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

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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

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 help wanted ai-welcome orchestrator size/m core

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 help wanted ai-welcome adapter size/m up-for-grabs

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

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
enhancement help wanted ai-welcome size/l core cli up-for-grabs

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
enhancement help wanted ai-welcome size/m core up-for-grabs

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 good first issue adapter size/s up-for-grabs

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 good first issue size/s up-for-grabs

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

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

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

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 help wanted ai-welcome orchestrator size/l core up-for-grabs

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

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

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 help wanted ai-welcome orchestrator reliability size/m core up-for-grabs

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
good first issue size/s adapters up-for-grabs

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 good first issue ai-welcome ci size/s up-for-grabs

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

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

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
enhancement help wanted ai-welcome size/l core security P2 up-for-grabs

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 good first issue ai-welcome size/s core security up-for-grabs

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 good first issue ai-welcome size/s cli

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
documentation help wanted good first issue ai-welcome size/m beginner-friendly docs

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

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
enhancement help wanted ai-welcome size/m lineage knowledge verifiability

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 help wanted ai-welcome ci reliability size/m up-for-grabs

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
documentation help wanted size/xs up-for-grabs

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
documentation enhancement help wanted ai-welcome size/m up-for-grabs

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
documentation help wanted ai-welcome size/m

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
documentation good first issue ai-welcome size/s

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

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

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
good first issue size/s core security

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
enhancement help wanted good first issue ai-welcome size/s web-dashboard up-for-grabs volunteer-ok

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
enhancement good first issue ai-welcome size/s core tasks up-for-grabs

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

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
good first issue size/s core security up-for-grabs

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
help wanted adapter size/m P1 security up-for-grabs volunteer spike

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
enhancement help wanted size/m cli up-for-grabs volunteer discovery

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
enhancement help wanted size/m cli security up-for-grabs volunteer

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
enhancement help wanted size/m cli up-for-grabs volunteer

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
enhancement help wanted size/m up-for-grabs volunteer networking

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
enhancement help wanted ci size/m infrastructure up-for-grabs volunteer

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
enhancement help wanted adapter size/s security up-for-grabs volunteer

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
documentation help wanted size/m up-for-grabs volunteer

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
help wanted size/m up-for-grabs volunteer networking discovery spike

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 help wanted ai-welcome size/m core security P2 up-for-grabs

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

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

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

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
enhancement help wanted good first issue size/s up-for-grabs volunteer networking discovery volunteer-ok

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
enhancement help wanted dependencies ci size/m up-for-grabs

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

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 good first issue ci size/s up-for-grabs

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 good first issue ai-welcome size/s up-for-grabs

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
enhancement help wanted ai-welcome size/s integration up-for-grabs volunteer-ok

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

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 good first issue size/s security up-for-grabs

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
enhancement help wanted size/s core security up-for-grabs volunteer volunteer-ok

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
enhancement help wanted size/m cli P1 up-for-grabs volunteer discovery

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
enhancement help wanted size/m cli P1 up-for-grabs volunteer discovery

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
enhancement help wanted tui size/m P2 up-for-grabs volunteer discovery

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
enhancement help wanted size/m core security up-for-grabs volunteer

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

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

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

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 help wanted size/s core up-for-grabs volunteer-ok

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
documentation good first issue ci size/s

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
help wanted size/s security up-for-grabs

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
enhancement help wanted ai-welcome size/m core security up-for-grabs

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

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

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

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

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

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

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
enhancement help wanted good first issue ai-welcome tui size/s volunteer-ok

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 help wanted ai-welcome size/s core up-for-grabs volunteer-ok

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 help wanted ai-welcome size/s cli up-for-grabs volunteer-ok

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 help wanted ai-welcome size/s cli up-for-grabs volunteer-ok

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
documentation help wanted ai-welcome size/s up-for-grabs volunteer-ok

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 help wanted ai-welcome size/s core cli P2 up-for-grabs volunteer-ok

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
enhancement help wanted size/m core security volunteer

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
enhancement help wanted size/m core volunteer discovery

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 help wanted ai-welcome size/m core up-for-grabs

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

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
enhancement help wanted ai-welcome adapter size/m up-for-grabs

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
enhancement help wanted ai-welcome adapter size/m up-for-grabs

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 help wanted ai-welcome size/s core up-for-grabs replay

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 help wanted ai-welcome size/m core up-for-grabs

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 help wanted ai-welcome size/m core up-for-grabs

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 help wanted ai-welcome size/m core up-for-grabs

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
enhancement help wanted ai-welcome size/s core security P2 up-for-grabs

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
enhancement help wanted ai-welcome size/m core security P2 up-for-grabs

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
enhancement help wanted ai-welcome size/s core security P2 up-for-grabs

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
enhancement help wanted ai-welcome size/s core security P2 up-for-grabs

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
enhancement help wanted ai-welcome size/m core security P2 up-for-grabs

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

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 help wanted ai-welcome size/s up-for-grabs

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