Prompts
Prompt engineering and templates
mckinsey-consultant
by Mann1988
McKinsey顾问式问题解决系统。从商业问题出发,通过假设驱动的结构化分析方法,生成McKinsey风格研究报告和PPT。融合Problem Solving方法论、MECE原则、Issue Tree拆解、Hypotheses形成、Dummy Page设计、智能数据收集和专业PPT生成能力。
graph-engineering
by Jamie-BitFlight
Teaches an agent graph engineering — both halves. Knowledge graphs (ontology design, entity/relation/event extraction, fusion, GraphRAG/memory serving; distilled and translated from Southeast University's graduate Knowledge Graph course, npubird/KnowledgeGraphCourse, 4.4K stars) and task graphs (agent orchestration — parallel fan-out, verifier separation, the stop rule, human gates). Use when asked to build a knowledge graph, extract entities/relations from text, design an ontology, dedupe/merge entities, add graph memory or GraphRAG to an agent, orchestrate multi-agent workflows as a graph, or LEARN graph engineering — in teaching mode the agent explains each stage with worked examples and generates visual diagram artifacts.
orchestrating-swarms
by Jamie-BitFlight
Facade skill for multi-agent swarm orchestration in Claude Code — routes to specialist skills covering primitives, spawning, operations, and patterns. Use when coordinating multiple agents in parallel, building pipeline workflows with dependencies, running parallel code reviews, creating self-organizing task queues, designing divide-and-conquer workloads, or choosing between TeamCreate and Agent tool approaches. Loads swarm-primitives (team lifecycle and message flow), swarm-spawning (agent types and backends), swarm-operations (tool API and error handling), and swarm-patterns (six orchestration recipes with complete workflows).
swarm-operations
by Jamie-BitFlight
API reference for Claude Code multi-agent swarm tools -- TeamCreate, SendMessage, TeamDelete, TaskCreate/Update/List/Get, and Agent tool parameters. Use when looking up tool signatures, message schemas, shutdown sequences, error handling patterns, or debugging swarm operations. Covers direct messages, broadcasts, plan approval flows, graceful shutdown sequences, crashed teammate recovery, and common error causes.
agent-capability-analyzer
by Jamie-BitFlight
Runs the description-drift experiment — spawns all Claude Code agents simultaneously to collect self-reported capabilities, then compares them against static frontmatter descriptions to reveal how reliable orchestrator routing based on descriptions actually is. Use when measuring description drift across the agent fleet, re-running the capability collection experiment, analyzing a specific agent's self-reported capabilities, or auditing whether frontmatter descriptions accurately reflect agent behavior.
agent-creator
by Jamie-BitFlight
Create high-quality Claude Code agents from scratch or by adapting existing agents as templates. Use when the user wants to create a new agent, modify agent configurations, build specialized subagents, or design agent architectures. Guides through requirements gathering, template selection, and agent file generation following Anthropic best practices (v2.1.63+).
skill-research-process
by Jamie-BitFlight
Builds comprehensive Claude Code skills using parallel research agents — categorization, parallel documentation gathering, anti-hallucination checkpoints, and final validation. Use when building a skill from official docs, when "research for skill" or "create comprehensive skill" is requested, or when extensive multi-source documentation gathering is needed before skill creation.
agentskills
by Jamie-BitFlight
Agent Skills Open Standard reference (agentskills.io). Use when creating portable skills for Claude Code, Cursor, Gemini CLI, OpenAI Codex, VS Code, Roo Code, and 20+ compatible agents. Covers frontmatter schema, naming rules, directory structure, progressive disclosure, validation, and authoring. Load before creating cross-agent skills.
cove-prompt-design
by Jamie-BitFlight
Explains Chain of Verification (CoVe) prompt design — a 4-step pattern separating generation from independent factual verification. Use when designing prompts that require factual accuracy, reducing hallucinations, checking technical standards or APIs, or producing step-by-step procedures where subtle errors are costly.
agent-plugin-ecosystem
by Jamie-BitFlight
'Ecosystem awareness for AI agent plugin systems — Claude Code, Cursor, agentskills.io standard, AAIF. Auto-loaded into agents writing skills, agents, or plugin manifests so output targets the correct schema and platform. Describes plugin.json schemas, SKILL.md portability constraints, cross-vendor differences, and self-update instructions when ecosystem changes occur.'
code-review-claude-skills
by Jamie-BitFlight
Loaded automatically when reviewing Claude skills or agent definitions — covers SKILL.md structure, frontmatter validity, token budget, description quality, and agent contract compliance.
assessor
by Jamie-BitFlight
Assess a plugin and create refactoring task files for parallel agent execution. Use when you need to analyze a plugin structure, score its quality, and generate a phased refactoring plan with design map and implementation tasks.
delegate
by Jamie-BitFlight
Delegation prompt template enforcing WHERE-WHAT-WHY structure for sub-agent prompts. Use when assigning work to a sub-agent, before invoking the Agent tool, preparing prompts for specialized agents, or needing the OBSERVATIONS-SUCCESS-CONTEXT format with authoring rules and pre-send checklist. For comprehensive delegation guidance, activate the agent-orchestration how-to-delegate skill.
code-review-llm
by Jamie-BitFlight
Use when reviewing AI/ML code or LLM integration — activates on prompt templates, model selection logic, token budget concerns, or evaluation harness code. Enforces prompt hygiene, model tier matching, context window management, token economics, structured output validation, temperature settings, retry logic, streaming error handling, and PII/safety rules.
swarm-primitives
by Jamie-BitFlight
Conceptual foundation for Claude Code multi-agent orchestration -- defines teams, teammates, leaders, tasks, inboxes, messages, and backends and shows how they connect. Use when starting to build a swarm workflow, understanding the swarm lifecycle and file layout, reading team config structure, or learning the task dependency system before writing TeamCreate or Agent tool calls.
orchestrating-swarms
by Jamie-BitFlight
Master multi-agent orchestration using Claude Code's swarm system. Use when coordinating multiple agents, running parallel code reviews, creating pipeline workflows with dependencies, building self-organizing task queues, or any task benefiting from divide-and-conquer patterns. This facade loads specialist skills for primitives, spawning, operations, and patterns.
add-new-feature
by Jamie-BitFlight
SAM-style feature initiation workflow — discovery through codebase analysis, architecture spec, task decomposition, validation, and context manifest. Use when a user asks to add a feature, plan a feature, or convert an idea into an executable SAM plan.
holistic-linting-orchestrator
by Jamie-BitFlight
Orchestrator delegation workflows for linting. Guides orchestrators on when and how to delegate to linting-root-cause-resolver and post-linting-architecture-reviewer agents. Use when orchestrating linting tasks, delegating quality checks, or reading linting resolution reports.
delegate
by Jamie-BitFlight
Quick delegation template for sub-agent prompts. Use when assigning work to a sub-agent, before invoking the Agent tool, or when preparing prompts for specialized agents. Provides the WHERE-WHAT-WHY framework. For comprehensive delegation guidance, activate the agent-orchestration how-to-delegate skill.
drunk-claude
by KorroAi
Unleash Drunk Claude — the unfiltered, slightly tipsy genius who delivers absurdly wild ideas that weirdly, inexplicably work. Use this when you want hilarious, off-the-wall, chaotic creativity that somehow lands on brilliance. Claude drops the corporate act, loosens up, and hits you with ideas so crazy they loop back around to genius. Set intensity with /drunk-claude 0.3 to 1.0. Pick a mood with --mood philosophical chaotic melancholy aggressive flirty. Choose your poison with --drink beer wine whiskey cocktail absinthe. Pure viral energy. Pure unexpected insight. Drink responsibly.
resolver-query
by mycelium-hq
'Use when an operator asks which rule or policy governs a question — pricing exceptions, deploys, refunds, hiring — or wants to look up the matching rule in Meta/RESOLVER.md without reading the whole index by hand. Triggers: /resolver-query <question>, "which rule applies", "what''s our policy on X", "does a rule cover this". Not for writing or editing rules (read-only) and not for rebuilding RESOLVER.md (use resolver-build.py).'
health-context
by mycelium-hq
'Use when a host skill that benefits from biometric context runs: daily-journal (/journal), coaching, advisory-panel (/panel), patterns, or insights (/weekly, /monthly). Also use when the user asks how HRV, sleep, recovery, resting heart rate, steps, or workouts relate to a journal entry, coaching window, decision, pattern, or weekly review. Companion layer, never standalone. Setup: health-setup. Data import: ingest-health. Sync diagnostics: health-doctor.'
xiaohu-ip-studio
by xiaohuailabs
开源中文配图技能 + IP 角色库。用"挑认知锚点 → 现编隐喻 → 反 PPT 自检"的方法,为中文深度文/方法拆解生成由固定角色出演的正文配图(不是通用插画,不是样式库选风格)。自带 31 个原创 IP 角色(手绘线稿 15 + 谐音梗 meme 16),配图时按文章调性选一个角色出演,也可自建角色。当用户说"配图""正文配图""IP 配图""给这篇配图""隐喻配图""选个角色配图""配图 shot list"时使用。
PM Skill: Agent Update Workflow
by bobmatnyc
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