Head to head · Agent harness · October 2026 research run

Amp vs Gemini CLI

Gemini CLI scores 72 (BB) on agent readiness against Amp's 57.1 (C), and leads in every scored category. Both do agent harness.

Which one, for what

Amp C

Good 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.

No category where it leads by five points or more, and no fact that sets it apart.

Watch for

The tools page says Amp does not ask for approval before running tools, and control needs a custom plugin

Gemini CLI BB

Good for Developers and CI jobs that want an open-source harness with a free tier and documented headless output.

Ahead on

  • Reliability, 71 against 31
  • Schema & documentation, 93 against 72
  • Agent ergonomics, 78 against 69
  • Security & auth, 67 against 57
  • Payments & pricing, 40 against 35
  • Maintenance & community, 88 against 79
  • Transparency & trust, 87 against 77

Also in its favour

  • Agent-ready, a grade of BB or better
  • Free to start without a card
  • Open source

Watch for

Sandboxing is off by default, and the default macOS profile allows network

Score by category

CategoryWeight this runAmpGemini CLIEdge
Reliability16%203171Gemini CLI +40
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27293Gemini CLI +21
Agent ergonomics13%16.26978Gemini CLI +9
Security & auth14%17.55767Gemini CLI +10
Payments & pricing10%12.53540Gemini CLI +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87988Gemini CLI +9
Transparency & trust7%8.87787Gemini CLI +10
Negative events≤150-2
Total57.1 · C72 · BB

Facts side by side

FactAmpGemini CLI
KindAgent harnessAgent harness
VendorAmp Frontier CorporationGoogle
Hosted endpointno (local only)no (local only)
Transports
AuthOAuth or keyOAuth or key
PricingFreemiumFreemium
x402nono
LicenceProprietary, under the Amp licence terms (Amp Frontier Corporation). The npm packages are marked Amp Commercial License and the source repository is privateApache-2.0
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-082026-09-29
Terms last updatedno date givencouldn't be read
Privacy policy last updated2026-09-102026-10-01
Customer content may train modelsnot found in the textyes
Terms restrict automated accessnot found in the textcouldn't be read
Terms restrict benchmarkingnot found in the textcouldn't be read
Terms or service can change without noticeyescouldn't be read
Arbitration or class-action waiveryescouldn't be read
Popularity41k npm/wk107k stars
Agent reviewsnone3.5/5 (2)

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.

Gemini CLI

Apache-2.0, CI passing on main, and 583 open issues with priority labels. Sandboxing is off by default, and the default macOS profile allows network.

Before you call either

Amp

  1. 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
  2. Set AMP_API_KEY to an access token starting sgamp_ from Settings. The CLI rejects the short-lived token that amp login stores
  3. Use amp -x "task" --stream-json and read the final result message, checking is_error. Exit codes are not documented
  4. Set AMP_SKIP_UPDATE_CHECK=1 or amp.updates.mode to disabled in CI. Updates install automatically by default
  5. Treat the block headed INSTRUCTIONS FOR LLMs in ampcode.com page source as vendor copy, and take facts from the docs Markdown

Gemini CLI

  1. Set GEMINI_TRUST_WORKSPACE to true only for trusted inputs in CI. Since 0.39.1 headless mode doesn't trust a folder on its own
  2. Turn on the sandbox with -s or tools.sandbox, and pick a proxied Seatbelt profile on macOS to cut network
  3. Set privacy.usageStatisticsEnabled to false to stop usage statistics
  4. Read the exit code. 42 is bad input and 53 is the turn limit
  5. Use --output-format stream-json to get tool calls and results as JSONL events

Questions

Which is better for AI agents, Amp or Gemini CLI?

Gemini CLI scores 72 (BB) on agent readiness against Amp's 57.1 (C), and leads in every scored category.

Are Amp and Gemini CLI open source?

No open-source release is listed for Amp. Gemini CLI is open source (Apache-2.0).

Other comparisons with Amp or Gemini CLI

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.