trello-automation covers board structure, butler rules, button commands, and workflow templates for sprint and content management. includes slack integration, api examples, and analytics visualization but lacks actionable procedures and error handling.

resolving-merge-conflicts covers understanding conflict origins through git history and commit metadata, then systematically resolving hunks while preserving intent and running project checks before completion.

obsidian-vault provides mechanics for searching, creating, and linking notes within a flat vault structure using wikilinks and index aggregation. covers basic grep workflows but lacks decision logic and failure handling.

aws-transform executes code upgrades and migrations via atx cli in local or remote modes, supporting language version bumps, sdk migrations, and custom transformations across multiple repositories.

kb-retriever navigates hierarchical knowledge bases via data_structure.md indexing, enforces pre-processing of pdf and excel files through reference learning, then executes multi-round grep and targeted reads to answer questions while avoiding full-file loads.

huashu-topic-gen generates 3-4 article topic directions with titles, outlines, and pros/cons analysis for chinese content creators. provides templates and four topic archetypes (review, tutorial, insight, case study) with workload estimates.

wiki-ingest organizes text content into a structured knowledge base with a defined directory taxonomy and append-only logging. lacks actionable steps for ingestion workflow, error handling, and cross-reference mechanics.

version-control-strategy outlines naming conventions and semantic versioning patterns for design files, component libraries, and assets, but lacks actionable procedures and failure-mode coverage.

speckit-specify transforms natural language feature descriptions into structured specifications with validation checklists. it extracts concepts, generates branch names, checks for duplicates, and validates output against quality criteria before handoff to planning.

recall searches past claude and codex sessions using full-text bm25 ranking with boolean operators, phrase matching, and optional filters by project path, recency, and source.

windows-desktop-e2e covers end-to-end testing for windows native desktop apps (wpf, winforms, win32/mfc, qt) using pywinauto and ui automation. scope-setting is clear but procedural depth is missing.

journal-entry-prep documents standard accrual types, depreciation methods, revenue recognition frameworks, and approval workflows for financial close activities. covers supporting documentation requirements and common error patterns but lacks procedural automation hooks.

nansen-wallet-clustering uses on-chain profiling to identify wallet relationships via funding chains, shared signers, and transaction counterparties. includes chain detection, batch profiling, pairwise comparison, and multi-hop tracing with confidence thresholds.

firebase-data-connect (now sql-connect) provisions postgresql backends with auto-generated graphql apis and type-safe sdks. covers schema design, query/mutation generation, and deployment via firebase tooling.

search-skill queries six skill marketplaces and filters by community signals (stars, maintenance, security) to surface ranked recommendations. covers basic workflow but lacks actionable procedure depth and error handling.

lightweight-3d-effects covers pseudo-3d decorative effects via zdog, vanta.js, and vanilla-tilt.js for hero sections and cards. incomplete guidance on integration, performance trade-offs, and failure recovery.

fetches real-time azure service pricing from the public retail prices api, supporting queries across regions, sku variants, and commitment models. returns structured cost data for workload estimation and comparison.

env-vars documents vercel environment variable file hierarchy and loading order, covering .env naming conventions across development, production, and test environments. lacks actionable procedures for common tasks.

judge-with-debate orchestrates multi-round consensus evaluation by deploying independent judges with shared rubrics and evidence-based argumentation, reducing individual bias through structured debate.

bioservices wraps 40+ bioinformatics web services (uniprot, kegg, chembl, pubchem, reactome, quickgo) under a unified python api. handles rest and soap protocols transparently for cross-database workflows and identifier mapping.

omx provides a multi-agent orchestration layer for OpenAI Codex CLI with 30 role-based agents, 40+ workflow skills, and tmux-based team coordination. execution pipeline spans planning through verification with persistent MCP state management.

dflash-mlx-speculative-decoding accelerates inference on apple silicon by using a small draft model to generate token candidates in parallel, verified by a target model in one forward pass, yielding 1.7-4x speedups with lossless output guarantees.

prompt-lookup provides keyword search and retrieval against a prompts.chat library, with basic prompt improvement via ai. covers three core operations without failure handling or variable edge cases.

sendcutsend validates dxf and step/stp files against ordering constraints via local geometry inspection and official spec feeds, producing preflight reports that acknowledge source data volatility.

cirq provides circuit design, simulation, and hardware execution for google quantum ai and partner platforms. covers parameterized sweeps, noise modeling, and variational algorithms with templates for common workflows.

memory-md-management audits and improves project memory files like CLAUDE.md through quality assessment across six dimensions, scoring files and providing targeted recommendations.

tend manages allium specification files with validation and syntax checking, enforcing domain model consistency before accepting schema changes.

xget rewrites download urls across package managers, container registries, and apis to route through a caching layer. integrates via environment variables and config files into build pipelines.

designlang-design-extract crawls websites with a headless browser to extract design tokens, colors, typography, and spacing, outputting results as markdown, html, tailwind config, react theme, figma variables, and css custom properties.

gws-chat-send posts plain-text messages to google chat spaces via cli. requires space identifier and message content. integrates with gws-shared for auth and depends on user confirmation before send.

automation-audit-ops provides evidence-backed audits of live automation inventory, overlap, and tooling across ECC systems, producing keep/merge/cut/fix recommendations before remediation.

documentation-engineer provides templates and checklists for readme, api, and code documentation. lacks actionable procedures and doesn't address failure modes like outdated docs or missing schema validation.

reddit retrieves posts, comments, subreddit metadata, and user profiles from reddit's unauthenticated json api. supports filtering by subreddit, search queries, sort order, and time range.

okx-dapp-discovery routes user queries to 20 third-party defi protocol plugins using a confidence framework and on-demand installation, with fallback to a broader github-sourced plugin catalog.

marketing-demand-acquisition outlines multi-channel acquisition tactics (paid media, seo, partnerships) and kpi frameworks for b2b saas, but lacks executable procedure depth and failure mode planning.

writing-beats guides iterative article composition via beat selection and preview loops, letting users build narrative arcs from raw material one move at a time.

behavioral-product-design guides practitioners through applying behavioral economics to product features, covering loss aversion, friction reduction, and habit loop design. it frames diagnosis and intervention but lacks procedural rigor.

fetches scheduled economic events from the fmp api across major economies and impact levels. requires assistant-side filtering and markdown assembly; returns raw json for further processing.

shopify-app-review automates pre-submission compliance scanning by evaluating a codebase against app store requirements and surfacing violations. uses three-tier status assignment (pass, fail, needs review) to flag ambiguous cases for human judgment.

ty is a fast python type checker offering command-line invocation, configuration via pyproject.toml or ty.toml, language server integration, and migration paths from mypy and pyright with rule-specific control.

design covers ui page creation and iteration within subframe, generating ai-driven variations and production-ready react/tailwind code before visual refinement.

animation-designer provides framer motion and css animation patterns for web ui, with code examples covering fades, staggered lists, modals, scroll effects, and loading states. lacks decision trees, failure handling, and invocation triggers.

godot-asset-generator bridges ai image apis (dall-e, replicate, fal.ai) and godot 4.x, automating sprite and tileset generation from prompts through import-ready preparation. scope is 2d assets only.

project-planning generates multi-phase implementation docs for web projects. asks clarifying questions upfront, outputs verification checkpoints and session-bounded tasks, assumes cloudflare/vite/react stack with fallback customization.

xhs-note-creator automates xiaohongshu content composition, markdown-to-image rendering, and optional publication. covers four-step workflow from drafting to optional post.

guides users through narrative structure, visual hierarchy, and delivery technique for academic presentations, but lacks concrete actionable steps and recovery strategies for common failure modes.

monitoring-guidelines catalogs observability best practices across metrics collection, alerting strategies, and slo-based monitoring, but lacks actionable procedures and vendor-specific implementation details.