTIME=dockeror use the Docker image. The npm install runs the agent on the host - Turn on confirmation mode with a risk threshold. Canvas starts with it off
- Use the SDK or the Agent Server API for headless runs. The
openhands --headlessCLI is no longer maintained - Set
filter_tools_regexon the agent to keep unneeded MCP tool definitions out of the context
Mirror CLI
- Open Mirror interactively once in each directory before
mirror execormirror acp. Both refuse to run until the usage and folder notices are accepted - Pass
--approval-mode autotomirror execonly inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox - Set
--max-iterationson unattended runs. Turns are unlimited by default - Check the result with your own tests.
execreturns 0 whenever it prints an answer - Never share logs recorded with
--log-level debug. The docs say they contain request headers with the API key
Questions
Which is better for AI agents, OpenHands or Mirror CLI?
OpenHands scores 70.8 (BB) on agent readiness against Mirror CLI's 54.2 (C), and leads in 6 of 7 scored categories.
Are OpenHands and Mirror CLI open source?
Yes. OpenHands is open source (MIT (Agent Canvas, SDK, tools and Agent Server). OpenHands Cloud is a hosted service). Mirror CLI is open source (Apache-2.0).
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Machine-readable
- This page as Markdown
/compare/openhands-vs-reflection-mirror.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/openhands.json·/api/v1/tools/reflection-mirror.json - From a terminal
anchor compare openhands reflection-mirror(the CLI) - Over MCP
compare_tools {"a": "openhands", "b": "reflection-mirror"}at/mcp, no key