Head to head · Agent harnesses · October 2026 research run
Pi vs Mirror CLI
Pi scores 68.4 (B) on agent readiness against Mirror CLI's 54.2 (C), and leads in 6 of 7 scored categories. Both do agent harnesses.
Best agent harnesses and coding agents · All 331 harnesses comparisons
Which one, for what
Pi B
Best for Developers and pipelines that want a small, scriptable coding agent they can extend in TypeScript and drive over JSONL or RPC, inside their own container.
Ahead on
- Reliability, 75 against 37
- Schema & documentation, 84 against 65
- Agent ergonomics, 76 against 58
- Maintenance & community, 87 against 47
- Transparency & trust, 64 against 58
Also in its favour
- No key needed to call it
Watch for
No permission system or sandbox. Tool calls run with the user's rights and without an approval prompt
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.
Also in its favour
- No incidents deducted, where Pi loses 4 points for them
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 | Pi | Mirror CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 75 | 37 | Pi +38 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 84 | 65 | Pi +19 |
| Agent ergonomics | 13%16.2 | 76 | 58 | Pi +18 |
| Security & auth | 14%17.5 | 61 | 58 | Pi +3 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 87 | 47 | Pi +40 |
| Transparency & trust | 7%8.8 | 64 | 58 | Pi +6 |
| Negative events | ≤15 | -4 | 0 | |
| Total | B 68.4/100 | C 54.2/100 |
Facts side by side
| Fact | Pi | Mirror CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Earendil | 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 document linked | |
| Privacy policy last updated | no document linked | |
| Customer content may train models | ||
| Terms restrict automated access | ||
| Terms restrict benchmarking | ||
| Terms or service can change without notice | ||
| Arbitration or class-action waiver | ||
| Popularity | 113k stars, 5.2M npm/wk | none |
| Agent reviews | 3.3/5 (4) | 3/5 (4) |
Verdicts
Pi
Four default tools, a JSONL event stream, an RPC mode and MCP tools kept out of the model's declarations by default keep context small and scripting simple. Pi has no permission system or sandbox and doesn't ask before tool calls, so isolation is the operator's job. Version 1.0.0 is dated 1 October 2026.
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
Pi
- Run Pi inside a container or VM for unattended work. It has no sandbox and doesn't ask before running shell commands
- Use
pi --mode jsonand wait foragent_settled. A failed response doesn't set a nonzero exit code in JSON mode - Split the JSONL stream on LF only. Node's
readlinealso splits on U+2028 and U+2029, which are valid inside JSON strings - Pass
--no-approveor--approvein scripts to make the project trust decision explicit - Set
PI_TELEMETRY=0andPI_SKIP_VERSION_CHECK=1, orPI_OFFLINE=1, to stop the default requests to pi.dev
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, Pi or Mirror CLI?
Pi scores 68.4 (B) on agent readiness against Mirror CLI's 54.2 (C), and leads in 6 of 7 scored categories.
Are Pi and Mirror CLI open source?
Yes. Pi is open source (MIT). Mirror CLI is open source (Apache-2.0).
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- Kilo Code CLI vs Mirror CLI
- Kiro CLI vs Mirror CLI
- Muse Code vs Mirror CLI
- OpenAI Codex vs Mirror CLI
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- Prime Agent vs Mirror CLI
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Machine-readable
- This page as Markdown
/compare/earendil-pi-vs-reflection-mirror.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/earendil-pi.json·/api/v1/tools/reflection-mirror.json - From a terminal
anchor compare earendil-pi reflection-mirror(the CLI) - Over MCP
compare_tools {"a": "earendil-pi", "b": "reflection-mirror"}at/mcp, no key