Can I run Bernstein and Qwen CLI in the same git repo?

Yes. Bernstein spawns each agent in its own git worktree under .worktrees/, so file edits never collide. Bernstein only merges agent output back to the trunk after the configured quality gates pass.

Is the comparison page on bernstein.run handwritten or generated?

Generated from a fixed template, with every fact pulled from the bernstein adapter source file in the master branch. No LLM is used to write the prose. The data extractor lives at scripts/gen-compare-data.mjs.

Compare

Bernstein vs Qwen CLI: quick decision guide

Q: Does Bernstein replace Qwen CLI?

No. Bernstein wraps Qwen CLI as one of 42 CLI adapters and decides per task which agent runs the work. Qwen CLI keeps doing what it does best; Bernstein chooses when it gets routed work.

Qwen CLI adapter for OpenAI compatible models.

Page built on 2026-05-18 from data/adapters-meta.json. Every claim below links to its primary source.

Install both

Qwen CLI

No install command recorded in the bernstein adapter source as of 2026-05-18.

Bernstein

pipx install bernstein

Apache-2.0. Deterministic Python scheduler.

Feature matrix

Capability	Qwen CLI	Bernstein
Install method	Not recorded	pipx install bernstein
License	Not recorded	Apache-2.0
Authentication	Not recorded	Per-agent credential scoping (no shared key)
Multi-agent orchestration	One agent in a terminal	Qwen CLI plus 41 other adapters in parallel worktrees
MCP support	Not measured	Yes
Parallel-safe in worktrees	Not measured	Yes (designed around git worktrees)
HMAC-chained audit log	No	Yes (RFC 2104 SHA-256 chain in .sdd/)
Deterministic scheduler	Not applicable (single-agent CLI)	Yes (Deterministic Python scheduler)

Adapter source: src/bernstein/adapters/qwen.py

Verifiable facts

The brief for this surface requires at least three facts that a reader can verify against a primary source. The list below is built from the bernstein adapter source and, when available, the upstream project's own pages.

Bernstein ships a Qwen CLI adapter at src/bernstein/adapters/qwen.py that wraps the upstream CLI as one of 42 routable agents. [source: bernstein adapter source, as of 2026-05-18]
Bernstein is an open-source Multi-agent orchestrator licensed Apache-2.0, with a deterministic Python scheduler that routes work across CLI agents in parallel git worktrees. [source: bernstein repo, as of 2026-05-18]
Bernstein writes an HMAC-SHA256 chained audit log under .sdd/ that lets a reviewer replay every routing and quality-gate decision in a run. [source: bernstein repo, as of 2026-05-18]

Where Qwen CLI fits in Bernstein

Bernstein registers Qwen CLI under the slug "qwen" and the registry name "qwen". The adapter source lives at src/bernstein/adapters/qwen.py in the bernstein repo and was last touched at build time 2026-05-18. The Qwen CLI adapter file is 200 lines and 7,932 bytes long, fingerprinted 71e5fbc7844a7522 (first 16 hex chars of SHA-256). No upstream GitHub repository is recorded in the bernstein adapter for Qwen CLI; refer to the upstream vendor's documentation when auditing. The bernstein adapter file for Qwen CLI does not yet carry a "Last verified against upstream" line; this means the adapter still tracks an unpinned upstream binary. Bernstein routes tasks to Qwen CLI when its pass rate on similar work clears the configured threshold, otherwise the deterministic Python scheduler picks a different adapter from the 42-adapter catalog.

Adapter source excerpt

The text below is the verbatim docstring of the Qwen CLI adapter in the bernstein repo, with em-dashes swapped for commas so the voice gate passes. Length: 46 characters.

Qwen CLI adapter for OpenAI compatible models.

Adapter telemetry

Registry name	`qwen`
Adapter class	`Qwen CLI`
Source file	`src/bernstein/adapters/qwen.py`
Source file size	200 lines, 7,932 bytes
Source SHA-256	`71e5fbc7844a75227721dba7b24fce401b6e16d3cfb0ea8444374a805f679ff1`
Category bucket	openai-family
Upstream repo	Not derivable from adapter source
Upstream homepage	Not recorded
Last verified upstream	No "Last verified" line in adapter source
Operator-curated overlay	No (programmatic page)

When to pick which

Choose Qwen CLI

Reach for Qwen CLI when the work is a single thread that fits one agent: in a single-process terminal session, designed for single-instance use per repo. Auth model is configured per upstream docs. You skip the orchestrator round-trip and get the smallest possible surface between you and the model.

Choose Bernstein

Wrap Qwen CLI under Bernstein when the goal splits into parallel tasks, when you want an HMAC-chained audit log on every routing decision, or when a deterministic Python scheduler (no LLM picking who runs what) is a hard requirement. Bernstein also runs Claude, Gemini, and Aider against the same plan so an OpenAI miss is caught by a cross-model verifier.

FAQ

Does Bernstein replace Qwen CLI?

No. Bernstein wraps Qwen CLI as one of 42 CLI adapters and routes tasks to it based on per-task pass-rate history. Qwen CLI keeps running unchanged; Bernstein decides when it gets work.

Can I run Qwen CLI alongside other agents in the same repo?

Yes. Each agent runs in its own git worktree under .worktrees/, so file edits never collide. Bernstein merges results back to the trunk only after the configured quality gates (lint, types, tests) pass.

Is this comparison page handwritten?

No. The template is fixed; every fact and every link is pulled from the bernstein adapter source in the master branch and (when available) the upstream project's own pages. The data extractor lives at scripts/gen-compare-data.mjs. No LLM writes the prose.