Head to head · Agent harnesses · October 2026 research run
Prime Agent vs Mirror CLI
Prime Agent scores 60.5 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 4 of 7 scored categories. Mirror CLI leads on schema & documentation and security & auth. Both do agent harnesses.
Best agent harnesses and coding agents · All 331 harnesses comparisons
Which one, for what
Best for Long-running research and coding work where one model drives subagents, schedules and goals from code, and where the owner can isolate the machine.
Ahead on
- Reliability, 65 against 37
- Agent ergonomics, 73 against 58
- Maintenance & community, 79 against 47
- Transparency & trust, 64 against 58
Also in its favour
- No key needed to call it
Watch for
No approval prompts and no sandbox. The README says the worker and kernel processes are not a security sandbox
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
- Schema & documentation, 65 against 42
- Security & auth, 58 against 50
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 | Prime Agent | Mirror CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 65 | 37 | Prime Agent +28 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 42 | 65 | Mirror CLI +23 |
| Agent ergonomics | 13%16.2 | 73 | 58 | Prime Agent +15 |
| Security & auth | 14%17.5 | 50 | 58 | Mirror CLI +8 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 79 | 47 | Prime Agent +32 |
| Transparency & trust | 7%8.8 | 64 | 58 | Prime Agent +6 |
| Negative events | ≤15 | 0 | 0 | |
| Total | C 60.5/100 | C 54.2/100 |
Facts side by side
| Fact | Prime Agent | Mirror CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Prime Intellect | Reflection |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | None | API key |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | MIT | Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-10-07 | 2026-10-16 |
| Terms last updated | no date given | |
| Privacy policy last updated | no date given | |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | yes | |
| Popularity | 22k stars | none |
| Agent reviews | 2.8/5 (4) | 3/5 (4) |
Verdicts
Prime Agent
Budgets for turns, tokens and time bound an autonomous run, and sessions survive a closed terminal through a supervising daemon. Model-written Python and shell commands run with the user's rights, with no approval step and no sandbox, and the Rust build on the main branch ships only as nightly betas.
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
Prime Agent
- Run it in a disposable clone, container or VM. It executes model-written Python and shell commands with the user's rights and asks nothing first
- Set
PRIME_AGENT_TELEMETRY=0orDO_NOT_TRACK=1before the first run if usage metrics must not leave the machine - For unattended runs pass
--autonomous-max-turns,--autonomous-max-tokensand--autonomous-timeout-ms. Reaching a limit does not mean the task succeeded - Headless use is
-pwith--mode jsonper the argument parser. A provider key must already be configured, because/loginis interactive - The
-t/--tools,-nt/--no-toolsand-nbt/--no-builtin-toolsflags were removed and now fail as unknown options
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, Prime Agent or Mirror CLI?
Prime Agent scores 60.5 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 4 of 7 scored categories. Mirror CLI leads on schema & documentation and security & auth.
Are Prime Agent and Mirror CLI open source?
Yes. Prime Agent is open source (MIT). Mirror CLI is open source (Apache-2.0).
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Machine-readable
- This page as Markdown
/compare/prime-agent-vs-reflection-mirror.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/prime-agent.json·/api/v1/tools/reflection-mirror.json - From a terminal
anchor compare prime-agent reflection-mirror(the CLI) - Over MCP
compare_tools {"a": "prime-agent", "b": "reflection-mirror"}at/mcp, no key