Official Model Context Protocol server that connects LLMs to Meilisearch for lightning-fast search, index management, and document operations via natural language.
Создаёт мемы-картинки под идею/тезис пользователя: подбирает подходящий популярный шаблон (Drake, Distracted Boyfriend, This is Fine, Galaxy Brain, Spongebob Imagination, Two…
Design de protocoles de communication entre agents et sous-agents — formats de messages, routing et delivery.
Gera agents experts especializados em areas especificas da codebase. Use quando precisar criar um novo agent expert com knowledge base, sub-comandos e integracao com a codebase.
AGENT-11 framework development. Use when modifying agents, commands, missions, skills, or library files inside the agent-11 repository itself.
Use when prompts produce inconsistent or unreliable outputs, need explicit structure and constraints, require safety guardrails or quality checks, involve multi-step reasoning…
MetaMCP is an open-source MCP proxy that aggregates multiple MCP servers into a single unified endpoint with a GUI management interface.
Leitfaden Vertragsauslegung §§ 133 sowie 157 BGB: Wortlaut, Systematik, Entstehungsgeschichte, Sinn und Zweck, Verkehrssitte. Pruefraster fuer typische Fallgruppen.
Microsoft Learn MCP Server gives agents and IDE assistants direct access to official Microsoft documentation and code samples through a hosted MCP endpoint.
用于排查 sit/uat/prod 环境下 `/rag-recall/api/search/keyword` 未召回目标 doc/faq 的问题。支持两种输入：1) 完整请求（headers+body；若 `headers.appId` 缺失但 `body.appId` 存在，可回填）；2) requestId+targetId。统一走“回放 -> ELK…
Analyze and optimize Midjourney prompts using parameter tuning for --ar, --stylize, --chaos, and --weird flags.
Bauleiter Wohnraum-Mietvertrag: Schoenheitsreparaturen, Kaution, Kuendigung, Mieterhoehung, Untervermietung. Pruefraster fuer Vermieter und Mieter.
Mietvertrag Apothekenstandort Konkurrenzschutz: prüft die einschlägigen Voraussetzungen, Dokumente, Risiken und Ausnahmen.
Spezialfall Asyl-Folge- und Zweitantrag: § 71 AsylG, neue Beweismittel, geaenderte Sachlage. Antragsbegruendung, Erfolgschancen, Eilantrag Aufschiebende Wirkung.
Mine recent Claude Code sessions for non-obvious, multi-file CLAUDE.md candidates, adversarially verify them, and propose paste-ready additions.
Show or request Mission Control agent contracts. Use when the user wants to inspect a worker mission, allowed paths, forbidden paths, tools, validation obligations, stop…
Design graph-style agent workflows with nodes, edges, gates, retries, checkpoints, and human approvals through Mission Control.
Diagnose a stuck Mission Control agent. Use when an agent shows no output, repeats errors, times out, asks for the same approval repeatedly, or stops making progress events.
Design, build, or audit MCP servers and tool/resource/prompt contracts through Mission Control. Use for MCP schemas, stdio startup, auth boundaries, plugin packaging, and smoke…
Design retrieval, indexing, chunking, ranking, and RAG workflows through Mission Control. Use for docs search, code search, semantic recall, and context-pack construction.
Recommend or review Mission Control Codex subagent bursts for bounded read-heavy work. Use when the user wants parallel exploration, review, planning, handoff audit, or failure…
Use MMSkills for GUI, computer-use, visual-agent, OSWorld, Ubuntu desktop, macOS, Minecraft, or Mario tasks where reusable multimodal skill packages can guide planning, state…
Manages context window optimization, session state persistence, and token budget allocation for multi-agent workflows.
Automatically applies when choosing LLM models and providers. Ensures proper model comparison, provider selection, cost optimization, fallback patterns, and multi-model s — from…
Set and manage the preferred backbone LLM for compatible AI-agent workflows. Supports manual model selection, automatic best-model selection based on task type, and a…
Model-specific prompt engineering guidelines for major LLMs. 主要 LLM 之模型專屬提示工程指引。 Use when: targeting specific model family, avoiding model-specific anti-patterns, selecting…
Compiles web documentation into agent-native memory context using the Moltext Compiler. — from general/ai-tooling
Use ccusage when an agent operator needs to turn local Claude Code or Codex usage logs into spend and usage reports instead of manually reading raw JSONL files.
Track token burn, spend, and model mix across multiple coding-agent tools from one local monitoring workflow.
Morning Star (启明星) harness 的**强制全局入口** —— 多角色 agent 交付的生命周期、状态机、Spec-Driven 双阶段门禁、Task category 路由、意图门禁、@explore 能力边界、长任务纪律、Git 功能分支与 worktree 隔离、QC/QA 检出上下文对齐、Context7…
Morning Star (启明星) harness 的计划目录约定 —— {HARNESS_DIR} 与 {PLAN_DIR} 的发现与初始化、status.json 的 SSOT 结构与状态权限、residual findings 登记/归档/生命周期、severity 枚举（SSOT，机器字段）、notes.json…
[Cursor maint] Morning Star 路由与 prompt 迭代评估 —— 维护/回归专用（非日常 PM 编排 runtime）。路径：本仓库 `.cursor/skills/mstar-routing-eval/`。(1) PM 路由回归：`assets/routing-evals.json`；(2) Prompt/规则迭代评估；(3)…
Orchestration de tâches complexes avec décomposition et coordination multi-agents
Analyze coordination patterns, handoff mechanisms, and state sharing in multi-agent systems. Use when (1) understanding how agents transfer control, (2) evaluating shared vs…
Design and optimize production-grade multi-agent systems with LangGraph, LangChain, and DeepAgents for complex AI workflows.
Simulate a structured peer-review process using multiple specialized agents to validate designs, surface hidden assumptions, and identify failure modes before implementation.
Uses Agent SDK to deploy 3 parallel agents for client onboarding -- workflow auditor, tech stack mapper, and strategy drafter.
Use when multiple Starlight agents need to collaborate on a related task — handles agent selection, task decomposition, dependency management, and result aggregation across the…
An advanced orchestration specialist that manages complex coordination of 100+ agents across distributed systems with hierarchical control, dynamic scaling, and intelligent…
Plan and document handoffs between specialized AI agents (foreman, workers, reviewers). Use for multi-agent workflows, subagent delegation, baton passes, or guild-style agent…
Используй когда Standard/Full задача затрагивает код, generated files, runtime sync, 2+ независимых tracks, долгие build/test ожидания или высокий риск scope drift.
Orchestrate tasks across multiple AI providers (Claude, OpenAI, Gemini, Cursor, OpenCode, Ollama). Use when delegating tasks to specialized providers, routing based on…
Conception de systèmes multi-agents avec patterns d'orchestration (supervisor, swarm, hierarchy, voting). Coordination entre agents spécialisés.
Multi-agent performance profiling for pipeline bottlenecks. TRIGGERS - performance profiling, bottleneck analysis, pipeline optimization.
Hierarchical multi-agent orchestration supervisor that decomposes tasks, delegates to specialized worker agents, tracks state, and employs triumvirate consensus for high-stakes…
Route tasks to specialized AI agents with anti-duplication, quality gates, and 30-minute heartbeat monitoring
Review or design multi-agent workflows with clear ownership, handoffs, evidence gates, conflict handling, and minimal coordination overhead.
Designs parallel agent workstreams for large feature sets by analyzing dependencies, assigning specialized agent types (Explore, Plan, Bash, Edit), maximizing parallelization, and…
Get a merged answer from a configured multi-model pool. Automatically prompt-engineers the query first, queries available models in parallel, and merges results into one best…
Multi-agent code review system that spawns three independent Claude sub-agents to review PR diffs. Each agent receives files in different randomized order to reduce ordering bias.
MutagenT CLI - AI Prompt Optimization Platform CLI. Guides coding agents through prompt upload, evaluation creation, dataset curation, optimization, and framework integration.
Use when the user says "/health", "/mxHealth", "health check", "check knowledge db", "verify consistency", "db health", or otherwise wants to verify Knowledge-DB and docs/…
Use when the user says "/mxMigrateToDb", "migrate to db", "migrate local docs to mcp", "sync local docs", "import docs to knowledge db", "--extract-backlog", "extract legacy…
Use when the user says "/plan", "/mxPlan", "create a plan", "update the plan", "write a plan for X", "plan this feature", or otherwise wants to structure a multi-step…
Use when the user says "/spec", "/mxSpec", "write a spec", "write a specification", "requirements doc", "acceptance criteria", "define requirements", or needs to specify a feature…
Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, or using any n8n-mcp tool.
Integrated orchestrator agent that manages and coordinates 25 specialized AI agents for Specification Driven Development
Use jCodeMunch MCP when an agent needs precise symbol lookups, outlines, call-graph context, and targeted source retrieval instead of brute-reading whole files across a large…
Connects NemoClaw to a local inference server. Use when setting up Ollama, vLLM, TensorRT-LLM, NIM, or any OpenAI-compatible local model server with NemoClaw.
Manages Neo4j Aura Agents via the v2beta1 REST API — create, list, get, update, delete,