Agent Building skills

Browse reusable Agent Skills, each with a clear purpose and practical guidance.

orchestrator-implementer-judge-loop

Strict orchestration workflow for engineering tasks that must be solved one numbered problem at a time through an explicit cycle: define the current problem, build a Robust Code strategy, delegate the work to an implementer with the current situation and exact solution method, send the result to a judge with the audit target and audit criteria, repeat implementation and judgment until defects are closed, then issue a final orchestrator verdict before moving to the next problem. Use when Codex must run a deterministic orchestrator-to-implementer-to-judge regression loop with bounded scope, explicit packets, and no ambiguity.

159 repo starsObserved in 1 repos
Agent Building
GitHub

rag-patterns

RAG: embeddings, chunking, hybrid search (BM25+vector), reranking, CRAG, multi-hop. Triggers: RAG, embedding, pgvector, Qdrant, Pinecone, Weaviate, reranker, semantic search.

159 repo starsObserved in 1 repos
Agent Building
GitHub

repeat

Runs prompt/slash command on recurring interval until done or limit. Triggers: repeat, recurring task, poll status, run every N minutes, interval.

159 repo starsObserved in 1 repos
Agent Building
GitHub

spring-ai-integration

Use when integrating LLMs, chat clients, embeddings, RAG pipelines, or AI agents into Spring Boot. Covers Spring AI 2.0 ChatClient, prompt templates, embeddings, vector stores, and structured output. Use when user mentions Spring AI, LLM, ChatGPT, Claude, RAG, embeddings.

159 repo starsObserved in 1 repos
Agent Building
GitHub

stuck

Recover when progress stalls or the agent may be looping.

159 repo starsObserved in 1 repos
Agent Building
GitHub

ct-consensus-voter

Runs structured multi-agent voting for decision tasks with confidence scores, conflict detection, and HITL escalation when the threshold is not met. Use when two or more agents must vote on options: architecture choices, tool selection, policy decisions, when a task carries agent_type:analysis, or on phrases like 'reach consensus', 'vote on options', 'resolve the debate', 'pick the best approach'. Produces a voting matrix JSON, enforces the 0.5 threshold, flags ties within 0.1 confidence as contested and escalates to human tiebreak.

158 repo starsObserved in 1 repos
Agent Building
GitHub

ct-grade

CLEO session grading and A/B behavioral analysis with token tracking. Evaluates agent session quality via a 5-dimension rubric (S1 session discipline, S2 discovery efficiency, S3 task hygiene, S4 error protocol, S5 progressive disclosure). Supports three modes: (1) scenario — run playbook scenarios S1-S5 via CLI; (2) ab — blind A/B comparison of different CLI configurations for same domain operations with token cost measurement; (3) blind — spawn two agents with different configurations, blind-comparator picks winner, analyzer produces recommendation. Use when grading agent sessions, running grade playbook scenarios, comparing behavioral differences, measuring token usage across configurations, or performing multi-run blind A/B evaluation with statistical analysis and comparative report. Triggers on: grade session, evaluate agent behavior, A/B test CLEO configurations, run grade scenario, token usage analysis, behavioral rubric, protocol compliance scoring.

158 repo starsObserved in 1 repos
Agent Building
GitHub

ct-lead

Phase Lead orchestration playbook for spawning and supervising a parallel worker swarm in one wave. Use when spawned by ct-orchestrator with role=orchestrator to fan out N leaf workers via delegate_task, drain the epic-<TID>.wave-<n> conduit topic plus pipeline_manifest, await rollupWaveStatus convergence, and return ONE rolled-up contract string to the parent Orchestrator. Triggers: 'phase lead', 'wave lead', 'supervise wave', 'fan out workers', 'aggregate worker results', 'rollup wave', any task with role=orchestrator that is itself a child of another orchestrator. Implements ADR-070 hierarchical orchestration.

158 repo starsObserved in 1 repos
Agent Building
GitHub

ct-master-tac

Master Tactical Bundle for CleoOS autonomous execution. Installs the complete primitive library needed to run the full agentic execution layer on a fresh CleoOS install: 12 CANT protocol files (research, consensus, architecture-decision, specification, decomposition, implementation, validation, testing, contribution, release, artifact-publish, provenance), the canonical platform team definition, and the skills manifest entry. Use when bootstrapping a new CleoOS project, verifying that all protocol primitives are present, or recovering a broken protocol tree. Triggers on: "install master tac", "bootstrap protocols", "tools.skill.install ct-master-tac", "verify protocol bundle", "repair protocol files", "fresh CleoOS install".

158 repo starsObserved in 1 repos
Agent Building
GitHub