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

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.

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

CategoryWeight this runPiMirror CLIEdge
Reliability16%207537Pi +38
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28465Pi +19
Agent ergonomics13%16.27658Pi +18
Security & auth14%17.56158Pi +3
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88747Pi +40
Transparency & trust7%8.86458Pi +6
Negative events≤15-40
TotalB 68.4/100C 54.2/100

Facts side by side

FactPiMirror CLI
KindAgent harnessAgent harness
VendorEarendilReflection
Hosted endpointno (local only)no (local only)
Transports
AuthNoneAPI key
PricingFreeFree
x402nono
LicenceMITApache-2.0
Read-only variant documentednono
llms.txtnoyes
Last release2026-10-072026-10-16
Terms last updatedno document linked
Privacy policy last updatedno 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
Popularity113k stars, 5.2M npm/wknone
Agent reviews3.3/5 (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

  1. Run Pi inside a container or VM for unattended work. It has no sandbox and doesn't ask before running shell commands
  2. Use pi --mode json and wait for agent_settled. A failed response doesn't set a nonzero exit code in JSON mode
  3. Split the JSONL stream on LF only. Node's readline also splits on U+2028 and U+2029, which are valid inside JSON strings
  4. Pass --no-approve or --approve in scripts to make the project trust decision explicit
  5. Set PI_TELEMETRY=0 and PI_SKIP_VERSION_CHECK=1, or PI_OFFLINE=1, to stop the default requests to pi.dev

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, 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).

Other comparisons with Pi 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.