mcpbeat

Agent Workflow Skills

4 082 agent workflow skills from 665 authors. They configure the agents themselves: memory, prompts, context and other skills. Half of them fit into 1 830 tokens or less — that is what one costs your context window when the agent loads it. 769 ship runnable scripts rather than instructions alone. 5 of them cannot work without an MCP server, most often task. We also found 541 copies of these same skills sitting in other people's repositories — counted once here, not 541 times.

4 082 unique 665 authors 2 734 updated this month 466 from vendors

1 830
tokens, median
what a typical one costs in context
769
ship scripts
code that runs, not instructions alone
5
need a server
most often task
541
copies elsewhere
counted once here, not once per repository

3 985–4 032 of 4 082

page 84 of 86
Rootnode Project Brief
drayline

>- Generates a structured Project Brief — a comprehensive markdown document that extracts goals, architecture, knowledge file inventory, Custom Instructions summary, Memory contents, current state, ecosystem position, and key decisions from a Claude Project. Briefs serve as uploadable context source Project's purpose, architecture, and progress. Use when user says "create a brief," "brief this project," "extract project context," "generate a project summary for another project," "I need to share this project's context," "prepare this project for cross-project reference," or "document this project." Also use when the user is preparing to work across Projects and needs portable context. Do NOT use for session handoffs, project audits, or Memory optimization (use rootnode-session-handoff, rootnode-project-audit, or rootnode-memory-optimization respectively, if available).

6k tokens
Rootnode Prompt Validation
drayline

>- Evaluates and scores Claude prompts and system prompts using a six-dimension this prompt," "rate my prompt," "evaluate this prompt," "improve my prompt," "my prompt produces bad output," "help me fix this prompt," "is this prompt any good." Scorecard covers Objective Clarity, Context Specificity, Reasoning Fit, Output Precision, Behavioral Calibration, and Architectural Efficiency, plus a five-question Output Evaluation Rubric for assessing actual output. Also use when the user pastes a system prompt and asks for feedback. Activate whenever structured quality assessment of a single prompt is the primary need. Do NOT use for project-level audits involving Custom Instructions architecture, knowledge file organization, or multi-file Project structure (use rootnode-project-audit if available).

10k tokens
Rootnode Prompt Compilation
drayline

>- Builds complete, optimized Claude prompts and Project scaffolds from task descriptions. Use when building, designing, creating, or structuring a prompt for," "create a system prompt," "write a Claude prompt," "design a prompt for," "help me write a prompt," "scaffold a Claude Project," "design a Project for." Uses a four-stage methodology (Parse, Select, Construct, Validate) and a tested 5-layer architecture (Identity, Objective, Context, Reasoning, Output + Quality Control). In Project Mode, the Compiler is global-layer-aware — checks User Preferences, installed Skills, and MCP Connectors to avoid redundancy and flag gaps. Do NOT use for auditing existing prompts (use rootnode-prompt-validation if available) or diagnosing existing Projects (use rootnode-project-audit if available). Run on Opus 5 or Sonnet 5 at `high` effort (both defaults); depth reduces on legacy models.

15k tokens
Rootnode Repo Hygiene
drayline

>- Audits Claude Code repositories. Two-phase workflow — Phase 1 sweeps 14 hygiene categories (permissions, hooks, CLAUDE.md bloat, Skills hygiene, process-abstraction, plus structural) and an optional 7-layer leak check. Phase 2 executes [APPROVED] markers from the report file. Use for repo cleanup, pre-distribution sanity, post-feature hygiene, environment audit, process-abstraction discovery. Trigger on "audit my CC repo," "sweep my repository for hygiene," "check this CC environment," "find process abstraction candidates," "review my CLAUDE.md," "clean up my .claude directory," "pre-distribution hygiene check," "find layer leaks in my CC setup." Routes structural findings to rootnode-cc-design REMEDIATE. Composes with rootnode-critic-gate. CC-only — does not scan Claude Projects. Do NOT use for building a Skill (use rootnode-skill-builder), compiling a prompt (use rootnode-prompt-compilation), scoring a single prompt (use rootnode-prompt-validation), or auditing a Project (use rootnode-project-audit).

39k tokens
Rootnode Skill Builder
drayline

>- Builds, validates, packages, tests, and optimizes deployment-ready Skill files (SKILL.md + references/ + scripts/ + agents/) from design specifications. Three pre-build gates + 9-dimension quality gate (with D9a/b/c empirical evidence tiers) + behavioral iteration loop + automated description optimizer + blind version comparator. Use for building, this Skill," "review this Skill," "test my Skill," "optimize the description," "compare these Skill versions," "should this be a hook "my description truncates," "my SKILL.md is too long," "my Skill is overtriggering." Do NOT use when designing Skill methodology — that's design work, not packaging. Do NOT use for prompt compilation, project auditing, or prompt scoring (use rootnode-prompt-compilation, rootnode-project-audit, or rootnode-prompt-validation if available).

95k tokens scripts
Rootnode Session Handoff
drayline

>- Produces structured markdown session continuation documents for multi-session workflows. Captures active work streams, decisions with rationale, knowledge-file deltas learned during the session, the exact files to load next conversation, ingested content, artifacts, and open items into an ingestion-optimized handoff. Carries pending KF updates and unresolved items forward across handoff chains so context never drops. Generates a closeout checklist and echoes the starter prompt to chat. Use when approaching context limits, wrapping up a session, or managing work "wrap up this session," "build session handoff," "BSH," "continue next session," "we're running out of context," "context is getting long." Do NOT use for Memory optimization, context budget analysis, project audits, deciding whether work is ready for autonomous/Claude Code execution (use rootnode-handoff-trigger-check), or summaries with no continuation intent.

9k tokens
Token Usage
saidwivedi

> Show per-session token usage breakdown. Run /token-usage or /token-usage 30 to see usage over N days.

2k tokens scripts
Ios Intents Architect
Xopoko

Design and implement App Intents, AppEntity, EntityQuery, and App Shortcuts for iOS system surfaces such as Shortcuts, Siri, Spotlight, widgets, controls, and app handoff routes.

4k tokens
Repo Health Check
DominikTobureto

Use when auditing a repo before changes to find the smallest safe PR, quality risks, stale docs, missing tests, ignored-file gaps, or agent setup issues. Best first skill for unfamiliar codebases.

1k tokens
Game Design Prosocial Session Chapters
Stanestane

Design or audit prosocial experiences in session-based multiplayer games using a three-phase chapter model built around Setup, Little Loops, and Long Tail. Use when evaluating co-op games, team shooters, MOBAs, mission-based multiplayer, or other repeat-session formats; when planning how to prime trust before play, reinforce repeatable prosocial actions during play, and carry positive social momentum across sessions; or when a multiplayer game feels socially flat, hostile, forgettable, or unable to turn one good match into another.

2k tokens
Prompt Polish
mfarzanansari

Rewrite a rough prompt into a polished, model-specific prompt grounded in the official Anthropic prompting guides. Use when the user invokes prompt-polish, types an invocation like "prompt-polish/FABLE 5/[prompt]" or "prompt-polish/OPUS 4.8/[prompt]", or asks to polish, improve, rewrite, optimize, or tune a prompt for a named model ("make this prompt better for Fable 5", "tune this for Opus"). Supports Claude Fable 5 and Claude Opus 4.8 (Opus 4.7 routes to 4.8 guidance). If no draft prompt is provided, ask for it rather than inventing one.

11k tokens
Conflict Patterns
KnowledgeXLab

Identify conflicting rules between two lists of extracted rules. Use this skill when comparing a skill's rules against another skill's rules or against agent config rules (CLAUDE.md, GEMINI.md, etc.).

2k tokens
Profile Craft
codegraphtheory

Design and validate Hermes Agent profile distributions, including SOUL.md, distribution.yaml, skills, config, MCP stubs, and release readiness.

1k tokens
Prompt Engineering
codegraphtheory

Turn a simple profile idea into a mature, production-quality Hermes profile prompt and generation brief.

900 tokens
Agent Forge
AlekseiUL

Создание, улучшение и аудит скиллов и агентов OpenClaw. Три режима: создание скилла (11 шагов), создание агента (9 шагов, с памятью и автоулучшением), улучшение существующего (5 шагов). Triggers: 'создай скилл', 'новый скилл', 'создай агента', 'новый агент', 'улучши скилл', 'skill creator', 'agent creator', 'скиллмейкер'.

48k tokens ru
Bmad Story Pipeline
terryso

Run configurable BMAD pipeline for story delivery using subagent

1k tokens
Autostar Web
chrisvoncsefalvay

> Generalised autonomous optimisation loop — soft RLVR for any artifact a user can project-pack, none. Never assumes subprocess access or unrestricted local files. Use this skill whenever a user wants to iteratively improve an artifact — code, prompts, documents, configs, designs, content — by running structured experiments, evaluating results against a multi-dimensional rubric, and learning good", "run experiments on", "autoresearch", "iterate on this overnight", "try different approaches and pick the best", or any request implying repeated evaluate-and-improve cycles.

5k tokens
Film Storyboard Skill
RainLib

Use when creating storyboards from scripts, generating visual prompts for beat boards or sequence boards, or converting narrative beats into AI-generated images across platforms (Nano Banner, Midjourney, Gemini)

12k tokens zh
Animator Skill
RainLib

Use when converting static image sequences (sequence boards) into motion prompts for AI video generation platforms (Runway, Pika, SVD), or describing temporal movement for video synthesis

11k tokens zh
Storyboard Review Skill
RainLib

Use when reviewing storyboard outputs at any production stage (beat breakdown, beat board, sequence board, motion prompts), providing quality assurance feedback, or identifying revision requirements for Director agent

4k tokens zh
Prime The Agent
respira-press

Use when starting a session on an existing WordPress site, or when the user says 'prime yourself', 'what builder does this site use', or 'give me a site briefing'. Loads the active site, detects the builder, loads inline schemas, reads the stored per-site brief, and sets the do-not-write-raw-HTML rule.

3k tokens
Woo Agent Storefront
respira-press

Use when the user says 'make my store visible to chatgpt', 'set up product feeds', or 'make my store agent-ready', or asks about Google Merchant Center, a store llms.txt, or cart links for AI agents. Sets up product feeds in six formats and registers the catalog with the major platforms.

2k tokens
Plc Code Analysis
Czarnak

> Standalone skill for multi-perspective PLC code security and quality analysis. "code review", "check this code", "is this safe", "find issues" when combined with PLC, SCL, ST, LAD, FBD, Structured Text, or block context. Also triggers when the user pastes PLC code and asks for feedback, or uploads exported SimaticML XML files. This skill is independent of tia-openness-roadmap — it does not perform engineering automation. It analyzes code that has already been exported, pasted, or is accessible via the TIA Portal MCP server.

16k tokens
Tia Portal MCP
Czarnak

> Use when the TIA Portal MCP server is available for focused, guarded project reads and writes. Use TIA Openness skills for complex multi-step automation.

2k tokens
Requirements Scoping
proyecto26

This skill should be used when the user needs to "clarify requirements", separate "functional vs non-functional requirements", "scope the problem", figure out "what questions should I ask", state the "requirements for <X>", or otherwise pin down a vague design prompt before building. It turns an ambiguous ask into functional requirements, non-functional constraints, and an explicit out-of-scope. Use it whenever a prompt is broad or under-specified ("design Twitter", "build a chat app") even if the user doesn't say "requirements".

4k tokens
Load Balancing
proyecto26

This skill should be used when the user adds a "load balancer", asks about "L4 vs L7" (transport vs application layer), picks a balancing algorithm ("round robin", "least connections", "weighted", "IP hash"), configures "health checks", needs "sticky sessions" / "session affinity", adds a "reverse proxy", does "SSL/TLS termination", spreads "traffic distribution" across an "autoscaling group", or wants a stateless web tier behind a single entry point. Use it whenever a design has more than one server behind one address, or a single box is the entry-point bottleneck or SPOF, even if the user doesn't say "load balancer".

7k tokens
Deep Reader
tronghieu

>- Deep-read long books and papers using Mortimer Adler's inspectional / analytical / syntopical method, the Recite step from SQ3R, and S. Keshav's three-pass method for papers, with page-anchored notes as external memory so the agent never has to load the whole text into one context window. Use this skill whenever the user asks to read, study, summarize, analyze, review, or answer questions about a long book, textbook, PDF, EPUB, thesis, dissertation, survey paper, or any document of roughly 50+ pages. Also use it when a `<slug>-notes/` workspace from a previous session already sits next to a source file and the user asks a follow-up question about that book — search the existing notes before re-reading anything. Trigger on these requests in whatever language the user writes them — for example Vietnamese "đọc sách", "tóm tắt sách", "phân tích luận án", or equivalent phrasing in any other language. Do not use this skill for short documents (under ~30 pages) that fit comfortably in context — read those directly instead; the pipeline is overhead they don't need.

25k tokens scripts
Strategy Board
tronghieu

> A C-level strategy advisory board, run as a team of named specialist agents, that takes an executive from a raw strategic question to a defended, board-ready recommendation. Use this skill whenever the user faces a significant business decision or wants strategic analysis — market entry, build-vs-buy, M&A, digital transformation, annual planning, portfolio prioritization, pricing, a big investment, a competitive threat, a turnaround. Trigger on requests like "should we invest in / build / buy / enter…", "develop a strategy for…", "evaluate this opportunity", "make the business case", "stress-test this plan", "run a pre-mortem", or "prepare a board presentation" — in any language, even when the user doesn't say the word "strategy". Also trigger when the user names a board member (Drucker, Porter, Christensen, Graham, Grove, Wack, Taleb, Minto) or asks to convene the board / open a boardroom session.

35k tokens scripts
System Prompt Creator
tronghieu

Create high-quality, model-aware system prompts for any LLM (Claude, GPT, Gemini, open-source, etc.). Use this skill whenever the user wants to create, write, build, design, draft, or improve a system prompt, system instructions, or custom instructions for any AI model. Also trigger when the user asks about prompt engineering, prompt design, prompt optimization, or wants to define behavior for an AI assistant, chatbot, agent, or any LLM-powered application — even if they don't explicitly say "system prompt". Covers all use cases including chatbots, agentic systems, tool-use workflows, content generation, data extraction, code assistants, and multi-turn conversations.

18k tokens
Trace Analytics
opensearch-project

> Investigate distributed traces and spans in OpenSearch. Use this skill when the user wants to analyze traces, investigate slow spans, find error spans, track agent invocations, measure token usage, reconstruct trace trees, query service maps, or debug distributed systems through trace data. Activate even if the user says traceId, spanId, OpenTelemetry, OTel, distributed tracing, latency, span duration, service map, or trace investigation without mentioning OpenSearch.

4k tokens
Code Handoff
martinffx

Compact the current conversation into a handoff document for another agent to pick up.

225 tokens
Code Subagents
martinffx

> Implementation subagent dispatch patterns. Use when independent implementation work is available and subagents can execute it. Covers parallel dispatch, shared-tree patch snapshots, one combined review per completed batch, and serial integration.

2k tokens
Soc Analyst
UnitOneAI

> SOC Analyst role bundle covering Tier 1 through Tier 3 operations. Orchestrates alert triage, threat hunting, incident investigation, and detection engineering workflows. Auto-invoked when the user needs help with security monitoring, alert analysis, threat hunting hypotheses, incident timelines, or detection rule development. Sequences the appropriate security skills based on the operational engagement type.

5k tokens
Vciso
UnitOneAI

> Virtual CISO role bundle for organizations without a full-time CISO. Orchestrates security program assessment, compliance readiness, risk management, and board-level reporting. Auto-invoked when the user asks for security program guidance, compliance assessment, risk posture evaluation, or board reporting preparation. Sequences the appropriate security skills based on engagement type.

5k tokens
Devexpress Winforms Pivot Grid
DevExpress

> AI agent skill for the DevExpress WinForms PivotGridControl. Covers NuGet setup, data binding (DataSourceColumnBinding, ExpressionDataBinding, OLAP), field areas and layout, summaries, grouping, sorting, filtering, conditional formatting (FormatRules), and appearance customization. Use for any DevExpress WinForms PivotGridControl cross-tabular analysis scenario.

18k tokens
Devexpress Xaf Business Logic Xpo
DevExpress

XPO-specific CRUD and business logic patterns for XAF applications. Sub-skill of devexpress-xaf-business-logic — load this when XPO ORM is detected. Covers UnitOfWork, Session, XPCollection, XPQuery (LINQ to XPO), XPView, NestedUnitOfWork, XPObjectSpace.Session access, AfterConstruction/OnSaving/OnDeleting/OnLoaded overrides, SetPropertyValue, GetCollection, connection pooling, XPInstantFeedbackSource, XPServerCollectionSource. Use when someone mentions "UnitOfWork", "Session", "XPCollection", "XPQuery", "NestedUnitOfWork", "SetPropertyValue", "AfterConstruction", "Session.FindObject", or asks about XPO data operations in XAF.

6k tokens
Devexpress Xaf Filtering Xpo
DevExpress

>- XPO-specific filtering patterns for XAF applications. Sub-skill of devexpress-xaf-filtering — load when XPO ORM is detected. Covers XPCollection with CriteriaOperator, XPQuery<T> LINQ filtering, XPView for lightweight read-only queries, BinaryOperator / GroupOperator / FunctionOperator / ContainsOperator / InOperator / BetweenOperator programmatic construction, Session.FindObject, server-mode data sources (XPInstantFeedbackSource, XPServerCollectionSource), and Session.GetObjects. Use when someone mentions XPCollection criteria, XPQuery Where, Session.FindObject, or XPO filtering in XAF.

7k tokens
Look Tongji Notes
WALKERKILLER

9-command agent skill suite for Tongji Look (look.tongji.edu.cn): setup, list, transcribe, take notes, manage materials, build course wiki, create cheat sheets, batch-process entire courses, and deploy course wiki to GitHub Pages.

11105k tokens scripts
1c Edt Tools
Desko77

1C:Enterprise (1С:Предприятие) development tools via EDT MCP server — BSL code analysis, metadata inspection, module navigation, error checking, debugging, configuration management. Use when working with 1C code, BSL modules, 1C metadata, 1C queries, 1C forms, or any 1C:Enterprise development task.

26k tokens ru
Cc Prompt Builder
Svenja-dev

> Erstellt detaillierte, autonome Claude Code (CC) Prompts mit Self-Fix-Protokoll. Nutze diesen Skill IMMER wenn der User einen CC-Prompt, Claude Code Prompt oder "Prompt für CC", "lass CC das machen", "mach einen Prompt draus", "CC soll das autonom abarbeiten", "delegate an Claude Code", "Sonnet-Prompt", "autonomer Prompt". Der Skill erzeugt token-effiziente Prompts die mit günstigeren Modellen (Sonnet) funktionieren, weil sie präzise genug sind um Rückfrage-Schleifen zu vermeiden.

2k tokens
Prompt Architect
Svenja-dev

| Transformiert Anforderungen in Best-Practice Prompts nach Claude 4.x Standards (Dezember 2025). Wird AUSSCHLIESSLICH per /prompt-architect aufgerufen — KEINE automatische Aktivierung. Produziert strukturierten, ausfuehrbaren Prompt mit allen Best Practices.

3k tokens
Learning Capture
Svenja-dev

Recognize and capture reusable patterns, workflows, and domain knowledge from work sessions into new skills. Use when completing tasks that involve novel approaches repeated 2+ times, synthesizing complex domain knowledge across conversations, discovering effective reasoning patterns, or developing workflow optimizations. Optimizes for high context window ROI by identifying patterns that will save 500+ tokens per reuse across 10+ future uses.

4k tokens
Skill Doc Generator
Svenja-dev

Auto-generates standardized README documentation from SKILL.md files, validates consistency (frontmatter, descriptions, terminology), and creates usage examples. Use when documenting individual skills, generating docs for multiple skills in a directory, or validating skill quality standards.

14k tokens scripts
Multi Agent Patterns
Svenja-dev

Design multi-agent architectures for complex tasks. Use when single-agent context limits are exceeded, when tasks decompose naturally into subtasks, or when specializing agents improves quality.

10k tokens scripts
City Analysis Workflow
sgarcese

Master workflow skill for City of Boston policy analysis and civic innovation. ALWAYS use this skill for any request involving Boston city data, city services, neighborhood equity, public policy, government performance, 311 analysis, housing, safety, transportation, or any civic issue — even if the user hasn't explicitly asked for a 'full analysis'. This skill orchestrates five sub-skills: city-problem-framing (Bloomberg-inspired), city-policy-analysis (J-PAL-inspired), city-communication (GovLab/InnovateUS-inspired), city-benchmarking (cross-city comparison using San Francisco, Seattle, and DC data), and city-performance-management (Results for America / PerformanceStat). Use this skill for: 'full analysis', 'policy brief', 'data-driven recommendation', 'city improvement project', 'investigate [issue]', 'compare Boston to other cities', 'what does the data show', 'help me write a memo about', or any request that combines problem definition, data analysis, and communication for government or civic purposes.

46k tokens
Autonomous Agent Gaming
qodex-ai

Build autonomous game-playing agents using AI and reinforcement learning. Covers game environments, agent decision-making, strategy development, and performance optimization. Use when creating game-playing bots, testing game AI, strategic decision-making systems, or game theory applications.

24k tokens scripts
Creative Generation Agent
qodex-ai

Build agents that generate creative content including music, memes, podcasts, and multimedia. Covers generative models, content synthesis, style transfer, and creative control. Use when building creative assistants, automated content creators, multimedia generators, or artistic AI systems.

18k tokens scripts
Multi Agent Orchestration
qodex-ai

Design and coordinate multi-agent systems where specialized agents work together to solve complex problems. Covers agent communication, task delegation, workflow orchestration, and result aggregation. Use when building coordinated agent teams, complex workflows, or systems requiring specialized expertise across domains.

19k tokens scripts