davila7-mermaid-diagram-specialist provides procedural guidance for creating mermaid diagrams across multiple types (flowchart, sequence, erd, c4, state). covers selection logic and syntax examples but lacks failure recovery and edge case handling.

openclaw-tmux exposes tmux primitives for reading and writing interactive sessions: list/capture panes, send keystrokes, detect prompts. covers session lifecycle but assumes operator judgment on automation safety.

figma enables design-to-code translation via mcp server, fetching context and screenshots to generate production code aligned with project conventions and design tokens.

langchain-ai-web-research delegates multi-subtopic web research to parallel subagents, collects findings into local files, and synthesizes cited reports. covers planning, delegation, and synthesis workflows with explicit file-based communication patterns.

openclaw-trello wraps the trello rest api with curl and jq, exposing board/list/card operations via copy-paste curl templates. covers basic crud but lacks intent modeling and error handling patterns.

agentic-eval covers iterative refinement patterns for ai agent outputs, with concrete code examples for self-critique loops, evaluator-optimizer architectures, and test-driven code generation workflows.

davila7-documentation-templates provides markdown templates and structural guidelines for readme files, api docs, code comments, and changelog formats. prescriptive but lacks procedural depth for real-world application.

wshobson-mobile-ios-design covers swiftui patterns, navigation structures, and system integration for ios development. provides code examples and hig principles but lacks actionable procedures for design decisions.

davila7-launch-strategy structures product launches across five phases (internal through full launch) with emphasis on owned, rented, and borrowed channels. covers product hunt preparation, post-launch retention, and ongoing momentum tactics but lacks concrete failure mode handling and decision trees for real-world constraints.

github-prd structures product requirement generation through discovery, analysis, and technical drafting phases. emphasizes concrete specifications over vague language, but lacks explicit failure handling and assumes user cooperation during the interrogation phase.

pytorch-triaging-issues routes github issues to oncall teams, applies module and type labels from an allowlist, closes questions with forum redirects, and flags high-priority items for human review. pt2 issues receive special handling requiring module labels before marking triaged.

novuhq-better-auth-best-practices covers typescript-first authentication setup, database adapter configuration, session management strategies, plugin integration, and security considerations for the better auth framework.

davila7-wordpress-penetration-testing covers wordpress security assessment through enumeration, vulnerability scanning, credential attacks, and exploitation using wpscan and metasploit, with structured phases from discovery through advanced techniques.

scientific-brainstorming structures ideation through five phases (context, divergence, connection, evaluation, synthesis), offering conversational techniques for hypothesis generation, cross-domain reasoning, and methodological exploration. best suited for researchers seeking structured creative problem-solving without computational constraints.

task-management provides markdown-based task tracking with a shared TASKS.md file, supporting add/complete/query workflows and optional dashboard visualization. covers active, waiting, someday, and done sections.

davila7-seo covers technical seo, on-page optimization, and structured data implementation via code examples and checklists. lacks actionable procedures for execution and omits failure recovery guidance.

davila7-ssh-penetration-testing covers enumeration, credential attacks, vulnerability exploitation, and tunneling across 10 phases. command-heavy with practical examples but lacks explicit decision trees and failure recovery procedures.

anthropics-knowledge-synthesis consolidates multi-source search results into attributed narratives, applying deduplication logic, confidence scoring by freshness and authority, and adaptive summarization for varying result set sizes.

davila7-seo-optimizer covers keyword research, on-page optimization, technical seo implementation, and core web vitals tuning. comprehensive reference material but lacks decision logic and failure recovery patterns.

metabase-typescript-review enforces typescript-write standards and detects accessibility, performance, security, and bundle-size issues in pull requests. prioritizes no-any rules and compliance with frontend coding guidelines.

shubhamsaboo-python-expert provides senior-level guidance on writing clean, typed python code with emphasis on correctness, type safety, and pep 8 compliance. covers code review, optimization, and debugging workflows but delegates specific rules to an external agents.md file.

anthropics-meeting-briefing structures legal meeting prep across deal reviews, board meetings, and regulatory discussions using a five-step methodology and templated briefing output. action item tracking includes ownership, deadlines, and priority levels.

affaan-m-springboot-tdd covers junit 5, mockito, mockmvc, testcontainers, and jacoco patterns for spring boot test-driven development across unit, integration, and persistence layers with 80%+ coverage targets.

davila7-nextjs-best-practices covers app router fundamentals including server vs client component selection, data fetching caching layers, and routing file conventions. reference material for architectural decisions rather than executable workflow.

chromedevtools-chrome-devtools provides mcp-based browser automation and debugging via chrome devtools, supporting page navigation, element interaction, snapshots, screenshots, and extension testing with configurable tooling flags.

davila7-skill-creator guides iterative skill development through intent capture, test case design, eval execution, and quantitative benchmarking. covers the full feedback loop from draft to optimization but lacks explicit failure mode handling.

shubhamsaboo-technical-writer provides templates and writing principles for api docs, readmes, and tutorials. focuses on clarity, examples, and user-centered structure but lacks procedural steps for applying these principles to actual content.

ruvnet-browser automates web interactions via element refs and ai-optimized snapshots, reducing context overhead. targets claude-flow agents with mcp tool bindings and multi-session support for parallel work.

openai-notion-research-documentation guides multi-source research by querying notion, synthesizing findings into structured formats (brief, summary, comparison, report), and publishing with citations and source links.

davila7-scientific-visualization covers matplotlib, seaborn, and plotly workflows for creating journal-ready plots. includes style presets, colorblind-safe palettes, multi-panel layouts, and export utilities for pdf/eps/tiff, but lacks explicit failure handling and edge case recovery paths.

davila7-seaborn documents the seaborn visualization library with comprehensive coverage of plot types, semantic mappings, multi-panel grids, and styling. material is reference-quality but lacks procedural workflows for common analysis tasks.

davila7-geo-database provides extensive code examples for querying ncbi geo via geoparse and entrez e-utilities, covering series/sample/platform retrieval and expression matrix extraction, but lacks concrete trigger phrases and failure mode handling.

davila7-design-system-starter provides token structures, atomic design methodology, and accessibility baseline for building consistent ui systems. lacks concrete procedures for implementation and assumes significant prior design system knowledge.

davila7-seo-audit provides a comprehensive framework for diagnosing seo problems across technical, on-page, and content dimensions. lacks procedural depth and concrete decision logic for translating findings into prioritized action.

obra-executing-plans coordinates implementation of written plans across multiple sessions with explicit review gates, task verification, and mandatory handoff to finishing-a-development-branch skill upon completion.

vercel-workflow covers durable, resumable orchestration with step functions, hooks for pausing on external events, error handling via fatal/retryable errors, and ai agent integration. sandbox limitations and serialization rules are documented but procedures lack step-by-step clarity.

davila7-research-lookup provides real-time academic research queries through perplexity's sonar models via openrouter, with automatic model selection based on query complexity. covers literature search, protocol lookup, statistical retrieval, and citation finding across academic domains.

notion-knowledge-capture converts conversations into structured notion pages (decisions, how-tos, faqs, wiki entries) with proper linking and metadata, requiring notion mcp setup and database selection.

scoutqa-test wraps the scoutqa cli for autonomous web application testing. covers smoke tests, accessibility audits, and feature validation via natural language prompts. useful for post-deployment verification and exploratory testing workflows.

ruvnet-v3-ddd-architecture defines modular domain decomposition for claude-flow v3, splitting a 1440-line god object into bounded contexts with clean layering and event-driven communication patterns. lacks concrete execution steps and failure recovery guidance.

meta-skill documenting how to build gemini cli skills. covers skill anatomy, resource organization, progressive disclosure patterns, and a seven-step creation workflow with emphasis on context efficiency and conciseness.

wshobson-code-review-excellence covers systematic code review with emphasis on constructive feedback, security patterns, and language-specific checks. provides frameworks for prioritizing concerns and handling disagreements, though lacks concrete decision logic for merge/reject verdicts.

davila7-xlsx covers spreadsheet creation, editing, and analysis with openpyxl and pandas. provides detailed formulas and formatting guidance for financial models, but lacks specific trigger phrases for actual invocation scenarios.

pdf-processing-pro bundles pdfplumber-based scripts for form extraction, table parsing, ocr, and batch workflows. error handling via exit codes and validation hooks are present but thinly documented.

davila7-obsidian-markdown covers obsidian flavored markdown syntax including wikilinks, embeds, callouts, properties, and mermaid diagrams. reference material rather than actionable procedures for creating or editing notes.

davila7-agent-memory-mcp provides four mcp tools (search, write, read, stats) for persistent agent memory backed by project docs. setup is npm-based, dashboard included, but lacks failure handling and clear decision logic.

sickn33-application-performance-performance-optimization coordinates end-to-end performance tuning across backend, frontend, and infrastructure via 13-step phased workflow. establishes baselines, executes optimizations, validates with load testing, and monitors with guardrails.