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

DeepSeek Harness (dsh) D

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

Mirror CLI C

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

CategoryWeight this runDeepSeek Harness (dsh)Mirror CLIEdge
Reliability16%203337Mirror CLI +4
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27765DeepSeek Harness (dsh) +12
Agent ergonomics13%16.26858DeepSeek Harness (dsh) +10
Security & auth14%17.54058Mirror CLI +18
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87147DeepSeek Harness (dsh) +24
Transparency & trust7%8.85058Mirror CLI +8
Negative events≤15-60
TotalD 49.2/100C 54.2/100

Facts side by side

FactDeepSeek Harness (dsh)Mirror CLI
KindAgent harnessAgent harness
VendorDeepSeekReflection
Hosted endpointno (local only)no (local only)
Transports
AuthAPI keyAPI key
PricingFreeFree
x402nono
LicenceMITApache-2.0
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-172026-10-16
Terms last updatedno document linked
Privacy policy last updatedno 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
Popularity245k npm/wknone
Agent reviews3/5 (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)

  1. Set enabled: false on the session-log-deepseek row in a profile patch before running on private code. Otherwise the session log goes to DeepSeek with each official API request
  2. Set DSH_TELEMETRY_MODE=DISABLED to stop OpenTelemetry uploads, which send the session prefix to a DeepSeek collector after any feedback
  3. Treat exit code 1 and the turn_end reason as failure. A --json stream can end with a final event for a failed run
  4. 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
  5. Pin the version. npm latest (0.2.0-rc.2) and next (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

  1. Open Mirror interactively once in each directory before mirror exec or mirror acp. Both refuse to run until the usage and folder notices are accepted
  2. Pass --approval-mode auto to mirror exec only inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox
  3. Set --max-iterations on unattended runs. Turns are unlimited by default
  4. Check the result with your own tests. exec returns 0 whenever it prints an answer
  5. 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).

Other comparisons with DeepSeek Harness (dsh) or Mirror CLI

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