bernstein.run valid
Bernstein
Bernstein is the open-source governance layer for AI agents, with a deterministic scheduler driving CLI coding agents (Claude Code, Codex, Gemini CLI, and 40+ more). Scheduling is plain Python - no LLM in the coordination loop - so runs are reproducible end to end. Every task runs in its own git worktree behind lint/type/test gates. An always-on lineage spine and replay journal record what happened; an opt-in HMAC-chained audit log and signed receipts let a reviewer who did not execute the run c
- Authority
- 46 reach 0 · trust 6 · quality 25 · freshness 15
- Tier
- listed
- llms.txt
- https://bernstein.run/llms.txt
- llms-full.txt
- https://bernstein.run/llms-full.txt
- Sections
- 8
- Links
- 58
- Size
- 13940 bytes
- Registered
- 2026-04-14
- Country
- — Publisher location unknown; CDN address excluded
- Country evidence
- No published address evidence collected yet
- Categories
- AI and machine learning
- For agents
- Interface: a documented API or declared MCP endpoint an agent can call
- First seen
- 2026-10-24T18:32:50.016Z
- Last checked
- 2026-10-24T18:32:51.866Z
- Badge
Their llms.txt
The beginning of the file, from our validated copy saved 2026-10-24T18:32:50.020Z. Cached copy · Source on bernstein.run
# Bernstein
> Bernstein is the open-source governance layer for AI agents, with a deterministic scheduler driving CLI coding agents (Claude Code, Codex, Gemini CLI, and 40+ more). Scheduling is plain Python - no LLM in the coordination loop - so runs are reproducible end to end. Every task runs in its own git worktree behind lint/type/test gates. An always-on lineage spine and replay journal record what happened; an opt-in HMAC-chained audit log and signed receipts let a reviewer who did not execute the run check it offline, without rerunning it. Signature and hash-chain checks read the on-disk records alone; the HMAC leg needs the key the chain was written with. Cluster mode and an air-gap install profile included. Apache-2.0. Status: beta, solo-maintained - pin the version you depend on. Built by Alex Chernysh.
## What you get
- [No server to provision](https://bernstein.run/q/self-hosted-ai-coding-agent-orchestrator): State is file-based (`.sdd/`); the orchestrator and every agent it spawns run on your machine
- [Per-agent credential scoping](https://bernstein.run/q/how-does-bernstein-scope-permissions): An agent sees only the environment it declared needing, so one agent's keys stay out of the others' processes
- [Pluggable sandbox backends](https://bernstein.run/q/what-sandbox-backends-does-bernstein-support): Docker, E2B, Modal, Blaxel, Cloudflare, Daytona, Runloop, Vercel - on top of the local git-worktree default
Cloud artifact sinks, progressive skill packs, and Cloudflare cloud execution are available on top of the same defaults.
## Docs
- [Documentation](https://docs.bernstein.run/): Full technical documentation
- [Architecture](https://docs.bernstein.run/en/latest/architecture/): System architecture and design
- [Getting Started](https://docs.bernstein.run/en/latest/getting-started/): Installation and quickstart
- [Adapter Guide](https://docs.bernstein.run/en/latest/adapters/ADAPTER_GUIDE/): Supported agents and how to add your own
- [API Reference](https://docs.bernstein.run/en/latest/reference/openapi-reference/): Task server REST API
- [Cloudflare Guide](https://docs.bernstein.run/en/latest/cloudflare/cloudflare-overview/): Cloud execution on Cloudflare Workers
- [Configuration](https://docs.bernstein.run/en/latest/operations/CONFIG/): bernstein.yaml reference
- [CHANGELOG](https://docs.bernstein.run/en/latest/CHANGELOG/): Release notes per version
## Site pages
- [Why Bernstein](https://bernstein.run/why-bernstein): What the governance layer covers, and what an auditable run buys you
- [Cost calculator](https://bernstein.run/cost): Token-bill estimator for a Bernstein run with the contextual bandit router enabled; shows the per-model cost band against an unrouted baseline
- [Adapter comparisons](https://bernstein.run/vs): Index of side-by-side feature matrices for every supported CLI agent (Aider, Claude Code, Codex, Cursor, Gemini, OpenAI Agents SDK, and more)
- [CLI quickstart](https://bernstein.run/cli-quickstart): Mini
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| Domain | Title | Category | Country | Authority | llms.txt | llms-full.txt | Save |
|---|---|---|---|---|---|---|---|
| astropods.com | Astropods | documentation AI and machine learning AI agents and MCP | — | 48 | ✓ | ✓ | |
| warp.dev | Warp | documentation Developer tools AI agents and MCP | US | 66 | ✓ | ✓ | |
| emdash.com | Emdash | documentation AI agents and MCP Developer tools +1 | US | 52 | ✓ | ||
| claude.com | Claude Code Docs | documentation Developer tools AI and machine learning +1 | US | 73 | ✓ | ✓ | |
| wippy.ai | Wippy | documentation AI and machine learning AI agents and MCP +2 | — | 50 | ✓ | ✓ | |
| ellipsis.dev | Ellipsis | interface Infrastructure AI agents and MCP +1 | US | 57 | ✓ | ✓ | |
| agenta.ai | Agenta | documentation AI and machine learning AI agents and MCP +1 | DE | 51 | ✓ | ||
| strandsagents.com | Strands Agents | documentation AI and machine learning AI agents and MCP +2 | US | 60 | ✓ | ✓ |
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