rag-implementation outlines retrieval-augmented generation principles around chunking and hybrid retrieval but lacks concrete procedures, decision trees, or failure modes. incomplete as written.

color-expert routes requests through five modes (concrete projects, design systems, generative work, color math, and tool selection) but lacks decision logic and explicit failure handling. procedures are narrative outlines rather than step-by-step instructions.

aws-serverless-eda documents aws serverless principles and mcp tool dependencies but lacks concrete procedures, specific use-case triggers, and actionable decision trees for common architecture patterns.

arize-dataset documents core concepts and field semantics for arize's dataset management cli, but lacks actionable procedures, trigger phrases, and failure mode coverage needed for agent execution.

websh provides shell-like access to web pages by mapping URLs to filesystem paths, allowing grep, ls, and cat operations on cached DOM content with natural language command parsing.

querying-mlflow-metrics fetches aggregated trace metrics from mlflow tracking servers via a python script. supports token usage, latency, and trace count queries with time-bucketing and aggregation functions.

math-olympiad covers imo/putnam/usamo/aime problem solving via parallel solver agents with adversarial verification, but reads as internal documentation rather than executable skill specification.

video-transcript extracts transcripts from youtube via TranscriptAPI.com using bearer token auth, but lacks complete endpoint documentation, error handling, and actionable step-by-step procedures.

brand-guidelines provides anthropic color and typography specifications (poppins, lora, hex codes) for styling artifacts, but lacks concrete invocation guidance and actionable workflow steps.

cargo is a router and metadata document for a 15-skill cargo CLI ecosystem. it describes skill hierarchy, delegation patterns, and onboarding/gtm entry points, but lacks actionable procedures and concrete trigger phrases for direct use.

producthunt retrieves posts, topics, users, and collections via graphql api. requires manual token setup and offers minimal procedural guidance beyond a single test script.

vue-testing-best-practices catalogs common testing problems in vue 3 projects (setup, async, mocking, e2e) and links to external guidance rather than providing self-contained procedures.

reddit-fetch attempts to retrieve and summarize reddit content via gemini cli or curl fallback, but the procedure is incomplete and lacks error handling, rate-limit management, and clear output contracts.

okx-defi-invest routes protocol discovery and investment execution to aggregated defi opportunities without requiring explicit dapp naming, delegating to specialized skills for wallet, portfolio, and token queries.

linkedin-content fragments a research step but lacks a coherent procedure for actual post composition, hook formulas, formatting rules, or engagement pattern application described in the abstract.

ima-agent-skill exposes desktop search and private knowledge base retrieval via IMA, launching the desktop app to execute queries, with optional auto-close capability.

user-persona-creation outlines research-driven persona development with interview templates and best practices, but lacks actionable procedural steps and concrete decision criteria for synthesis.

seedance wraps bytedance's video generation model via a cli tool, supporting text-to-video with optional synchronized audio output through inference.sh.

dogfooding teaches teams to use their own product intensely as a core practice. it covers assessment, gap analysis, program design, and impact measurement through frameworks from experienced product leaders.

revenue-operations provides command-line interfaces for pipeline analysis and forecast tracking in saas environments, but lacks decision logic, failure handling, and outcome measurement criteria.

hive-mind-advanced describes a queen-led multi-agent coordination pattern with byzantine consensus and shared memory, but lacks procedural detail, concrete examples, and failure mode analysis.

scvi-tools packages pytorch-based probabilistic models for single-cell genomics including batch correction, integration, and transfer learning, but lacks runnable procedures and failure handling.

scientific-brainstorming guides open-ended research ideation through structured conversation, helping researchers surface novel hypotheses and interdisciplinary connections without prescriptive methodology.

supermemory provides memory and context infrastructure for ai agents, supporting persistent recall across sessions and semantic search over documents. no operational procedures are defined.

seaborn is a python statistical visualization library built on matplotlib, designed for rapid exploratory analysis of distributions and relationships within pandas dataframes with sensible aesthetic defaults.

product-hunt-launch provides a CLI-based workflow for generating Product Hunt launch assets, specifically gallery images via flux image generation, but omits launch timing, tagline strategy, and day-of tactics despite description claims.

byzantine-coordinator describes consensus protocol orchestration with malicious actor detection, but lacks actionable procedures and concrete invocation patterns needed for actual deployment.

verification-before-completion enforces a principle that work completion requires fresh verification evidence, not assumptions. prescriptive on intent but underdeveloped in actionable procedure and failure handling.

vision-framework outlines ios computer vision capabilities (ocr, face detection, barcode scanning, pose estimation) targeting swift 6.3+ on ios 26+, with implementation patterns delegated to external references.

autoresearch runs an autonomous iteration loop where agents modify code, measure outcomes against user-defined metrics, and keep or discard changes. inspired by karpathy's ml training approach but generalized to any programming task with measurable results.

dbs-content-system structures bulk local content into a reusable engineering system by auditing scale, building workflows, extracting units, and generating topic maps. targets users with substantial existing material.

ux-principles collects domain knowledge across user research, accessibility, and usability evaluation, but lacks actionable procedure detail and decision logic needed for cross-vendor skill graph implementation.

image-upscaling wraps inference.sh cli commands to upscale images via real-esrgan and other models, but the documentation is skeletal and lacks procedural depth.

pytdc surfaces curated datasets and benchmarks for therapeutic machine learning workflows, including molecular property prediction, drug-target interactions, and molecule generation with standardized splits and evaluation metrics.

senior-security describes three python scripts for threat modeling, security auditing, and penetration testing, but provides no actionable procedures, decision logic, or failure modes. marketing copy without substance.

image-edit handles transformation of existing images through background replacement, restoration, colorization, portrait retouching, and object removal, with broad feature coverage but incomplete procedural guidance.

feishu-create-doc wraps the feishu mcp endpoint for document creation via lark-flavored markdown. it documents parameters, return values, and extensive formatting options but lacks clear procedural guidance for callers.

skill generates infographic image cards with configurable styles and layouts, but lacks concrete implementation details, failure handling, and actionable steps for execution.

canvas-design articulates a two-phase workflow for translating design philosophy into visual artifacts (pdf, png). lacks concrete execution steps, decision criteria, and failure handling.

prompt-library offers a curated collection of role-based and task-specific prompt templates across development workflows, but lacks procedural depth and actionable guidance for skill composition.

threejs-textures covers basic texture loading and material assignment in three.js, but lacks depth on uv mapping, cubemaps, hdr environments, and texture optimization mentioned in the description.

qiskit provides circuit building and optimization for quantum computing across multiple backends. covers transpilation, gate reduction, and algorithm libraries but lacks actionable execution guidance.

payment-assistant provides partial automation for binance pay qr code processing, but lacks complete flow definition, clear intent boundaries, and systematic failure recovery.

twitter-automation wraps x api operations (post, like, engage) through belt cli but lacks procedural depth, error handling, and realistic workflow examples beyond a single tweet posting command.

persona-it-admin provides google workspace administration tooling for security monitoring and configuration, but lacks actionable procedure depth and explicit failure handling.

founder-coach outlines founder development as a scaling constraint, identifying common leadership ceilings and archetypes, but lacks actionable procedures and concrete trigger conditions to activate coaching interventions.

mysql covers administration fundamentals like installation and user management, but lacks procedural depth or concrete trigger examples for real operational scenarios.