sipyourdrink-ltd

sipyourdrink-ltd/bernstein

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

661 stars 61 forks 661 watchers Python Apache License 2.0

agent-framework agent-orchestrator agentic-ai ai-agents ai-coding aider anthropic claude-code cli-tool codex-cli coding-agent deterministic-scheduler hmac-audit llm mcp-server model-context-protocol multi-agent parallel-worktrees python swe-bench

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65 Open Issues Need Help Last updated: Jul 12, 2026

Open Issues Need Help

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community: Submit your orchestration benchmarks to bernstein.run about 2 hours ago

help wanted ai-welcome size/s beginner-friendly hacktoberfest roadmap up-for-grabs evaluation

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

Web UI development — tracking issue + contributor welcome mat about 2 hours ago

documentation enhancement help wanted good first issue ai-welcome size/l beginner-friendly hacktoberfest roadmap web-dashboard P2 up-for-grabs

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

Bug tracking thread — post your debug bundles here about 2 months ago

bug help wanted good first issue ai-welcome beginner-friendly hacktoberfest up-for-grabs

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

RFC: self-driving CI for small-scope drift - escalation ladder + community input wanted about 2 months ago

enhancement help wanted ai-welcome cost ci reliability size/l core hacktoberfest roadmap security P2 adapters observability up-for-grabs evaluation compliance lineage flagship

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(lineage): v2 two-layer storage — parent ref + detached child chain (from discussion #1233) about 2 months ago

enhancement help wanted ai-welcome size/l core beginner-friendly hacktoberfest roadmap security P2 up-for-grabs lifecycle flagship

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(dashboard): installable PWA + tunnel-published mobile access with QR onboarding about 2 months ago

enhancement help wanted good first issue ai-welcome size/xl beginner-friendly hacktoberfest roadmap web-dashboard P2 up-for-grabs flagship

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(eval): calibration log + Brier score for router and judge decisions about 2 months ago

enhancement help wanted ai-welcome size/m hacktoberfest roadmap observability p3 up-for-grabs evaluation

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(cost): criterion-aware retry budget with graceful degradation about 2 months ago

enhancement help wanted ai-welcome cost size/m hacktoberfest roadmap tasks P2 up-for-grabs

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(observability): structured decision log for routing + profile choices about 2 months ago

enhancement help wanted ai-welcome size/m hacktoberfest roadmap P2 observability up-for-grabs routing

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(tasks): agent-initiated abandon primitive with reason ledger about 2 months ago

enhancement help wanted ai-welcome size/l core hacktoberfest P1 roadmap tasks up-for-grabs lifecycle

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(eval): forward-looking synthetic scenario generator about 2 months ago

enhancement help wanted ai-welcome size/l hacktoberfest roadmap P2 tests up-for-grabs evaluation

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(prompts): predicted-delta gate + oscillation guard for prompt evolution about 2 months ago

enhancement help wanted ai-welcome size/m hacktoberfest roadmap P2 up-for-grabs evaluation prompts

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(orchestration): multi-criteria ranking for best-of-N candidates about 2 months ago

enhancement help wanted ai-welcome orchestrator size/m core hacktoberfest roadmap P2 up-for-grabs evaluation

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(routing): per-task criterion profile with operator-overridable weights about 2 months ago

enhancement help wanted ai-welcome size/m core hacktoberfest roadmap P2 up-for-grabs routing

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(quality): blast-radius scorer + reversibility gate on every change about 2 months ago

enhancement help wanted ai-welcome size/m core beginner-friendly hacktoberfest P1 roadmap up-for-grabs

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(hooks): standardised lifecycle hook pipeline (preToolUse / postToolUse / sessionStart / idle / errorOccurred) about 2 months ago

enhancement help wanted roadmap

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(planner): enforce vertical slicing — reject horizontally-phased plans about 2 months ago

enhancement help wanted roadmap

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(cost): per-task spend attribution + soft/hard circuit breakers about 2 months ago

enhancement help wanted roadmap

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(debug): deterministic replay + step-through debugger for past runs about 2 months ago

enhancement help wanted roadmap

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(security): per-tool allowlist + fail-closed policy + read-only profile about 2 months ago

enhancement help wanted roadmap

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(observability): OTLP exporter with GenAI semantic conventions about 2 months ago

enhancement help wanted roadmap

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(audit): one-command compliance evidence pack export (EU AI Act / DORA / FINOS AIGF) about 2 months ago

enhancement help wanted roadmap

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(tasks): atomic claim_next primitive for race-safe shared backlogs about 2 months ago

enhancement help wanted ai-welcome orchestrator size/s P1 roadmap tasks

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(orchestration): self-healing watchdog for stuck prompts, context corruption, and pre-approved confirmations about 2 months ago

enhancement help wanted ai-welcome orchestrator reliability size/m P1 roadmap

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(review): per-adapter perspective assignment + sequential chain coordination mode about 2 months ago

enhancement help wanted ai-welcome orchestrator size/m roadmap P2

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(sessions): fork a running session into a sibling worktree to try alternate paths about 2 months ago

enhancement help wanted orchestrator size/l roadmap P2

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(communication): directed 1:1 channels between agent sessions with @mention wakeups about 2 months ago

enhancement help wanted orchestrator size/m roadmap P2

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(autofix): auto-route PR review comments back to the spawning agent about 2 months ago

enhancement help wanted ai-welcome orchestrator size/m P1 roadmap

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat(dashboard): live terminal peek with send-bar and 4-tile multi-session view about 2 months ago

enhancement help wanted size/l roadmap web-dashboard P2

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat: A2A v1.0 signed Agent Card (JWS over JCS, ES256/Ed25519, RFC-8707) 2 months ago

enhancement help wanted security

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

shared team config via a git repo 2 months ago

enhancement help wanted config

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat: shared whiteboard primitive for concurrent multi-agent reads/writes 2 months ago

enhancement help wanted core

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

agent-step journal with replay and fork 2 months ago

enhancement help wanted observability

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat: nightly contamination-resistant eval (SWE-bench Pro + Terminal-Bench 2.0) 2 months ago

enhancement help wanted testing

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

PR review with parallel reviewers and optional autofix 2 months ago

enhancement help wanted core

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat: enforce prompt-cache locality with prefix-hash drift counter 2 months ago

enhancement help wanted cost

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

per-repo memory and a community skills library 2 months ago

enhancement help wanted cli

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

code wiki and grounded Q&A over a local repo 2 months ago

enhancement help wanted mcp

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

Document run-savings summary and the h_ handoff token prefix 2 months ago

documentation help wanted

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat: `bernstein analyze` — assess repo readiness for multi-agent orchestration 2 months ago

enhancement help wanted good first issue size/s beginner-friendly hacktoberfest cli

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat: `bernstein export` — generate shareable HTML run report with charts 2 months ago

enhancement help wanted good first issue size/s beginner-friendly hacktoberfest cli

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat: improve `bernstein init` wizard with adapter detection and first-run guide 2 months ago

enhancement help wanted good first issue size/s beginner-friendly hacktoberfest cli

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat: AGENTS.md generator with cross-CLI rewrite for cursor/claude-code/aider/goose 2 months ago

enhancement help wanted core

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

media: record 3-minute demo video showing Bernstein orchestrating 5 agents 2 months ago

documentation help wanted size/m hacktoberfest P2 python

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: real-workload benchmark wanted — Bernstein vs single-agent on YOUR codebase 2 months ago

documentation enhancement help wanted hacktoberfest

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: adapter spotlight — write a deep-dive on the Codex adapter 2 months ago

documentation help wanted adapter hacktoberfest

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: how-to wanted — migrate requirements.txt to pyproject.toml across a Python monorepo 2 months ago

documentation help wanted hacktoberfest python

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: how-to wanted — backfill TypeScript types into a JS codebase with multi-agent orchestration 2 months ago

documentation help wanted good first issue hacktoberfest

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: how-to wanted — refactor a React codebase with Claude Code in parallel 2 months ago

documentation help wanted good first issue hacktoberfest claude-code

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: Bernstein vs AutoGen / Microsoft Agent Framework — write the comparison post 2 months ago

documentation help wanted hacktoberfest enterprise

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: Bernstein vs CrewAI — write the comparison post under your byline 2 months ago

documentation help wanted hacktoberfest

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: Bernstein vs LangGraph — write the comparison post under your byline 2 months ago

documentation help wanted hacktoberfest

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

docs: add "Who Uses Bernstein" section with use cases and testimonials 2 months ago

documentation help wanted size/s beginner-friendly hacktoberfest up-for-grabs

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: Record a 90-second adapter screencast and get embedded on the docs page 2 months ago

documentation help wanted good first issue beginner-friendly hacktoberfest up-for-grabs

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: Bernstein workflow cookbook — contribute a named workflow YAML 2 months ago

documentation help wanted good first issue beginner-friendly hacktoberfest up-for-grabs

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: write-a-tutorial program — community tutorials featured on project site 2 months ago

documentation help wanted size/s beginner-friendly hacktoberfest up-for-grabs

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: project showcase — share what you built with Bernstein 2 months ago

help wanted size/s beginner-friendly hacktoberfest up-for-grabs

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: Write a 'How I Use Bernstein' blog post for bernstein.run 2 months ago

help wanted size/s beginner-friendly hacktoberfest up-for-grabs

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

docs: Write an adapter integration guide and get credited on bernstein.run 2 months ago

help wanted good first issue size/s beginner-friendly hacktoberfest up-for-grabs

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: 'First 30 days with Bernstein' diary — non-engineer authors wanted 2 months ago

documentation help wanted

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: Author a 'Bernstein vs ' comparison post under your byline 2 months ago

documentation help wanted hacktoberfest

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: Case study program — be the subject of a Bernstein case study on bernstein.run 2 months ago

documentation help wanted

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

community: Adopt-an-Adapter program — volunteer maintainers for each CLI agent adapter 2 months ago

help wanted adapter size/s beginner-friendly hacktoberfest

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

feat: `bernstein benchmark` — measure and compare orchestration speed vs manual development 2 months ago

enhancement help wanted good first issue size/s beginner-friendly hacktoberfest cli testing

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench

docs: create enterprise evaluation checklist and security model documentation 2 months ago

documentation help wanted good first issue size/m beginner-friendly hacktoberfest enterprise P2 python

sipyourdrink-ltd/bernstein

661

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

Python

#agent-framework#agent-orchestrator#agentic-ai#ai-agents#ai-coding#aider#anthropic#claude-code#cli-tool#codex-cli#coding-agent#deterministic-scheduler#hmac-audit#llm#mcp-server#model-context-protocol#multi-agent#parallel-worktrees#python#swe-bench