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

100 good first / help-wanted issues · Python · last activity Jul 12, 2026

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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govern audit: a built-in check reports every capability with more than one implementation about 2 hours ago

good first issue size/s P2 up-for-grabs governance

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

govern audit: an injectable failure sentinel proves the detect, record, notify path end to end about 2 hours ago

enhancement good first issue size/s P2 up-for-grabs governance

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

govern audit: JSON and SARIF output, and an exit code CI can gate on about 8 hours ago

enhancement good first issue size/s P1 up-for-grabs governance

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

governance screen: the not-covered list, each row linked to the issue that closes it about 15 hours ago

enhancement good first issue size/s P1 web-dashboard 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

eval: collusion probes — two changes that pass alone and violate an invariant together about 24 hours ago

help wanted size/l security evaluation

sipyourdrink-ltd/bernstein

661

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

Python

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

Preprint "Receipts, Not Logs": seeking an arXiv endorsement (cs.CR) and skeptical readers 1 day ago

help wanted size/s

sipyourdrink-ltd/bernstein

661

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

Python

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

Docs: deliverable-agnostic quickstart built on .bernstein/scenarios 1 day ago

documentation help wanted size/s

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

Runs that failed and then passed on retry are reported by owning capability, so retries cannot hide degradation 2 days ago

good first issue size/s 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

Weekly pulse collector treats a search rate-limit response as a hard failure 3 days ago

good first issue ci reliability size/s 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

Windows unit lane stops at the first failing file, so it never runs the suite 3 days ago

bug good first issue ci size/s tests 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 plugin, skill, adapter or routine that fails to initialise is quarantined with a journaled reason, not crash-looped or skipped 6 days ago

good first issue size/s 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

config explain: every effective value with the layer it came from, and each layer schema-validated before the merge 8 days ago

good first issue size/s 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

bench: cost per verdict in bundles and a budget gate for CI runs 9 days ago

good first issue size/s evaluation

sipyourdrink-ltd/bernstein

661

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

Python

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

inventory: existence means re-observed recently — observed-at, a TTL sweep, and a tombstone partition 10 days ago

enhancement good first issue size/s P1 up-for-grabs governance

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the French README translation 10 days ago

good first issue size/xs docs 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

Cost metering warns on every call for a gateway route name with no pricing entry 11 days ago

bug good first issue cost size/s 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

test: the uncalled-security-control guard cannot see same-module callers 11 days ago

bug good first issue size/s tests 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

conformance vectors: data and endpoints — what was read, where it went 11 days ago

enhancement good first issue size/s P1 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

conformance vectors: attribution — who acted, with which identity, running what 11 days ago

enhancement good first issue size/s P1 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

govern discover: one observation envelope per entity, with an errors map that names each gap 11 days ago

enhancement good first issue size/s P1 up-for-grabs governance

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

volunteer: one-command onboarding (uvx bernstein volunteer) — join and start in one step 11 days ago

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

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

volunteer: spike — what an LLM provider can observe, and provider-independent execution 11 days ago

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

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 canonical event-type catalogue is a schema-validated data file; ingest maps through it, never by string comparison in code 11 days ago

good first issue size/s 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

Inventory and report reads are freshness-gated: older than the TTL triggers the producer and waits for a terminal state 11 days ago

good first issue size/s P2 up-for-grabs governance

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

Batch runs: a per-item checkpoint ledger gives crash-safe resume, and the daily cap is derived from the ledger 11 days ago

good first issue size/s 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

Derived classification facts come from declared maps, record the rule that produced them, and are `unknown` when no rule matches 11 days ago

good first issue size/s P2 up-for-grabs governance

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

Reconciliation lanes are data: name, selector, schedule, timeout, log destination, barrier mode; bootstrap is create-if-absent 11 days ago

good first issue size/s P2 up-for-grabs governance

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

govern reconcile: policy sets compose in a fixed order (classification, baseline, instrumentation, one class overlay) and are explainable per target 11 days ago

good first issue size/s P2 up-for-grabs governance

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

trace follow <entity-id>: every journal entry that references one entity, in order, live 11 days ago

good first issue size/s P2 up-for-grabs lineage

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

Routines: a cooldown that resets only on a non-empty result, and once-per-event-id within a window 11 days ago

good first issue size/s 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

Leaked lanes: a sweep lists worktrees and sandboxes whose task is terminal, and removes them behind the removal gate 11 days ago

good first issue size/s 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

CI: the affected set drives every downstream lane, and an empty set is an explicit step, not a silent green 11 days ago

good first issue size/s 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

govern apply: the same diff applied twice is a recorded no-op, proven by a run-twice test 11 days ago

enhancement good first issue size/s P1 up-for-grabs governance

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Thai README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Vietnamese README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Indonesian README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Hebrew README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Arabic README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Turkish README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Ukrainian README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Finnish README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Swedish README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Polish README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Dutch README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Italian README translation 11 days ago

good first issue size/xs docs 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

lineage/identity.py docstring says keys are issued per agent invocation; load_or_create_signing_identity persists and reuses one key per identity dir 11 days ago

documentation good first issue size/xs up-for-grabs lineage

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the German README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Portuguese README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Spanish README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Russian README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Bengali README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Hindi README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Korean README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Japanese README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Traditional Chinese README translation 11 days ago

good first issue size/xs docs up-for-grabs

sipyourdrink-ltd/bernstein

661

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

Python

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

docs(i18n): adopt the Simplified Chinese README translation 11 days ago

good first issue size/xs docs 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

`run` is registered twice in cli/main.py; the second call overwrites the first 11 days ago

size/s

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

Two adapters return no reap receipt where the base contract promises one 12 days ago

bug help wanted ai-welcome size/s core adapters 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

govern inventory --render: the topology graph is generated from the store, deterministic, and regenerated in CI 12 days ago

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

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

`_load_hmac_key` is copied into 20 CLI modules; 19 are byte-identical two-line wrappers 12 days ago

good first issue size/s 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

Governance-agent presence is a probe result, and the inventory answers which targets lack it or cannot be enrolled 12 days ago

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

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

compliance docs mark config-presence lints the same as evidence-verified controls 12 days ago

documentation good first issue size/s P2 up-for-grabs compliance

sipyourdrink-ltd/bernstein

661

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

Python

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

docs: an integration index naming Okta, SCIM, Vault, OpenTelemetry and the rest, in their own words 12 days ago

documentation good first issue size/s P2 docs 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

No ADOPTERS.md: an evaluator cannot tell who depends on this, and contributors cannot see where their work lands 12 days ago

documentation good first issue size/s P2 docs 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 clean parallel run cannot be told from a lucky one: admit on proven disjointness and re-derive the verdict offline 12 days ago

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

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 completion can claim a verification ran and point at no receipt 12 days ago

bug help wanted good first issue ai-welcome size/s core tasks 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

Nothing produces a render receipt: add the capture probe and prove it is byte-reproducible 12 days ago

enhancement help wanted ai-welcome size/l core web-dashboard 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 stalled task has no path forward but a from-scratch respawn: hedge into a second worktree, adjudicate from the journal 12 days ago

enhancement help wanted ai-welcome reliability size/l core 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

adapters: wire GPTME_MAX_TOKENS from mcp_config max_tokens for the gptme adapter 12 days ago

good first issue size/s adapters 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

Help get bernstein onto Google Code Wiki (takes ~10 seconds) 12 days ago

documentation help wanted size/xs 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

Translated READMEs can carry a stale integration count with every check green 12 days ago

documentation good first issue size/s 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

Adapter contract suite: narrow the five class-level exclusions to the one case that needs them 13 days ago

good first issue size/m testing adapters 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

replay: version the key scheme inside the stored value so derivation changes classify old rows instead of faking divergence 13 days ago

help wanted size/s core

sipyourdrink-ltd/bernstein

661

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

Python

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

A diff that empties a test file keeps CI green 13 days ago

help wanted good first issue ci size/s tests

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 profile drafted from a probe has no recorded transcript and no held-out replay 13 days ago

good first issue size/s 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

Narrative docs have no drift gate: renamed concepts survive in the pages a new reader lands on first 14 days ago

documentation enhancement help wanted ai-welcome size/l 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

Format-vector test normalizes line endings on a byte-exact fixture 14 days ago

good first issue size/xs tests 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

Run a garak probe campaign as a replayable, recomputable campaign artifact 14 days ago

enhancement help wanted ai-welcome adapter size/m 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

Drive PaperQA2 over a pinned local corpus with passage-level claim binding 14 days ago

enhancement help wanted ai-welcome adapter size/m 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

REST POST /cluster/nodes re-registers a restarting worker as a new node, so capacity over-reports 14 days ago

bug good first issue ai-welcome size/s 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

Support the Agent Plugins (v1.0.0) package layout for skill and MCP-server installs 14 days ago

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

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 14 days ago

enhancement help wanted ai-welcome adapter size/m 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 14 days ago

enhancement help wanted ai-welcome adapter size/m 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

CI on main failed repeatedly between 2026-08-03 and 2026-08-09: root-cause or quarantine the offenders 14 days ago

bug help wanted ai-welcome ci reliability size/m 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 HolmesGPT adapter that binds an investigation's data sources to its conclusion 14 days ago

enhancement help wanted ai-welcome adapter size/m 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

Gate Opentrons protocol execution on the digest that was simulated and approved 14 days ago

enhancement help wanted ai-welcome adapter size/m 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

Rendered regressions are invisible to every merge gate: build the render receipt schema and delta algebra 14 days ago

enhancement help wanted ai-welcome size/m core web-dashboard 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

Re-record the front-page demo with a graceful finalize and a non-empty lineage spine 14 days ago

documentation enhancement help wanted ai-welcome size/m 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

Parallel admission reads goal text, never the code: build a content-addressed code graph per run 15 days ago

enhancement help wanted ai-welcome reliability size/m core beginner-friendly 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

Letta Code adapter uses the plainest CLI surface: prose signals, no session binding, unconditional unrestricted permissions 15 days ago

bug help wanted ai-welcome adapter size/m 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

Every scanner in tree is bespoke: add the ScannerAdapter contract, registry and tiered conformance suite 15 days ago

enhancement help wanted ai-welcome adapter size/m 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

volunteer: join flow with explicit consent recorded as a signed receipt 15 days ago

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

sipyourdrink-ltd/bernstein

661

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

Python

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

docs/requirements.txt transitive pins are behind a fresh resolve 15 days ago

documentation good first issue dependencies ci size/xs

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

volunteer: provider-terms and open-source preflight per adapter and per project 15 days ago

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

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

volunteer: donor budget controls (tasks, wall clock, tokens, size cap, local-only) 15 days ago

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

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

volunteer: documentation set and root DISCLAIMER 16 days ago

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

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 consensus relay is written, chained, and never reaches the next manager agent 16 days ago

enhancement help wanted good first issue orchestrator size/s core

sipyourdrink-ltd/bernstein

661

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

Python

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

volunteer: project-side publishing flow (bernstein volunteer publish) 16 days ago

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

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

volunteer: TUI discovery browser (browse, join, status in the dashboard) 16 days ago

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

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 deadlock cycle breaker runs every tick against a wait-for graph nothing ever fills 16 days ago

enhancement help wanted good first issue orchestrator reliability size/s

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