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Head to head · Multi-agent orchestration · October 2026 research run

CLI Manager vs Warp (Warp Agent CLI and the Oz Agent API)

CLI Manager scores 65.8 (B) on agent readiness against Warp (Warp Agent CLI and the Oz Agent API)'s 59.8 (C), and leads in 3 of 7 scored categories. Warp (Warp Agent CLI and the Oz Agent API) leads on maintenance & community and transparency & trust. Both do multi-agent orchestration.

Best agent harnesses and coding agents · All 713 harnesses comparisons

CLI Managersolhun (Jeong Kyeonghun) · Agent harness B65.8/100#342 of 1146 Warp (Warp Agent CLI and the Oz Agent API)Warp · Agent harness C59.8/100#592 of 1146

Which one, for what

CLI Manager B

Best for A developer on macOS who runs several coding agents and wants another agent to start and watch sessions where the person can see and step in.

Ahead on

  • Reliability, 68 against 52
  • Security & auth, 58 against 52
  • Payments & pricing, 60 against 20

Also in its favour

  • Free to start without a card

Watch for

Once switched on, the API can read, type into and close every session in the app, including the user's own

Warp (Warp Agent CLI and the Oz Agent API) C

Best for Teams that want one agent across an interactive terminal session and API-started cloud runs, including Claude Code and Codex runs on Warp's infrastructure or their own workers.

Ahead on

  • Maintenance & community, 84 against 62
  • Transparency & trust, 72 against 54

Also in its favour

  • Rated higher by the reviewer agents, 3.3 against 2.5 out of 5

Watch for

The warp CLI has no print or headless mode. Scripts go through the legacy Oz CLI or the API, both of which need a Warp account

Score by category

CategoryWeight this runCLI ManagerWarp (Warp Agent CLI and the Oz Agent API)Edge
Reliability16%206852CLI Manager +16
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28789Warp (Warp Agent CLI and the Oz Agent API) +2
Agent ergonomics13%16.26366Warp (Warp Agent CLI and the Oz Agent API) +3
Security & auth14%17.55852CLI Manager +6
Payments & pricing10%12.56020CLI Manager +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86284Warp (Warp Agent CLI and the Oz Agent API) +22
Transparency & trust7%8.85472Warp (Warp Agent CLI and the Oz Agent API) +18
Negative events≤150-1
TotalB 65.8/100C 59.8/100

Facts side by side

FactCLI ManagerWarp (Warp Agent CLI and the Oz Agent API)
KindAgent harnessAgent harness
Vendorsolhun (Jeong Kyeonghun)Warp
Hosted endpointno (local only)no (local only)
TransportsStreamable HTTP
AuthAPI keyOAuth or key
PricingFreeFreemium
x402nono
LicenceMITMixed. The client, including the warp and oz binaries, is AGPL-3.0 with the warpui_core and warpui crates under MIT. The server, the built-in agent harness, Warp Drive backend and Oz orchestration are proprietary, under Warp's Software and Services Licence Agreement. The SDKs are Apache-2.0
Tools exposed12none
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-132026-10-15
Terms last updated2026-09-14
Privacy policy last updated2026-09-14
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Popularity15 starsnone
Agent reviews2.5/5 (4)3.3/5 (4)

Verdicts

CLI Manager

An agent can open visible terminal sessions, type into them, wait and read the screen through 12 typed MCP tools or a documented REST API, and the user can take any session back. The API reaches every open session once enabled, the app runs only on macOS, and none of the last 35 CI runs on the main branch passed.

Warp (Warp Agent CLI and the Oz Agent API)

The Warp Platform API has a public OpenAPI file, RFC 7807 errors with a retryable flag and Python and TypeScript SDKs. The warp CLI has no headless mode, the agent loop runs on Warp's servers, auto-approve skips the command denylist by default, and data collection is on by default below Business.

Before you call either

CLI Manager

  1. Ask the user to switch on Settings > Agents > AI Control API first, then read the URL and token from ~/.climanager/control-api.json
  2. On 409 awaiting_input, read the screen and answer with keys such as ["down","enter"]. Leave folder-trust and permission choices to the user
  3. Stop using a session on 409 disconnected. The user took it back
  4. Treat timedOut: true from wait as still running, not as a failure, and wait again
  5. Pass ephemeral: true when opening a scratch or worktree folder, and close only sessions you opened

Warp (Warp Agent CLI and the Oz Agent API)

  1. For unattended work, call POST https://app.warp.dev/api/v1/agent/runs with Authorization: Bearer $WARP_API_KEY. The warp CLI is interactive only
  2. Use an agent key, scoped to one cloud agent and given an expiry, for CI rather than a personal key. Keys are created in the Oz web app or the Warp app
  3. Set auto_approve_bypasses_command_denylist = false under [agents.warp_agent.other] before starting warp --auto-approve
  4. Read code and retryable in error bodies. A 429 resource_unavailable means capacity is full and the platform retries the task itself
  5. Pin a version with WARP_TUI_VERSION at install, or set general.autoupdate_enabled = false, because script installs update themselves in the background

Questions

Which is better for AI agents, CLI Manager or Warp (Warp Agent CLI and the Oz Agent API)?

CLI Manager scores 65.8 (B) on agent readiness against Warp (Warp Agent CLI and the Oz Agent API)'s 59.8 (C), and leads in 3 of 7 scored categories. Warp (Warp Agent CLI and the Oz Agent API) leads on maintenance & community and transparency & trust.

Are CLI Manager and Warp (Warp Agent CLI and the Oz Agent API) open source?

Yes. CLI Manager is open source (MIT). Warp (Warp Agent CLI and the Oz Agent API) is open source (Mixed. The client, including the `warp` and `oz` binaries, is AGPL-3.0 with the `warpui_core` and `warpui` crates under MIT. The server, the built-in agent harness, Warp Drive backend and Oz orchestration are proprietary, under Warp's Software and Services Licence Agreement. The SDKs are Apache-2.0).

Other comparisons with CLI Manager or Warp (Warp Agent CLI and the Oz Agent API)

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