{"categories":[{"label":"Software Development","url":"https://skillfed.io/packages/category/software-development/13"},{"label":"Build Tools","url":"https://skillfed.io/packages/category/software-development-build-tools/3"},{"label":"Quality Assurance","url":"https://skillfed.io/packages/category/software-development-quality-assurance/3"},{"label":"Distributed Computing","url":"https://skillfed.io/packages/category/system-distributed-computing/2"},{"label":"Code Generators","url":"https://skillfed.io/packages/category/software-development-code-generators"}],"enrichment":{"capability":"Bernstein orchestrates parallel CLI coding agents (Claude Code, Codex, Gemini CLI, and 40+ others) with deterministic replay, cryptographic lineage tracking, and optional audit chains\u2014no LLM in the coordination loop, so runs are reproducible end-to-end.","skillfed_tags":["agent-orchestration","deterministic-replay","audit-trail"],"use_cases":["Run multiple coding agents on the same task in parallel and compare their outputs deterministically, with cryptographic proof of what each agent produced.","Verify that a multi-agent workflow produces identical results when replayed with the same inputs, catching non-determinism at the exact step it occurs.","Build compliance-auditable agent workflows where every step is signed and can be verified offline by a reviewer without access to live infrastructure.","Coordinate agent tasks across a cluster with per-task isolation, ensuring agents cannot interfere with each other's working directories or shared state.","Record and replay agent-driven code generation or testing workflows to debug failures or reproduce issues from a previous run."],"what_it_does":"Bernstein is a deterministic orchestrator for running multiple CLI coding agents in parallel. It coordinates tasks without an LLM in the scheduling loop\u2014meaning a run is reproducible byte-for-byte when replayed with the same inputs and agent outputs. Each coding task runs in its own git worktree, isolated by default; coordination state (the task backlog) is shared and claimed atomically. The package records every run in a replay journal and maintains an always-on lineage spine that tracks lineage-bearing steps; an optional HMAC-chained audit log adds cryptographic receipts you can verify offline without rerunning the orchestration.\n\nIt ships with adapters for Claude Code, Codex, Gemini CLI, and 40+ other agents, plus a generic `--prompt` wrapper. You can watch runs live via a terminal dashboard (`bernstein live`) or browser dashboard (`bernstein gui serve`), and verify determinism by replaying a recorded run and checking for divergence. The package includes air-gap deployment support and is built on fastapi, cryptography, and opentelemetry for observability. It's beta software, solo-maintained, and actively developed; minor versions may change interfaces.","worth_installing":"Yes, if you are orchestrating multiple CLI coding agents and need deterministic replay, cryptographic auditability, and per-task isolation. The low install friction and active maintenance support the use case. No, if you need a stable API\u2014beta status means minor versions may break interfaces, so pin carefully. No, if you are not using CLI agents or do not need replay and audit guarantees."},"id":"bernstein","links":{"html":"https://skillfed.io/packages/bernstein","md":"https://skillfed.io/packages/bernstein.md","pypi":"https://pypi.org/project/bernstein/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-08-14","license_spdx":"Apache-2.0","license_treatment":"permissive","name":"bernstein","python_support":"supports_current","summary":"Deterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, and 40+ more). No model in the coordination loop, so parallel runs in per-task git worktrees replay byte-identically. Signed lineage plus an opt-in HMAC audit chain a reviewer checks offline, without rerunning it. Cluster mode, air-gap deploy."},"popularity":{"monthly_downloads":199587,"position":9704,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"3.15.1"}