sickn33/agentic-awesome-skills v16.3.0

v16.3.0 "Delegation Workflows and Reliable Operations"

on GitHub

[16.3.0] - 2026-08-28 - "Delegation Workflows and Reliable Operations"

Added 24 reviewed skills for multi-agent delegation, pull-request review,
scientific reasoning, model fine-tuning, MCP operation, and graceful service
shutdown. The published catalog contains 2,098 skills.

This release helps Claude Code, Cursor, Codex CLI, Gemini CLI, Antigravity, and
related AI coding assistants delegate bounded implementation work, review and
monitor pull requests, challenge scientific claims, fine-tune models on limited
hardware, operate SandBase safely, and shut down production services without
dropping in-flight work.

Start here:

• Install: npx agentic-awesome-skills
• delegate-setup for configuring the external
  delegation runtime before selecting an implementer relay.
• babysit-pr and
  debate-review for iterative review and
  two-perspective code-review workflows.
• graceful-shutdown for bounded draining,
  readiness transitions, and shutdown deadlines.
• Choose your tool
• Bundles

Added

• Added delegate-setup and 17 docs-only implementer
  relays for Agy, Aider, Claude, Cline, Codex, CommandCode, Copilot, Cursor,
  Grok, Kimi, OMP, OpenCode, Pi, Qoder, Vibe, Warp, and ZCode. Each relay ships
  its complete dispatch, queue, review, and brief-writing references while
  keeping review and landing with the orchestrator
  (#1283).
• Added babysit-pr for bounded review-round monitoring
  and debate-review for structured two-model review,
  including their prompt, schema, and comment-format assets
  (#1282).
• Added falsify for explicit hypotheses, adversarial
  checks, evidence grading, calibrated conclusions, and a durable thinking
  ledger (#1281).
• Added sandbase-mcp with immutable release pinning,
  checksum and archive verification, and explicit credential, privacy, cost,
  and mutation approval gates
  (#1279).
• Added unsloth-finetuning for single-GPU VRAM
  planning, LoRA and QLoRA, GRPO and DPO, template and loss-mask correctness,
  and GGUF or merged-model export
  (#1278).
• Added graceful-shutdown for SIGTERM and SIGINT
  handling, connection draining, probe transitions, shutdown deadlines, and
  Kubernetes-aware Node.js, Python, and worker patterns
  (#1276).

Changed

• Upgraded the catalog web app from @supabase/supabase-js 2.112.0 to 2.112.2,
  including fixes for duplicate Realtime bindings, stale sign-out payloads,
  preserved authentication 5xx messages, and token refresh behavior
  (#1273).
• Regenerated the canonical catalog, offline AAS Core data, tracked web assets,
  marketplaces, editorial bundles, compatibility reports, and Codex/Claude
  plugin distributions for 2,098 skills.

Fixed

• Removed retired UIZZE score-endpoint guidance while keeping the skill's
  source-only scoring workflow intact
  (#1274).
• Restored every companion reference, prompt, schema, and template required by
  the imported review, delegation, and scientific-reasoning skills instead of
  publishing incomplete entrypoints.
• Replaced 18 truncated delegation descriptions with complete trigger and
  operating-boundary summaries.

Security

• Kept the delegation and review integrations docs-only: their external
  runtimes are not bundled, relays never land changes, and unsandboxed,
  all-tools, or danger-full-access execution requires separate human
  authorization.
• Pinned SandBase to the reviewed v0.1.17 release and SHA-256
  1ad535b2899ca460b57b3c268aef278fee28fd28e649a89b92951514fd71fffa,
  with archive inspection before installation and two approval boundaries
  before credentialed or mutating work.
• Kept Unsloth training and export guidance bounded by hardware checks,
  explicit dataset and template validation, checkpointing, and output review.
• Kept graceful shutdown bounded by deadlines and forced-exit fallbacks so
  draining cannot hang a deployment indefinitely.

Who should care

• Teams orchestrating multiple coding agents that need explicit task briefs,
  bounded permissions, polling, independent review, and controlled landing.
• Maintainers who need repeatable pull-request review rounds without confusing
  an external runtime with bundled repository functionality.
• Researchers and ML practitioners who need falsification discipline or
  practical single-GPU fine-tuning guidance.
• Platform engineers operating MCP services, Kubernetes workloads, workers,
  and long-lived production connections.

Validation

• Passed repository and reference validation, documentation-security checks,
  warning-budget enforcement, the complete 113-group repository test suite,
  176 web-app tests, the production web build, npm audits, plugin compatibility,
  bundle and marketplace checks, and protected canonical synchronization.
• Reviewed every changed canonical skill subtree and bundled asset for
  semantics, safety, provenance, declared risk, limitations, permission
  escalation, and review or landing boundaries before protected merge.
• Verified final source and canonical CI plus CodeQL on the exact protected
  main commit with no open pull requests, issues, or generated-state drift.

Limitations

• The delegation and review skills document external runtimes; installing AAS
  alone does not install or authenticate those tools.
• Delegation can distribute implementation work, but it does not replace
  orchestrator review, test evidence, repository policy, or human approval for
  elevated execution.
• Falsification structures reasoning but cannot guarantee scientific truth or
  replace domain expertise, replication, or higher-quality evidence.
• Unsloth memory estimates and export paths remain model-, dataset-, hardware-,
  and version-dependent; validate against the current upstream project.
• SandBase operations may incur external service costs and expose supplied
  data to its service; review current upstream terms and privacy behavior.

Credits

• @FrancoStino and the MIT-licensed
  amElnagdy/delegate-skills
  and amElnagdy/review-skills
  sources for the delegation and review collections proposed in
  #1265 and
  #1264.
• @263311487-ux for falsify, proposed
  in #1266.
• @A-ryanVAT-S for
  unsloth-finetuning, proposed in
  #1267.
• @denial123789 for sandbase-mcp,
  proposed in #1269.
• @Prajeeth-12 for
  graceful-shutdown, proposed in
  #1272.
• @samuelbushi for the UIZZE documentation
  correction proposed in
  #1271.
• Snyk for the Supabase dependency update in
  #1273.