Agents
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distill-memorynowledge-coCapture breakthrough moments and valuable insights as searchable memories in your knowledge base.save-threadnowledge-coDeprecated compatibility skill. In portable Agent Plugins environments this must degrade honestly to a resumable handoff, because real transcript-backed thread import is not guaranteed. Prefer save-handoff here, and use native connectors when you need actual session capture.search-memorynowledge-coSearch Nowledge Mem memories and prior threads for past decisions, procedures, and context with normal, deep, or progressive retrieval; automatically show a focused graph of successful Memory results.evomapnowloadyConnect to the EvoMap collaborative evolution marketplace. Publish Gene+Capsule bundles, fetch promoted assets, claim bounty tasks, and earn credits via the GEP-A2A protocol. Use when the user mentions EvoMap, evolution assets, A2A protocol, capsule publishing, or agent marketplace.langchain-dev-guideob-labsLangChain / LangGraph engineering pitfalls and verified fixes. Covers DeepAgents, structured output, OpenAI-compatible model integration (including Chinese provider adapters: DeepSeek, Qwen, GLM, etc.), middleware, streaming, multi-agent orchestration, and other common development issues. Use when hitting unexpected behavior, making architecture decisions, or integrating Chinese LLM providers during LangChain development.mcp-cliobraUse MCP servers on-demand via the mcp CLI tool - discover tools, resources, and prompts without polluting context with pre-loaded MCP integrationsDispatching Parallel AgentsobraUse multiple Claude agents to investigate and fix independent problems concurrentlyGetting Started with SkillsobraSkills wiki intro - mandatory workflows, search tool, brainstorming triggersRemembering ConversationsobraSearch previous Claude Code conversations for facts, patterns, decisions, and context using semantic or text searchSubagent-Driven DevelopmentobraExecute implementation plan by dispatching fresh subagent for each task, with code review between tasksTesting Skills With SubagentsobraRED-GREEN-REFACTOR for process documentation - baseline without skill, write addressing failures, iterate closing loopholesWhen Stuck - Problem-Solving DispatchobraDispatch to the right problem-solving technique based on how you're stuckdebugodysseus0Investigate stuck runs and execution failures by tracing Symphony and Codex logs with issue/session identifiers; use when runs stall, retry repeatedly, or fail unexpectedly.codex-deepseek-subagentoil-oil配置和维护 Codex 桌面应用中的 DeepSeek 原生子 Agent，支持模型选择、路由验证、修复、停用和卸载。仅在用户要求配置或管理该集成时使用；普通 API 问题与配置后的日常编码任务不触发。codexoil-oil将编码、代码库探索、实现、评审和验证任务委托给持久化 Codex CLI Agent。仅当用户明确要求“用 Codex”“让 Codex 执行”，或要求继续某个 Codex Agent 任务时使用。codex-result-handlingopenaiInternal guidance for presenting Codex helper output back to the usergpt-5-4-promptingopenaiInternal guidance for composing Codex and GPT-5.4 prompts for coding, review, diagnosis, and research tasks inside the Codex Claude Code pluginautogpt-agentsorchestra-researchAutonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous agents, or building complex multi-step AI automation systems.crewai-multi-agentorchestra-researchMulti-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows requiring sequential/hierarchical execution. Built without LangChain dependencies for lean, fast execution.dspyorchestra-researchBuild complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford NLP's framework for systematic LM programmingevolving-ai-agentsorchestra-researchProvides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution algorithms. Use when building self-improving agents, optimizing agent prompts and skills against benchmarks, or implementing automated agent evaluation loops.guidanceorchestra-researchControl LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with Guidance - Microsoft Research's constrained generation frameworkinstructororchestra-researchExtract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial results with Instructor - battle-tested structured output librarylangchainorchestra-researchFramework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for building chatbots, question-answering systems, autonomous agents, or RAG applications. Best for rapid prototyping and production deployments.langsmith-observabilityorchestra-researchLLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against datasets, monitoring production systems, or building systematic testing pipelines for AI applications.llamaindexorchestra-researchData framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying. Features vector indices, query engines, agents, and multi-modal support. Use for document Q&A, chatbots, knowledge retrieval, or building RAG pipelines. Best for data-centric LLM applications.nemo-guardrailsorchestra-researchNVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation, fact-checking, hallucination detection, PII filtering, toxicity detection. Uses Colang 2.0 DSL for programmable rails. Production-ready, runs on T4 GPU.outlinesorchestra-researchGuarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and maximize inference speed with Outlines - dottxt.ai's structured generation libraryphoenix-observabilityorchestra-researchOpen-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running evaluations on datasets, or monitoring production AI systems with real-time insights.sentence-transformersorchestra-researchFramework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrieval. Supports multilingual, domain-specific, and multimodal models. Use for generating embeddings for RAG, semantic search, or similarity tasks. Best for production embedding generation.system-prompt-structureowl-listenerAnatomy of effective system prompts — role, context, constraints, format.agent-context-isolationparcadeiAgent Context Isolationagent-orchestrationparcadeiAgent Orchestration Rulesagentic-workflowparcadeiAgentic Workflow Patternagentica-infrastructureparcadeiReference guide for Agentica multi-agent infrastructure APIsagentica-promptsparcadeiWrite reliable prompts for Agentica/REPL agents that avoid LLM instruction ambiguityagentica-sdkparcadeiBuild Python agents with Agentica SDK - @agentic decorator, spawn(), persistence, MCP integrationagentica-spawnparcadeiSpawn Agentica multi-agent patternsbackground-agent-pingsparcadeiBackground Agent Pingsbraintrust-analyzeparcadeiAnalyze Claude Code sessions via Braintrustbraintrust-tracingparcadeiBraintrust tracing for Claude Code - hook architecture, sub-agent correlation, debuggingbuildparcadeiWorkflow orchestrator that chains existing skills for feature developmentcompound-learningsparcadeiTransform session learnings into permanent capabilities (skills, rules, agents). Use when asked to "improve setup", "learn from sessions", "compound learnings", or "what patterns should become skills".continuity-ledgerparcadeiCreate or update continuity ledger for state preservation across clearsdebug-hooksparcadeiSystematic hook debugging workflow. Use when hooks aren't firing, producing wrong output, or behaving unexpectedly.explicit-identityparcadeiExplicit Identity Across Boundarieshook-developerparcadeiComplete Claude Code hooks reference - input/output schemas, registration, testing patternshooksparcadeiHook Development Rulesimplement_taskparcadeiImplementation agent that executes a single task and creates handoff on completionllm-tuning-patternsparcadeiLLM Tuning Patterns