twelvedata retrieves real-time and historical pricing for stocks, forex, and commodities via python function calls. no authentication guidance, rate limit handling, or error recovery documented.

machine-learning-engineer covers model deployment, serving infrastructure, and real-time inference at scale including optimization, kubernetes orchestration, edge deployment, and production monitoring. lacks procedural depth.

linkedin-writer generates two posts per topic using format templates and voice matching, but relies entirely on external reference files that may not exist and lacks fallback logic for missing dependencies or execution failures.

story-short-scan analyzes short-form fiction rankings across chinese platforms (zhihu, qimao, heiyan, dianzhong) to identify trending emotional patterns and genre signals with explicit validity windows and rescan schedules.

dbs-agent-migration standardizes multi-platform agent configuration (Claude Code, Codex, Grok) through structure audit and bridge generation, but lacks concrete procedure steps and failure handling.

write-xiaohongshu guides users through researching top-performing xhs posts, analyzing patterns and emotional resonance, enriching background knowledge, then drafting and publishing platform-compliant image posts with title/body/tags/images.

tauri-development covers typescript and rust patterns for cross-platform desktop apps, including project structure, ipc integration, file operations, and security basics, but lacks concrete workflows and actionable decision trees.

suggests lucide icons for concepts and ui placements by interpreting symbolic meaning. incomplete procedure details and no error recovery guidance.

game-changing-features guides strategic product thinking through a five-step workflow to identify high-leverage opportunities across massive, medium, and small effort scales. it frames thinking in terms of user value and competitive differentiation rather than incremental feature addition.

newsletter-generation covers multi-source content curation and composition into structured markdown output. lacks procedural depth, edge case handling, and concrete implementation guidance for reliable execution.

firebase-firestore-standard is a navigation hub that links to external documentation without teaching provisioning, security rules, or sdk integration in situ. it delegates substance entirely to referenced files.

competitive-teardown captures product and competitive positioning by aggregating pricing pages, app store reviews, job postings, and social signals into actionable market analysis. it lacks procedural specificity and failure-mode awareness.

nuxt covers core framework concepts (routing, data fetching, config, modules, deployment) for vue full-stack development with ssr, file-based routing, and nitro backend. lacks actionable procedures for common tasks.

migrating copilotkit from v1 to v2 requires auditing imports, replacing deprecated hooks, switching runtime strategies, and validating behavior against the new ag-ui protocol foundation.

nlp-natural-language-processing provides guidelines for transformer-based text processing, tokenization, and model fine-tuning. lacks executable procedures and concrete workflows for specific nlp tasks.

recipe-batch-rename-files renames multiple google drive files matching a query pattern via gws cli commands, applying name changes one file at a time and verifying updates.

optimize-for-ai documents content optimization tactics for ai search engines (chatgpt, perplexity, claude, gemini, google ai overviews) through structuring, authority signals, and entity building, but lacks clear triggering conditions and actionable skill boundaries.

schema-markup covers json-ld implementation for search engine rich results, with reference tables and validation guidance. lacks concrete trigger phrases and does not address implementation edge cases or failure modes.

project-estimation covers techniques like pert, bottom-up, and analogous estimation for planning realistic timelines and budgets. includes best practices but lacks executable workflow clarity.

pricing-strategy provides conversational guidance on saas pricing models and competitive positioning through structured context gathering, but lacks executable procedures, decision frameworks, or measurable outcomes.

marketing-psychology applies behavioral science principles via a prioritized scoring framework. it selects top models mapped to buyer journey stages and enforces ethical guardrails, but lacks concrete procedural steps and trigger specificity.

persona-content-creator coordinates multi-step content workflows across google workspace (docs, drive, gmail, chat, slides), relying on prerequisite skills and loosely-coupled sub-workflows rather than integrated orchestration.

mybatis-plus-generator covers code generation for entity, mapper, service, controller, and dto/vo/bo layers across mvc and ddd architectures in java and kotlin. trigger conditions are explicit and well-defined, but execution guidance lacks actionable detail and fails to address real-world failure modes.

refactoring-ui provides design principles for hierarchy, spacing, and color but lacks actionable procedure, concrete decision logic, and output validation. the framework stops mid-execution.

anti-render generates ideal-versus-reality visual comparisons by analyzing image content, detecting domain context, and producing juxtaposed renders across lighting, material, color, atmosphere and composition dimensions.

api-testing-observability-api-mock provides a generic framework for building mock api services to support parallel development and contract validation, but lacks actionable procedures, specific trigger language, and failure mode guidance.

home-assistant-automation covers device control commands for lights with basic syntax examples, but lacks procedural depth, automation triggers, and failure handling guidance.

sparc-coordinator describes a five-phase methodology framework (specification, pseudocode, architecture, refinement, completion) with quality gates and agent coordination patterns. lacks concrete invocation details and actionable step sequences.

manufacturing-expert provides domain reference material and boilerplate python classes for mes, quality control, and predictive maintenance, but lacks actionable procedures, error handling, and concrete trigger examples.

cli provides formatted output functions for r package developers, covering errors, warnings, messages, and progress indicators via purpose-built functions with inline markup support.

vitest-testing provides a code snippet showing basic test structure with describe/it/expect and mock clearing, but lacks procedural depth, trigger specificity, and edge case guidance.

refactor catalogs 43 martin fowler refactoring rules across 8 categories with priority levels, but lacks actionable procedures, concrete trigger conditions, and failure mode coverage needed for reliable agent execution.

gossip-coordinator outlines distributed consensus via epidemic protocols but lacks concrete invocation patterns, step-by-step procedures, and failure recovery specifics needed for operational deployment.

agent-evaluation describes conceptual frameworks and research findings for assessing non-deterministic agent systems using multi-dimensional rubrics and lm-as-judge approaches, but lacks concrete implementation procedures.

c-sharp documents naming conventions, language features, and architectural patterns across .net, blazor, and unity contexts, but lacks procedural guidance for executing actual development tasks.

sepa-strategy outlines mark minervini's framework for identifying stock entry points using technical criteria and risk-adjusted position sizing. incomplete implementation and missing decision outputs limit practical utility.

snowflake-platform covers cortex ai functions, native app development, snowpark python, and jwt authentication on snowflake's cloud. includes documented error prevention patterns and rest api integration patterns.

bankr-dev-polymarket wraps natural language access to polymarket prediction markets on polygon, supporting market search, odds queries, position management, and usdc.e betting. execution model relies on external client abstraction without explicit procedure detail.

rebranding-strategy covers domain migration, 301 redirects, stakeholder communication, and multi-channel coordination for brand transitions, with scaffolding for scope assessment and timeline planning.

reddit-thread-analyzer extracts sentiment, arguments, and consensus from discussion threads via structured analysis. procedure emphasizes extracting upvoted comments and identifying divisive topics, but lacks specifics on data fetching, parsing failures, and rate limiting.

guides interpretation of google search console performance metrics, indexing status, core web vitals, and rich results with emphasis on monthly monitoring and correlation with product releases.

using-git-worktrees provides a decision tree for isolating work through platform-native tools or git worktrees, starting with detection of existing isolation before tool selection.

review-local-changes orchestrates multi-agent code review of uncommitted changes with configurable impact filtering and output formats, but procedure execution relies heavily on external agent behavior without clear fallback or validation mechanisms.

langgraph covers production-grade ai agent architecture using explicit graph construction, state management, and cycle handling, though concrete implementation patterns remain sparse.

douyin provides video download and metadata extraction via browser automation, supporting short links and output path customization, but lacks error handling documentation and robustness guidance.

algorithmic-art guides creation of generative visuals via p5.js with seeded randomness and parametric control, but lacks concrete procedural steps and actionable inputs.

biomedical-search wraps valyu's semantic api to query pubmed, preprints, clinical trials, and fda labels with natural language. lacks procedural depth and edge case handling.