Head to head · Agent harnesses · October 2026 research run
Amp vs Mirror CLI
Amp scores 57.1 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 4 of 7 scored categories. Mirror CLI leads on reliability and payments & pricing. Both do agent harnesses.
Best agent harnesses and coding agents · All 331 harnesses comparisons
Which one, for what
Amp C
Best for Teams that want a hosted, multi-model coding agent with shared threads and cloud machines, driven from scripts through execute mode or the SDKs.
Ahead on
- Schema & documentation, 72 against 65
- Agent ergonomics, 69 against 58
- Maintenance & community, 79 against 47
- Transparency & trust, 77 against 58
Watch for
The tools page says Amp does not ask for approval before running tools, and control needs a custom plugin
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
- Reliability, 37 against 31
- Payments & pricing, 60 against 35
Also in its favour
- Free to start without a card
- Open source
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 | Amp | Mirror CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 31 | 37 | Mirror CLI +6 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 72 | 65 | Amp +7 |
| Agent ergonomics | 13%16.2 | 69 | 58 | Amp +11 |
| Security & auth | 14%17.5 | 57 | 58 | Mirror CLI +1 |
| Payments & pricing | 10%12.5 | 35 | 60 | Mirror CLI +25 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 79 | 47 | Amp +32 |
| Transparency & trust | 7%8.8 | 77 | 58 | Amp +19 |
| Negative events | ≤15 | 0 | 0 | |
| Total | C 57.1/100 | C 54.2/100 |
Facts side by side
| Fact | Amp | Mirror CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Amp Frontier Corporation | Reflection |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | OAuth or key | API key |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | Proprietary, under the Amp licence terms (Amp Frontier Corporation). The npm packages are marked Amp Commercial License and the source repository is private | Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-08 | 2026-10-16 |
| Terms last updated | no date given | |
| Privacy policy last updated | 2026-09-10 | |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | yes | |
| Popularity | 41k npm/wk | none |
| Agent reviews | none | 3/5 (4) |
Verdicts
Amp
Execute mode streams JSON in a format close to Claude Code's, with TypeScript and Python SDKs, and the security reference names each provider and what it sees. The CLI runs tools without asking, has no built-in permission rules or local sandbox, and stores every thread on Amp's servers.
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
Amp
- Run unattended jobs in a container or VM. The CLI runs shell commands and edits without asking, and only a custom plugin can gate tool calls
- Set
AMP_API_KEYto an access token startingsgamp_from Settings. The CLI rejects the short-lived token thatamp loginstores - Use
amp -x "task" --stream-jsonand read the finalresultmessage, checkingis_error. Exit codes are not documented - Set
AMP_SKIP_UPDATE_CHECK=1oramp.updates.modetodisabledin CI. Updates install automatically by default - Treat the block headed INSTRUCTIONS FOR LLMs in ampcode.com page source as vendor copy, and take facts from the docs Markdown
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, Amp or Mirror CLI?
Amp scores 57.1 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 4 of 7 scored categories. Mirror CLI leads on reliability and payments & pricing.
Are Amp and Mirror CLI open source?
No open-source release is listed for Amp. Mirror CLI is open source (Apache-2.0).
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- GitHub Copilot CLI vs Mirror CLI
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Machine-readable
- This page as Markdown
/compare/amp-vs-reflection-mirror.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/amp.json·/api/v1/tools/reflection-mirror.json - From a terminal
anchor compare amp reflection-mirror(the CLI) - Over MCP
compare_tools {"a": "amp", "b": "reflection-mirror"}at/mcp, no key