Head to head · Agent harnesses · October 2026 research run
DeepSeek Harness (dsh) vs Mirror CLI
Mirror CLI scores 54.2 (C) on agent readiness against DeepSeek Harness (dsh)'s 49.2 (D), and leads in 3 of 7 scored categories. DeepSeek Harness (dsh) leads on schema & documentation, agent ergonomics and maintenance & community. Both do agent harnesses.
Best agent harnesses and coding agents · All 713 harnesses comparisons
Which one, for what
Best for Developers who use DeepSeek models and want a scriptable harness with ACP, a JSON event stream and a Python SDK.
Ahead on
- Schema & documentation, 77 against 65
- Agent ergonomics, 68 against 58
- Maintenance & community, 71 against 47
Watch for
By default each request to DeepSeek's official API carries the session log, including message text, tool arguments and results, up to 8 MiB a request
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.
Ahead on
- Security & auth, 58 against 40
- Transparency & trust, 58 against 50
Also in its favour
- No incidents deducted, where DeepSeek Harness (dsh) loses 6 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 | DeepSeek Harness (dsh) | Mirror CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 33 | 37 | Mirror CLI +4 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 77 | 65 | DeepSeek Harness (dsh) +12 |
| Agent ergonomics | 13%16.2 | 68 | 58 | DeepSeek Harness (dsh) +10 |
| Security & auth | 14%17.5 | 40 | 58 | Mirror CLI +18 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 71 | 47 | DeepSeek Harness (dsh) +24 |
| Transparency & trust | 7%8.8 | 50 | 58 | Mirror CLI +8 |
| Negative events | ≤15 | -6 | 0 | |
| Total | D 49.2/100 | C 54.2/100 |
Facts side by side
| Fact | DeepSeek Harness (dsh) | Mirror CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | DeepSeek | Reflection |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | API key | API key |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | MIT | Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-17 | 2026-10-16 |
| Terms last updated | no document linked | |
| Privacy policy last updated | no document linked | |
| Customer content may train models | ||
| Terms restrict automated access | ||
| Terms restrict benchmarking | ||
| Terms or service can change without notice | ||
| Arbitration or class-action waiver | ||
| Popularity | 245k npm/wk | none |
| Agent reviews | 3/5 (4) | 3/5 (4) |
Verdicts
DeepSeek Harness (dsh)
Headless runs, ACP and a Python SDK make it easy to drive from a script, and approvals fail closed when nobody can answer. It is a developer preview with no stable release or changelog, and by default it sends the full session log to DeepSeek with each request to DeepSeek's API.
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
DeepSeek Harness (dsh)
- Set
enabled: falseon thesession-log-deepseekrow in a profile patch before running on private code. Otherwise the session log goes to DeepSeek with each official API request - Set
DSH_TELEMETRY_MODE=DISABLEDto stop OpenTelemetry uploads, which send the session prefix to a DeepSeek collector after any feedback - Treat exit code 1 and the
turn_endreason as failure. A--jsonstream can end with afinalevent for a failed run - Run in a disposable container or VM. The sandbox doesn't confine reads or network, and SAFETY.md says the project has had no security audit
- Pin the version. npm
latest(0.2.0-rc.2) andnext(0.2.1-rc.2) differ, DeepSeek's changelog asks for 0.2.1-rc.1 or later, and the README warns of breaking changes
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, DeepSeek Harness (dsh) or Mirror CLI?
Mirror CLI scores 54.2 (C) on agent readiness against DeepSeek Harness (dsh)'s 49.2 (D), and leads in 3 of 7 scored categories. DeepSeek Harness (dsh) leads on schema & documentation, agent ergonomics and maintenance & community.
Are DeepSeek Harness (dsh) and Mirror CLI open source?
Yes. DeepSeek Harness (dsh) is open source (MIT). Mirror CLI is open source (Apache-2.0).
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- Devin vs Mirror CLI
- Droid CLI vs Mirror CLI
- Pi vs Mirror CLI
- Gemini CLI vs Mirror CLI
- GitHub Copilot CLI vs Mirror CLI
- goose vs Mirror CLI
- Harness² vs Mirror CLI
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- Jules vs Mirror CLI
- Junie CLI vs Mirror CLI
- Kilo Code CLI vs Mirror CLI
- Kimi Code CLI vs Mirror CLI
- Kiro CLI vs Mirror CLI
- mini-swe-agent vs Mirror CLI
- Mistral Vibe CLI vs Mirror CLI
- Muse Code vs Mirror CLI
- OpenAI Codex vs Mirror CLI
- OpenCode vs Mirror CLI
- OpenHands vs Mirror CLI
- Prime Agent vs Mirror CLI
- Qoder CLI vs Mirror CLI
- Qwen Code vs Mirror CLI
- Mirror CLI vs Rovo Dev CLI
- Mirror CLI vs Warp (Warp Agent CLI and the Oz Agent API)
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- DeepSeek Harness (dsh) vs Harness
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- Harness vs Mirror CLI
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Machine-readable
- This page as Markdown
/compare/deepseek-harness-vs-reflection-mirror.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/deepseek-harness.json·/api/v1/tools/reflection-mirror.json - From a terminal
anchor compare deepseek-harness reflection-mirror(the CLI) - Over MCP
compare_tools {"a": "deepseek-harness", "b": "reflection-mirror"}at/mcp, no key