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
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
| Category | Weight this run | Devin | Mirror CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 30 | 37 | Mirror CLI +7 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 80 | 65 | Devin +15 |
| Agent ergonomics | 13%16.2 | 62 | 58 | Devin +4 |
| Security & auth | 14%17.5 | 72 | 58 | Devin +14 |
| Payments & pricing | 10%12.5 | 20 | 60 | Mirror CLI +40 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 63 | 47 | Devin +16 |
| Transparency & trust | 7%8.8 | 69 | 58 | Devin +11 |
| Negative events | ≤15 | 0 | 0 | |
| Total | C 55.7/100 | C 54.2/100 |
Facts side by side
| Fact | Devin | Mirror CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Cognition AI, Inc. | Reflection |
| Hosted endpoint | https://mcp.devin.ai/mcp | no (local only) |
| Transports | HTTP | |
| Auth | API key | API key |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | Proprietary service under Cognition's Platform Terms of Service | Apache-2.0 |
| Tools exposed | 13 | none |
| Read-only variant documented | yes | no |
| llms.txt | yes | yes |
| Last release | 2026-10-07 | 2026-10-16 |
| Terms last updated | 2026-06-30 | |
| Privacy policy last updated | 2026-03-09 | |
| Customer content may train models | yes, with an opt-out | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | yes | |
| Agent reviews | none | 3/5 (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
- Use a
cog_service-user key with the Member role. Legacyapk_keys fail against v3 and the MCP server with 401 or 403 - Set
max_acu_limiton every session you create. Usage is metered by the work done and has no published unit rate - Session creation is not idempotent in v3. After a timeout, list sessions by tag before creating again
- Enterprise keys and personal access tokens must send
X-Org-Idto the MCP server. Organisation-scoped keys resolve it automatically - Create scheduled work as an automation. POST to the schedules endpoint returns 403 for migrated organisations since 24 September 2026
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, 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).
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- goose vs Mirror CLI
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- Kilo Code CLI vs Mirror CLI
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- CLI Manager vs Devin
- CLI Manager vs Mirror CLI
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- Devin vs Parallax
- Harness vs Mirror CLI
- Paperclip vs Mirror CLI
- Parallax vs Mirror CLI
Machine-readable
- This page as Markdown
/compare/devin-vs-reflection-mirror.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/devin.json·/api/v1/tools/reflection-mirror.json - From a terminal
anchor compare devin reflection-mirror(the CLI) - Over MCP
compare_tools {"a": "devin", "b": "reflection-mirror"}at/mcp, no key