agile-product-owner provides a table of contents and workflow names for backlog management without substantive procedures. it reads as a skeleton lacking actionable steps, decision logic, or failure handling.

agentmemory-mcp-tools provides a reference catalog of memory system operations grouped by function (capture, retrieve, sessions, governance) without actionable guidance on when to use each tool or how its parameters relate to user intent.

sensitive-browser delegates credential entry, payment processing, and form filling to an isolated subprocess to prevent sensitive data leakage into agent logs, but lacks concrete procedural steps and failure mode documentation.

search-memory provides heuristics for when to query a personal knowledge base, but lacks concrete procedures, error handling, and actionable outputs for consuming search results.

alphaear-predictor forecasts market trends via kronos time-series modeling and adjusts predictions using news sentiment analysis. requires trained model weights and embedding infrastructure.

taste-design generates semantic DESIGN.md files for Google Stitch that enforce premium UI standards through strict typography, color, and component rules. integrates with Stitch MCP Server for programmatic screen generation in cursor-based workflows.

prioritizing-roadmap guides users through multi-stakeholder product sequencing via conversational frameworks, drawing on domain expertise from product leaders. helps separate hypothesis from conviction to surface shared decision context.

lean-ux-canvas guides teams through structured problem framing using an 8-box facilitation template, combining assumptions into testable hypotheses before building. covers business outcomes, user needs, and learning experiments to validate core assumptions.

byok-custom-model enables users to register custom llm endpoints (anthropic, openai, xai, qwen, deepseek, etc.) with their own api keys, bypassing the platform proxy and hitting vendors directly.

planning-agent accepts conversation context and codebase state, then generates structured implementation plans with handoffs, but lacks specificity on decision logic and failure handling.

r3f-animation provides a minimal code example for frame-based rotation using useFrame, but lacks systematic coverage of animation patterns, spring physics, GLTF playback, keyframes, or failure modes.

heygen-avatar creates and manages digital avatars for agents, users, or named characters, persisting identity data to markdown files for reuse across sessions.

azure-architecture-autopilot generates interactive azure infrastructure diagrams from natural language and analyzes existing resources. includes bundled python scripts for icon rendering without external dependencies. language auto-detection mirrors user input across all interactions.

knowledge-graph-builder outlines when to use graph structures for semantic reasoning and fact verification, but lacks concrete implementation steps, schema patterns, or operational guidance.

gws-calendar-insert creates a google calendar event with required summary and time range, optional location, description, attendees, and google meet integration via command-line flags.

stakeholder-alignment guides teams in building shared understanding through structured artifacts like raci matrices, decision frameworks, and communication plans. covers role definition and conflict navigation but lacks procedural depth.

woocommerce-code-review provides a checklist of php architecture and naming violations to flag when reviewing woocommerce code, but lacks actionable steps, error handling, and automated integration details.

gws-modelarmor wraps google's content filtering via three helper commands (sanitize-prompt, sanitize-response, create-template) but lacks complete procedural depth and edge case documentation.

ecc-guide surfaces current ECC agents, skills, commands, hooks, rules, and install profiles by reading the live repository, helping users understand architecture and find components without stale hardcoded answers.

openclaw-audit-watchdog schedules daily security audits for openclaw agents, collects findings by severity, and routes reports to telegram, slack, email or other dm channels via cron.

cloudrun-development covers deployment of backend services in function or container mode on cloudbase run, with support for websockets, sse, and ai agent frameworks, but lacks concrete procedural guidance and error handling detail.

seo-aeo-best-practices outlines principles for optimizing content across search engines and ai answer engines. covers metadata, structured data, and eeat guidelines but lacks executable steps and decision logic.

omero-integration covers microscopy data management via the omero-py api, including image retrieval, pixel analysis, roi and annotation management, and batch processing for high-content screening workflows.

recipe-create-meet-space chains google meet and gmail apis to provision an open meeting room and distribute its join uri via email to a static recipient list.

planning-with-files-de manages complex task workflows via persistent markdown files (task_plan.md, findings.md, progress.md), restoring context between sessions and tracking progress through structured file operations.

react-server-components teaches zero-bundle server rendering for data-heavy components in next.js 13+. covers when to adopt and basic conceptual distinctions vs ssr, but lacks actionable procedure.

signup covers signup flow optimization for trial, freemium, and paid account creation. focuses on friction reduction and completion metrics, but lacks concrete implementation steps.

understand generates a knowledge-graph.json representation of codebase architecture for interactive exploration. supports language localization, incremental or full rebuilds, and optional llm-based validation.

react19-source-patterns catalogs api surface changes and ref patterns for migrating react codebases to version 19, organized as a lookup table with reference links.

design-critique outlines a feedback framework and conversation structure for facilitating design reviews, but lacks procedural specificity and actionable decision-making guidance.

tavily-web wraps the tavily api for web search and content extraction, but lacks substantive procedural detail, error handling, and decision-making guidance beyond basic installation.

auth-nodejs-cloudbase covers caller identity retrieval, user profile queries, and custom login ticket generation for cloudbase node backends. lacks actionable step-by-step procedures and explicit error handling.

web-search wraps tavily and exa apis through a belt cli wrapper for querying and extracting web content, but the documentation is skeletal with no meaningful guidance on outputs or failure scenarios.

web-search provides tavily and exa integration for web queries and content extraction via belt cli, but lacks structured intent definition, explicit error handling, and trigger coverage beyond the quick start example.

complexity identifies refactoring candidates by analyzing code metrics and reporting hotspots. procedurally incomplete and lacks actionable recovery paths for common failure states.

parasite-seo covers leveraging high-authority third-party platforms (medium, reddit, linkedin) to publish optimized content for quick rankings and backlinks without building domain authority from scratch.

ads-apple outlines an asa health assessment workflow for campaign structure, bid health, and custom product pages, but lacks concrete procedures, failure mode coverage, and specific invocation patterns.

accounting covers bookkeeping fundamentals and financial setup for early-stage companies, emphasizing clean transaction separation and revenue recognition for saas businesses.

push-notification-setup provides a foundation for firebase cloud messaging integration across ios and android, with code samples and checklists but lacks actionable decision logic and failure recovery steps.

playwright-web-scraper extracts structured data from websites using playwright. skill acknowledges ethical constraints but procedure is incomplete and edge case handling is absent.

firebase-cli covers terminal-based firebase project management including deployment, local emulation, user bulk operations, and ci/cd integration, but lacks procedural depth and error handling guidance.

token-optimizer provides context reduction and model routing tactics via python scripts, but lacks clear intent definitions, decision logic, and failure recovery paths needed for production use.

design-with-taste codifies a design philosophy emphasizing simplicity, fluidity, and delight through gradual revelation. it serves as a reference for building intentional, human-centered ui without step-by-step implementation guidance.

matlab covers matrix operations and numerical computing via MATLAB or GNU Octave. provides basic invocation syntax for running scripts but lacks procedural depth for realistic use cases.

site-architecture covers website structure, navigation design, and internal linking strategy. lacks concrete procedural steps and assumes significant user knowledge about information architecture principles.

vtex-io-react-apps covers frontside react component creation for store framework blocks, interfaces.json configuration, and site editor content schemas, but lacks procedural depth and failure recovery guidance.

moodle-external-api-development outlines the three-method pattern for building custom web service APIs in moodle, but lacks actionable steps, failure modes, and concrete implementation guidance.