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

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Operator review comments never enter the record: anchor each annotation to the diff bytes it targets about 13 hours ago

enhancement help wanted ai-welcome size/l core roadmap up-for-grabs lineage operator-experience verifiability

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

The orchestrator's own prompt bytes are unrecorded: segment and digest them at assembly about 13 hours ago

enhancement help wanted ai-welcome size/l core roadmap up-for-grabs replay lineage verifiability

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

A recovery path that cannot fire looks like one that was never needed: record guard evaluations per run about 13 hours ago

enhancement help wanted ai-welcome reliability size/l core roadmap observability up-for-grabs verifiability

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

Parked-session surfaces can never report a parked session: wire the writer and separate empty from unavailable about 13 hours ago

bug help wanted ai-welcome reliability size/m core observability up-for-grabs operator-experience

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

A failed dependency strands its dependents silently: propagate failure and derive an unreachable set per run about 13 hours ago

bug help wanted ai-welcome orchestrator reliability size/l core 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

A chained message has no proof it was read: record consumption and derive the mailbox cursor from the chain about 13 hours ago

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

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

A worker can ask but never wait: give the mailbox a rendezvous that replays, and a deadlock that is a receipt about 13 hours ago

enhancement help wanted ai-welcome orchestrator size/l core roadmap up-for-grabs replay verifiability

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

Skill auto-route selection can shift when an unrelated template is added: IDF couples every score to the whole corpus 1 day ago

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

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

Signed agent-identity tokens and per-tool-call attestation receipts for every run 1 day ago

enhancement help wanted ai-welcome cost size/l enterprise security up-for-grabs feature verifiability

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

Route artifact-mode tasks away from git-only paths: worktree allocation and batch_api 2 days ago

enhancement help wanted ai-welcome reliability size/m core 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

Clean-run attestation: prove task ground-truth was never fetched during an evaluation run 2 days ago

enhancement help wanted ai-welcome size/m up-for-grabs evaluation feature verifiability

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

gate_receipt: verdict_receipt_path follows a symlinked receipt store outside .sdd/eval/gate 2 days ago

bug help wanted size/s security 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

Extend the pre-merge gate into a multi-tier verifier ladder with signed per-tier receipts 3 days ago

enhancement help wanted ai-welcome ci reliability size/m core testing up-for-grabs feature verifiability

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

Declared task context never reaches the worker: three surfaces parse context_files and all three drop them 3 days ago

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

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

Report a deterministic pass^k reliability floor alongside every evaluation run 3 days ago

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

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

telemetry verify-span: make an exported GenAI span checkable against the chain that anchored it 3 days ago

enhancement help wanted ai-welcome core observability up-for-grabs verifiability

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

typecheck-ts.yml claims to gate the cloudflare-mcp-server template but its paths filter never matches it 3 days ago

bug help wanted ai-welcome ci size/m testing 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

Typing slice: annotate src/bernstein/core/routes/ (part of the mypy backlog) 3 days ago

help wanted good first issue ai-welcome size/s beginner-friendly python up-for-grabs routing chore

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): typed slot for an attestation bernstein did not issue 3 days ago

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

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

Registry-sourced skill packs: pinned, trust-gated, receipt-anchored installs from the open skills ecosystem 3 days ago

enhancement help wanted ai-welcome reliability size/l security integration up-for-grabs lifecycle plugins lineage knowledge feature verifiability

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

Injected skill set for a spawn is recorded only in an opt-out local log, never in the run record 3 days ago

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

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

Verification reads the diff but never probes it: derive a deterministic boundary-input gate from the changed surface 3 days ago

enhancement help wanted ai-welcome size/l core roadmap testing up-for-grabs verifiability e2e-verification

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

Stall kills discard the state the resume surfaces were built to consume: write the checkpoint at the kill boundary 3 days ago

enhancement help wanted ai-welcome reliability size/l core roadmap observability 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

Context-window fill has measurement but no enforcement: give it the budget ladder every other resource already has 3 days ago

enhancement help wanted ai-welcome reliability size/l core roadmap 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

A subtree can churn for weeks while its context file stays untouched: derive a deterministic staleness report from git history 3 days ago

documentation enhancement help wanted ai-welcome ci size/m 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

Move postmortem, incident and commit-stats under the existing report group 4 days ago

enhancement help wanted ai-welcome size/m cli up-for-grabs operator-experience

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 4 days ago

documentation enhancement help wanted good first issue ai-welcome size/l beginner-friendly 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

What an agent was shown is unrecorded: derive a content-addressed context manifest per task and anchor it to the run 4 days ago

enhancement help wanted size/l core roadmap up-for-grabs replay verifiability

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

Attested task reversal: revert a task's whole multi-file change as one signed operation 4 days ago

enhancement help wanted ai-welcome size/l core up-for-grabs lineage feature verifiability

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

Decision-provenance report: the audit chain projected into a reviewer-verifiable compliance document 4 days ago

documentation enhancement help wanted ai-welcome size/l enterprise security docs up-for-grabs compliance feature verifiability

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

Budget envelopes with refusal receipts: provable per-run spend and fan-out bounds 4 days ago

enhancement help wanted ai-welcome cost size/l enterprise up-for-grabs feature verifiability

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

ScannerAdapter contract + finding lineage artifact kind 4 days ago

enhancement help wanted ai-welcome adapter size/xl security up-for-grabs lineage verifiability

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-tool-call admission + tool-output taint tracking 4 days ago

enhancement help wanted ai-welcome size/l security 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

Dispatch a role's agent_kind to the activity worker that runs it 4 days ago

enhancement help wanted ai-welcome orchestrator size/l core 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

A straggler holds the whole run: hedge the task into a second worktree and adjudicate the winner from the journal 4 days ago

enhancement help wanted ai-welcome size/xl reliability core roadmap 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

Sandbox capability is declared, never measured: mint a signed isolation attestation the selector must resolve against 4 days ago

enhancement help wanted ai-welcome size/l core roadmap infrastructure up-for-grabs docker verifiability

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

Ship a source fetcher and a bernstein activity research run verb 4 days ago

enhancement help wanted ai-welcome orchestrator size/l cli up-for-grabs replay lineage knowledge verifiability

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

Tracking: v4.0.0 CLI surface review, 201 top-level commands to about 180 4 days ago

documentation enhancement help wanted ai-welcome size/l cli roadmap up-for-grabs operator-experience

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

Replanning restarts the run: derive the task graph as a deterministic projection of the audit chain 4 days ago

enhancement help wanted ai-welcome orchestrator size/xl core roadmap up-for-grabs replay verifiability

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

Epic: verifiable, scope-gated security-testing orchestration surface 4 days ago

enhancement help wanted ai-welcome orchestrator size/xl core testing enterprise security up-for-grabs verifiability

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

Export step-granular trajectories with a byte-identical replay hash for training pipelines 4 days ago

enhancement help wanted ai-welcome size/l up-for-grabs replay lineage feature verifiability

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

Verifiable agent memory: chain-anchored, content-addressed memory records with recall receipts 4 days ago

enhancement help wanted ai-welcome size/l up-for-grabs lineage memory knowledge feature verifiability

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

Deterministic context compaction as a replayable fold with a compaction receipt 4 days ago

enhancement help wanted ai-welcome size/l up-for-grabs replay memory feature verifiability

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

Parallel admission guesses instead of reading the code: prove worktree disjointness from a content-addressed code graph 4 days ago

enhancement help wanted ai-welcome size/xl reliability core roadmap up-for-grabs verifiability

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

Signed run bill-of-materials: the attestable component inventory of a run, verified offline 4 days ago

enhancement help wanted ai-welcome size/l enterprise up-for-grabs compliance lineage feature verifiability

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

Signed engagement scope grant (rules-of-engagement mandate) 4 days ago

enhancement help wanted ai-welcome size/l enterprise security up-for-grabs verifiability

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

ISO/IEC 42001 is the one framework our compliance packs do not map: derive per-control evidence from the chain 4 days ago

enhancement help wanted ai-welcome size/l roadmap enterprise up-for-grabs compliance verifiability

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

Merges gate on text signals only: derive a deterministic render receipt and gate on named property deltas 4 days ago

enhancement help wanted ai-welcome size/xl reliability core roadmap up-for-grabs verifiability e2e-verification

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

Scanner adapter pack (one tool per PR) 4 days ago

enhancement help wanted ai-welcome adapter size/l security adapters integration 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

Worktree divergence is only discovered at merge-back: probe live branch pairs and anchor each simulated merge as a recomputable tree id 4 days ago

enhancement help wanted ai-welcome size/xl reliability core 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

Tenant charters: chain-governed team boundaries, scoped delegation certificates, and receipt-grade cost showback 6 days ago

enhancement help wanted ai-welcome cost size/xl core P1 roadmap enterprise security up-for-grabs verifiability

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

Typing slice: annotate src/bernstein/tui/ (part of the mypy backlog) 6 days ago

help wanted good first issue ai-welcome tui size/s beginner-friendly python up-for-grabs chore operator-experience

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

provider_latency reads JSONL numeric fields without guarding malformed records 6 days ago

bug help wanted good first issue ai-welcome reliability size/s beginner-friendly observability 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

close_wal does not fsync the parent directory, marker can vanish after a crash 7 days ago

bug help wanted ai-welcome reliability core 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

find_orphaned_claims trusts WAL entries without verifying the hash chain 7 days ago

bug help wanted ai-welcome core security P2 up-for-grabs verifiability

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

WALWriter.append: fsync failure mid-append produces duplicate seq numbers 7 days ago

bug help wanted ai-welcome reliability core P1 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

WAL torn-tail recovery resets prev_hash to GENESIS_HASH, forking the hash chain 7 days ago

bug help wanted ai-welcome reliability core P1 up-for-grabs verifiability

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

Security and code-quality alert sweep: consolidated fix list 7 days ago

help wanted good first issue ai-welcome size/s beginner-friendly security 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

ApprovalAction is a plain dataclass, not a Message subclass - post_message() type-checks incorrectly 7 days ago

bug help wanted ai-welcome 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

TaskSearchInput.__init__ raises TypeError if caller passes placeholder explicitly 7 days ago

bug help wanted ai-welcome 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

Typing slice: annotate src/bernstein/core/tasks/ (part of the mypy backlog) 7 days ago

help wanted good first issue ai-welcome size/s beginner-friendly python up-for-grabs chore

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

Typing slice: annotate src/bernstein/core/config/ (part of the mypy backlog) 7 days ago

help wanted good first issue ai-welcome size/s beginner-friendly config python up-for-grabs chore

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

Typing slice: annotate src/bernstein/core/quality/ (part of the mypy backlog) 7 days ago

help wanted good first issue ai-welcome size/s beginner-friendly python up-for-grabs chore

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

Typing slice: annotate src/bernstein/core/communication/ (part of the mypy backlog) 7 days ago

help wanted good first issue ai-welcome size/s beginner-friendly python up-for-grabs chore

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

Typing slice: annotate src/bernstein/core/routing/ (part of the mypy backlog) 7 days ago

help wanted good first issue ai-welcome size/s beginner-friendly python up-for-grabs routing chore

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

Typing slice: annotate src/bernstein/cli/commands/ (part of the mypy backlog) 7 days ago

help wanted good first issue ai-welcome size/s beginner-friendly cli python up-for-grabs chore operator-experience

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

Typing slice: annotate src/bernstein/core/protocols/ (part of the mypy backlog) 7 days ago

help wanted good first issue ai-welcome size/s beginner-friendly python up-for-grabs chore

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-log consumers still hardcode the legacy worktree layout (usage accounting, stall detection) 7 days ago

help wanted good first issue ai-welcome reliability size/s core beginner-friendly up-for-grabs performance 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

audit: independent co-signing of chain checkpoints for off-host rewind evidence 7 days ago

enhancement help wanted ai-welcome security up-for-grabs verifiability

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

audit: static immutable read layout so verification never touches the writer path 7 days ago

enhancement help wanted ai-welcome security up-for-grabs verifiability

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

Deprecate consensus and issue-to-pr: both inspect state that no shipped runtime writes 7 days ago

enhancement help wanted good first issue ai-welcome orchestrator size/s beginner-friendly cli 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

Fold the overlapping benchmark subcommands into eval, keeping programbench and compare reachable 7 days ago

enhancement help wanted ai-welcome size/m cli up-for-grabs evaluation operator-experience

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

Make approve-tool and reject-tool flags on approve and reject 7 days ago

enhancement help wanted good first issue ai-welcome size/s beginner-friendly cli up-for-grabs operator-experience

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

Remove four inert chaos or deploy subcommands and one no-op flag that report success without acting 7 days ago

bug help wanted ai-welcome reliability size/s cli testing up-for-grabs operator-experience

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

Add a HolmesGPT adapter that binds an investigation's data sources to its conclusion 7 days ago

enhancement help wanted ai-welcome adapter size/m adapters infrastructure integration observability 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

Add a kubectl-ai adapter bound to the signed plan-then-effect ops receipt 7 days ago

enhancement help wanted ai-welcome adapter orchestrator size/m core adapters infrastructure integration up-for-grabs lifecycle verifiability

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

Run a garak probe campaign as a replayable, recomputable campaign artifact 7 days ago

enhancement help wanted ai-welcome adapter size/m security integration up-for-grabs evaluation replay verifiability

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

Add a rendering source fetcher so a cited span is present in the bytes we hash 7 days ago

enhancement help wanted good first issue ai-welcome size/s beginner-friendly integration observability up-for-grabs lineage knowledge e2e-verification

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

Drive PaperQA2 over a pinned local corpus with passage-level claim binding 7 days ago

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

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

Drive GPT Researcher as the synthesiser behind the citation-lineage research boundary 7 days ago

enhancement help wanted ai-welcome adapter size/m integration up-for-grabs lineage knowledge verifiability

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

Add a desktop computer-use driver with a per-task ephemeral sandbox (cua) 7 days ago

enhancement help wanted ai-welcome adapter size/m infrastructure integration up-for-grabs docker verifiability

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

Front a goal-driven browser agent (Skyvern) as an out-of-process computer-use driver 7 days ago

enhancement help wanted ai-welcome adapter size/m integration up-for-grabs verifiability e2e-verification

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

Add a Playwright browser driver with pinned build identity and browser-enforced profile isolation 7 days ago

enhancement help wanted ai-welcome size/m testing enterprise security infrastructure integration up-for-grabs replay docker e2e-verification

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

Select the browser driver at the activity boundary and add a driver conformance kit 7 days ago

enhancement help wanted ai-welcome size/m testing integration up-for-grabs replay e2e-verification

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

Declare a task's artifact output from a seed, plan or backlog entry 7 days ago

enhancement help wanted ai-welcome orchestrator size/m core config up-for-grabs lifecycle verifiability

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

Add a Kimchi CLI adapter driven over the ACP event channel 7 days ago

enhancement help wanted ai-welcome adapter size/m cli adapters integration up-for-grabs replay operator-experience

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

mypy backlog: 1017 errors across 312 files outside the gated zone 7 days ago

bug help wanted good first issue ai-welcome ci size/xl beginner-friendly python up-for-grabs chore

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

Enable GitHub merge queue on main to structurally eliminate burst-merge CI cancellation 7 days ago

enhancement help wanted ai-welcome ci reliability size/m core testing 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

Generic Python-invoked agent-runtime adapter 7 days ago

enhancement help wanted ai-welcome adapter size/m adapters integration 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

Signed engagement report (claim to finding-receipt tracing) 7 days ago

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

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

Flagship parallel-worktree run rendering one signed lineage graph across all branches 7 days ago

enhancement help wanted ai-welcome reliability size/m core up-for-grabs lineage feature verifiability e2e-verification

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

Add `bernstein audit diagnose`: name the exact diverging step from the signed per-step record 7 days ago

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

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

Signed, independently-replayable trajectory receipts for evaluation submissions 7 days ago

enhancement help wanted ai-welcome size/m up-for-grabs evaluation replay feature verifiability

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

Add `bernstein verify run`: offline replay-verification of a whole run from one signed receipt 7 days ago

enhancement help wanted ai-welcome size/m up-for-grabs replay feature verifiability

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

bernstein doctor crashes with a raw traceback when uv is not on PATH 8 days ago

bug help wanted good first issue ai-welcome size/xs beginner-friendly 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

DataTable.RowSelected.cursor_row is int, not RowKey - wrong attribute accessed in approval_panel.py:109 8 days ago

bug help wanted 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

BernsteinApp._resize_timer annotated as object, missing stop() causes AttributeError risk 8 days ago

bug help wanted 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

Workflow-only changes do not select the collection-completeness guard 10 days ago

help wanted good first issue ai-welcome size/s beginner-friendly 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

Typing slice: annotate src/bernstein/core/observability/ (part of the mypy backlog) 10 days ago

help wanted good first issue ai-welcome size/s beginner-friendly 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

A heartbeat's status field becomes its phase field through an or, so phase='starting' arrives with no writer producing it 10 days ago

bug help wanted good first issue ai-welcome reliability size/s observability 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