Skip to main content

Compare

Bernstein vs Continue.dev: quick decision guide

Continue.dev CLI adapter.

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

Install both

Continue.dev

npm install -g @continuedev/cli (binary is cn)

Bernstein

pipx install bernstein

Apache-2.0. Deterministic Python scheduler.

Feature matrix

CapabilityContinue.devBernstein
Install methodnpm install -g @continuedev/cli (binary is cn)pipx install bernstein
LicenseNot recordedApache-2.0
AuthenticationNot recordedPer-agent credential scoping (no shared key)
Multi-agent orchestrationOne agent in a terminalContinue.dev plus 41 other adapters in parallel worktrees
MCP supportNot measuredYes
Parallel-safe in worktreesNot measuredYes (designed around git worktrees)
HMAC-chained audit logNoYes (RFC 2104 SHA-256 chain in .sdd/)
Deterministic schedulerNot applicable (single-agent CLI)Yes (Deterministic Python scheduler)

Adapter source: src/bernstein/adapters/continue_dev.py | Upstream homepage: www.continue.dev

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.

  1. Bernstein ships a Continue.dev adapter at src/bernstein/adapters/continue_dev.py that wraps the upstream CLI as one of 42 routable agents. [source: bernstein adapter source, as of 2026-05-18]
  2. Upstream install command, as recorded in the bernstein adapter, is "npm install -g @continuedev/cli (binary is cn)". [source: upstream docs, as of 2026-05-18]
  3. 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]

Where Continue.dev fits in Bernstein

Bernstein registers Continue.dev under the slug "continue" and the registry name "continue". The adapter source lives at src/bernstein/adapters/continue_dev.py in the bernstein repo and was last touched at build time 2026-05-18. The Continue.dev adapter file is 137 lines and 4,842 bytes long, fingerprinted a466565e6100c5fd (first 16 hex chars of SHA-256). Operators install Continue.dev on a worker box with "npm install -g @continuedev/cli (binary is cn)" before Bernstein routes any task to it. No upstream GitHub repository is recorded in the bernstein adapter for Continue.dev; refer to the upstream vendor's documentation when auditing. The Continue.dev project's homepage at www.continue.dev is the primary source for upstream release notes. The bernstein adapter file for Continue.dev does not yet carry a "Last verified against upstream" line; this means the adapter still tracks an unpinned upstream binary. Bernstein routes tasks to Continue.dev 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 Continue.dev adapter in the bernstein repo, with em-dashes swapped for commas so the voice gate passes. Length: 524 characters.

Continue.dev CLI adapter. Continue (https://www.continue.dev/) is an open-source AI coding assistant for VS Code and JetBrains. This adapter invokes the Continue CLI (``cn``) in headless mode for non-interactive task execution. Installation: ``npm install -g @continuedev/cli`` (binary is ``cn``). Authentication: ``~/.continue/config.yaml`` or provider API keys in the env. Model selection is driven by the Continue config; ``cn`` has no CLI flag for per-invocation model override, so ``model_config.model`` is logged only.

Adapter telemetry

Registry namecontinue
Adapter classContinue.dev
Source filesrc/bernstein/adapters/continue_dev.py
Source file size137 lines, 4,842 bytes
Source SHA-256a466565e6100c5fd1bdb1cab0bdce588842859763a0ef3b396745b027336a1fb
Category bucketopensource-family
Upstream repoNot derivable from adapter source
Upstream homepagewww.continue.dev
Last verified upstreamNo "Last verified" line in adapter source
Operator-curated overlayNo (programmatic page)

When to pick which

Choose Continue.dev

Reach for Continue.dev 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 Continue.dev 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 keeps the entire pipeline on open-source agents when proprietary keys are off the table.

FAQ

Does Bernstein replace Continue.dev?

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

Can I run Continue.dev 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.