Head to head · Agent harnesses · October 2026 research run

Devin vs Mirror CLI

Devin scores 55.7 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 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

Devin C

Best for A team that wants to hand whole tasks to a cloud agent and collect pull requests, driven from a pipeline or another agent.

Ahead on

  • Schema & documentation, 80 against 65
  • Security & auth, 72 against 58
  • Maintenance & community, 63 against 47
  • Transparency & trust, 69 against 58

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

www.devinstatus.com lists three critical incidents (22 July, 13 August, 24 September 2026) and six major ones on the cloud agent or web app since 10 July 2026

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

  • Reliability, 37 against 30
  • Payments & pricing, 60 against 20

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

CategoryWeight this runDevinMirror CLIEdge
Reliability16%203037Mirror CLI +7
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28065Devin +15
Agent ergonomics13%16.26258Devin +4
Security & auth14%17.57258Devin +14
Payments & pricing10%12.52060Mirror CLI +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86347Devin +16
Transparency & trust7%8.86958Devin +11
Negative events≤1500
TotalC 55.7/100C 54.2/100

Facts side by side

FactDevinMirror CLI
KindAgent harnessAgent harness
VendorCognition AI, Inc.Reflection
Hosted endpointhttps://mcp.devin.ai/mcpno (local only)
TransportsHTTP
AuthAPI keyAPI key
PricingFreemiumFree
x402nono
LicenceProprietary service under Cognition's Platform Terms of ServiceApache-2.0
Tools exposed13none
Read-only variant documentedyesno
llms.txtyesyes
Last release2026-10-072026-10-16
Terms last updated2026-06-30
Privacy policy last updated2026-03-09
Customer content may train modelsyes, with an opt-out
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingyes
Terms or service can change without noticenot found in the text
Arbitration or class-action waiveryes
Agent reviewsnone3/5 (4)

Verdicts

Devin

The v3 API is well specified, with a public OpenAPI 3.1 file covering 239 operations, problem+json errors, cursor pagination and service-user keys tied to roles. The status page records three critical and several major incidents on the cloud agent between 22 July and 24 September 2026, and no rate limit figures or retry guidance were found in the reviewed documentation.

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

Devin

  1. Use a cog_ service-user key with the Member role. Legacy apk_ keys fail against v3 and the MCP server with 401 or 403
  2. Set max_acu_limit on every session you create. Usage is metered by the work done and has no published unit rate
  3. Session creation is not idempotent in v3. After a timeout, list sessions by tag before creating again
  4. Enterprise keys and personal access tokens must send X-Org-Id to the MCP server. Organisation-scoped keys resolve it automatically
  5. Create scheduled work as an automation. POST to the schedules endpoint returns 403 for migrated organisations since 24 September 2026

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, Devin or Mirror CLI?

Devin scores 55.7 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on reliability and payments & pricing.

Are Devin and Mirror CLI open source?

No open-source release is listed for Devin. Mirror CLI is open source (Apache-2.0).

Other comparisons with Devin or Mirror 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.