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whiteducksoftware

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flock
🐤🐧 A declarative and highly modular Blackboard Multi Agent System 🐓 🦆

Python · 120 stars

Beginner friendly Everything

Open All

[FEATURE] First-class Microsoft Foundry hosted agents through reusable Flock execution primitives Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 30/100

whiteducksoftware/flock#455 · Opened Sep 12, 2026
[1.0] Qualify the release candidate across API, dashboard and interruption paths Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

whiteducksoftware/flock#452 · Opened Sep 5, 2026
[1.0] Align roadmap and operating guidance with the qualified release scope Open

documentation

Difficulty 4/5 3-5 days Newbie friendliness 55/100

whiteducksoftware/flock#451 · Opened Sep 5, 2026
[1.0] Add bounded lazy Skill reference tools and revision tracking Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

whiteducksoftware/flock#450 · Opened Sep 5, 2026
[1.0] Add explicit instruction Skills to AgentBuilder Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 48/100

whiteducksoftware/flock#449 · Opened Sep 5, 2026
[1.0] Explain why a subscription is waiting or did not trigger Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 28/100

whiteducksoftware/flock#448 · Opened Sep 5, 2026
[1.0] Reconcile dashboard state after WebSocket reconnect Open

bug

Difficulty 5/5 Over a week Newbie friendliness 35/100

whiteducksoftware/flock#447 · Opened Sep 5, 2026
[1.0] Add run cancellation and global pause of new starts Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

whiteducksoftware/flock#446 · Opened Sep 5, 2026
[1.0] Connect run views and deduplicated per-run live output Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 45/100

whiteducksoftware/flock#445 · Opened Sep 5, 2026
[1.0] Show interrupted runs and intake after restart without auto-resume Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

whiteducksoftware/flock#444 · Opened Sep 5, 2026
[1.0] Persist run history in SQLite independently of the dashboard Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

whiteducksoftware/flock#443 · Opened Sep 5, 2026
[1.0] Enforce context and execution budgets and show available usage Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 45/100

whiteducksoftware/flock#442 · Opened Sep 5, 2026
[1.0] Bound incomplete AND, batch and join input collections Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 48/100

whiteducksoftware/flock#441 · Opened Sep 5, 2026
[1.0] Bound ready-work admission and global execution concurrency Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 35/100

whiteducksoftware/flock#440 · Opened Sep 5, 2026
[1.0] Add an application-factory entry point and deterministic onboarding flow Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 55/100

whiteducksoftware/flock#439 · Opened Sep 5, 2026
[1.0] Support complex publish inputs with a JSON fallback Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 68/100

whiteducksoftware/flock#438 · Opened Sep 5, 2026
[1.0] Fix historical pagination and artifact detail lookup Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 68/100

whiteducksoftware/flock#437 · Opened Sep 5, 2026
[1.0] Make unsupported tracing settings explicitly read-only Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

whiteducksoftware/flock#436 · Opened Sep 5, 2026
[1.0] Wire CLI serve to the standard server components Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 65/100

whiteducksoftware/flock#435 · Opened Sep 5, 2026
[1.0] Report correlation status from actual active and waiting work Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 55/100

whiteducksoftware/flock#434 · Opened Sep 5, 2026
[1.0] Preserve terminal run outcomes across cleanup and failure paths Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 48/100

whiteducksoftware/flock#433 · Opened Sep 5, 2026
[1.0] Authorize graph, history and trace reads and bound trace queries Open

bug

Difficulty 5/5 Over a week Newbie friendliness 38/100

whiteducksoftware/flock#432 · Opened Sep 5, 2026
[1.0] Authenticate WebSockets and enforce per-recipient visibility Open

bug

Difficulty 5/5 Over a week Newbie friendliness 35/100

whiteducksoftware/flock#431 · Opened Sep 5, 2026
[1.0] Qualify one authenticated API and dashboard access path Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 45/100

whiteducksoftware/flock#430 · Opened Sep 5, 2026
[1.0] Minimize and redact trace data before export Open

bug

Difficulty 5/5 Over a week Newbie friendliness 42/100

whiteducksoftware/flock#429 · Opened Sep 5, 2026
[1.0] Keep private input data out of public WorkflowError artifacts Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 42/100

whiteducksoftware/flock#428 · Opened Sep 5, 2026
🧭 [SPEC] [DAPR] Dapr blackboard atomicity and concurrency hardening Open

enhancement

whiteducksoftware/flock#415 · 1 assignee · Opened Jun 26, 2026
Questions about Flock roadmap and product usage Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

whiteducksoftware/flock#410 · 1 comment · Opened May 19, 2026
fix(engines): Redact sensitive keys in lm_kwargs serialization Open

enhancement

Difficulty 2/5 1-3 hours Newbie friendliness 74/100

whiteducksoftware/flock#383 · 1 comment · Opened Apr 7, 2026
[FEATURE][RESEARCH] Flock Blackboard Chat Open

Difficulty 5/5 Over a week Newbie friendliness 10/100

whiteducksoftware/flock#375 · Opened Jan 22, 2026
🎉 [FEATURE] [1.0] UI Rework Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 10/100

whiteducksoftware/flock#374 · Opened Jan 15, 2026
[RESEARCH] Flock in Azure Foundy Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

whiteducksoftware/flock#372 · Opened Dec 4, 2025
⏯️ [FEATURE] [1.0] Workflow Lifecycle Controls Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

whiteducksoftware/flock#294 · Opened Oct 8, 2025
🚀 [PROGRAM] [1.0] Production Validation Pilots Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

whiteducksoftware/flock#285 · Opened Oct 8, 2025
🔐 [FEATURE] [1.0] Authentication & Authorization Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

whiteducksoftware/flock#280 · 1 comment · Opened Oct 8, 2025
☸️ [FEATURE] [1.0] Kubernetes Deployment Tooling Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

whiteducksoftware/flock#279 · Opened Oct 8, 2025
📨 [FEATURE] [1.0] Kafka Event Backbone Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

whiteducksoftware/flock#278 · Opened Oct 8, 2025
🛡️ [FEATURE] [1.0] Advanced Retry & Error Handling Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

whiteducksoftware/flock#277 · Opened Oct 8, 2025
🧮 [FEATURE] [1.0] Evaluation Harness Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 20/100

whiteducksoftware/flock#276 · Opened Oct 8, 2025
🧪 [FEATURE] [1.0] Benchmarking Suite Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

whiteducksoftware/flock#275 · Opened Oct 8, 2025
📤 [FEATURE] [0.5.0] Serialization (Blackboard / Agents) Open

enhancement

whiteducksoftware/flock#274 · 1 assignee · Opened Oct 8, 2025

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