AI & ML

darthlinuxer Skill

Automatic agent selection and intelligent task routing. Analyzes user requests and automatically selects the best specialist agent(s) without requiring explicit user mentions.

kanevry Skill

Injects the canonical vault frontmatter schema snippet into agent prompts before any vault-write task, preventing malformed YAML frontmatter in Obsidian notes. <example>Context: wave-executor is about to dispatch a vault-mirror agent that writes learning notes under ~/Projects/vault/40-learnings/. user: "dispatch vault-write agent" assistant: "Injecting frontmatter-guard snippet into agent prompt (vault scope detected). Required fields: id, type, created, updated. Enum type: note|daily|project|person|reference|idea|learning|session." <commentary>The wave-executor pre-dispatch hook calls detectVaultTaskScope() — the fileScope contains /Projects/vault/40-learnings/ so the guard triggers and the snippet is prepended to the agent system prompt.</commentary></example>

fndlalit Skill

QCSD Ideation phase swarm for Quality Criteria sessions using HTSM v6.3, Risk Storming, and Testability analysis before development begins. Uses 5-tier browser cascade: Vibium → agent-browser → Playwright+Stealth → WebFetch → WebSearch-fallback.

yogsoth-ai Bundle

Structured data extraction from deep-read papers — produces comparison tables (method, dataset, metrics, results, limitations). Used by systematic-survey and deep-survey.

s-hiraoku Skill

Monitor a pull request after opening it, fix CI failures and agent or reviewer feedback, push updates, and comment with the outcome.

cyberuni Skill

Use this skill when the user asks to create a new agent skill — scaffold, audit, and link into detected agents.

alexandrbasis Skill

Prepare session handoff for continuation in a new conversation. Use when 'prepare handoff', 'save progress', 'session handoff', 'I need to stop', 'prepare for next session', 'hand off', 'write handoff', or when the user wants to pause mid-implementation and resume later in a fresh context window.

alexandrbasis Skill

Interactive QA session where the user reports bugs conversationally and the agent files them as tracker issues (GitHub or Linear) one by one or as a dependency-linked breakdown. Explores the codebase in the background for context and domain language. Use when user wants to "do QA", "report bugs", "file issues from a QA pass", or runs through multiple problems at once. NOT for single-bug triage (use /triage-issue) or interactive debug (/dbg).

alexandrbasis Bundle

Use when asked to review code before merge or review a PR, branch, commit range, task path, or current working tree. Trigger on requests like 'review PR', 'review my changes', 'review this branch', 'is this ready to merge', or other pre-merge review requests. Supports task/spec-aware review when task docs exist. NOT for addressing review comments (use /prc).

bobmatnyc Bundle

Comprehensive TDD patterns and practices for all programming languages, eliminating redundant testing guidance per agent.

amplitude Skill

Source of truth for event taxonomy generation, data auditing, and governance best practices in Amplitude. Use when an agent needs to create, validate, audit, score, or recommend improvements to event tracking plans, naming conventions, property standards, data quality, or deprecation workflows. Covers naming rules, property standards, scoring frameworks, safe metadata operations, deprecation procedures, and AI readiness guidance.

compozy Skill

Enforces fresh verification evidence before any completion, fix, or passing claim, and before commits or PR creation. Use when an agent is about to report success, hand off work, or commit code. Do not use for early planning, brainstorming, or tasks that have not yet reached a concrete verification step.

omicverse Bundle

OmicVerse plotting: volcano, venn, boxplot, embedding, density, heatmap families, dotplot, convex hull, stacked bar, and Forbidden City color palettes.

cyanheads Skill

Scaffold a new MCP tool definition. Use when the user asks to add a tool, create a new tool, or implement a new capability for the server.

cyanheads Skill

Reference for core and server configuration in `@cyanheads/mcp-ts-core`. Covers env var tables with defaults, priority order, server-specific Zod schema pattern, and Workers lazy-parsing requirement.

cyanheads Skill

Canonical reference for the unified `Context` object passed to every tool and resource handler in `@cyanheads/mcp-ts-core`. Covers the full interface, its `RequestContext` base, all sub-APIs (`ctx.log`, `ctx.state`, `ctx.requestInput`, `ctx.inputs`, `ctx.enrich`, `ctx.content`), and when to use each.

cyanheads Skill

Design the tool surface, resources, and service layer for a new MCP server. Use when starting a new server, planning a major feature expansion, or when the user describes a domain/API they want to expose via MCP. Produces a design doc at docs/design.md that drives implementation.

kreuzberg-dev Skill

Use when converting HTML to Markdown or extracting metadata and tables through the html-to-markdown MCP server's tools, rather than shelling out to the CLI. Covers the tool surface, the auto-installing launcher, and when MCP beats the CLI or SDK.

everyinc Bundle

Execute a plan or concrete work prompt end-to-end. Use when implementing from a plan document, a spec path, or a clear build request; use ce-debug for open-ended bugs. Use when an outer orchestrator needs implementation and local verification only, without the shipping tail.

peterbamuhigire Skill

Use when reviewing a new or changed skill package for unsafe installers, credential collection, hidden execution, unjustified privilege, or policy bypass; this read-only gate does not replace domain code review or `skill-writing` conformance work.

fabioc-aloha Skill

Use when the user wants to feel out an idea before committing to a real build — "spike this out", "try it", "is this even possible?", "compare A vs B". Throwaway experiments that decompose into 2-5 feasibility questions, build minimal observable prototypes, and return VALIDATED / PARTIAL / INVALIDATED verdicts. Disposable by design. Adapted from Hermes Agent / GSD.

fabioc-aloha Bundle

Use when the user wants to humanize, de-AI, de-slop, or un-ChatGPT a piece of text — strip AI-isms and add real voice. Scans for 29 documented AI-writing patterns (Wikipedia's "Signs of AI writing") and produces a draft → self-audit → final rewrite. Optional voice-calibration from a user-provided writing sample. Adapted from Hermes Agent / blader/humanizer.

fabioc-aloha Bundle

The 10 canonical tenets of Artificial Critical Thinking (ACT) with rationale for each — I Hypothesis Primacy, II Disconfirmation Over Confirmation, III Multiple Working Hypotheses, IV System-Prompt Skepticism, V Calibration Over Confidence, VI Materiality Gating, VII Frame Before Solve, VIII Adversarial Self-Probe, IX Visible Markers, X The Discipline Applies to Itself. Use when a decision cites "a tenet", when running act-pass, when authoring a critical thinking rule, or when looking up the ACT canon.

fabioc-aloha Skill

Build MCP servers for LLM tool integration in Python (FastMCP), Node/TypeScript (MCP SDK), or C#/.NET (Microsoft MCP SDK). Use when authoring a new MCP server, evaluating a candidate MCP for the Plugin Mall, or diagnosing an MCP issue raised by a heir.

compozy Bundle

Runs an optional cross-LLM peer review of a TechSpec via compozy exec --ide claude --model opus --reasoning-effort xhigh and packages findings for user-directed incorporation. Use when a TechSpec draft has already been approved by the user and they want an external review round, especially for autonomy/network/memory-impacting designs. Do not use for PRDs, automatic approval gates, code review batches, or auto-looped review cycles.

surya8991 Skill

Packs the entire codebase (or selected folders) into a single token-efficient file using repomix, so other skills can analyze the whole repo without re-reading individual files. Use when the task requires whole-codebase context: full security audits, cross-cutting refactors, architecture review, project-wide code review, or first-time onboarding to an unfamiliar repo. Auto-runs once per session at first invocation of agent-master.

managedcode Bundle

Primary router skill for broad .NET work. Classify the repo by app model and cross-cutting concern first, then switch to the narrowest matching .NET skill instead of staying at a generic layer. USE FOR: general .NET requests without a narrower framework; C# implementation, debugging, review, or refactoring; routing to framework and tooling skills. DO NOT USE FOR: unrelated stacks; tasks already covered by a narrower .NET skill. INVOKES: inspect the repository context, edit targeted files, and run relevant build, test, lint, or validation commands when changes are made.

managedcode Bundle

Create or update an ADR under `docs/ADR/` for architectural decisions, dependency changes, data-model changes, or cross-cutting policy shifts. Use when the user asks to write, update, or document an ADR, record a design decision, capture architecture trade-offs, or justify a repo-wide technical policy.

dojogenesis Skill

Guide for creating effective, reusable skills that extend agent capabilities with specialized knowledge and workflows. Use when creating a new skill from scratch, updating an existing skill, designing skill architecture, or when a user says "make a skill for X." Also use when formalizing a workflow, capturing domain knowledge, or building institutional memory.

drmoisan Skill

Final QA gate for C# changes. Executes the full CSharpier -> .NET Analyzers -> Nullable Analysis -> MSTest toolchain, compares against a captured baseline, enforces zero-regression deltas, and produces the required reporting block before the agent declares the change complete.

drmoisan Skill

Final QA gate for Python changes. Executes the full Black -> Ruff -> Pyright -> Pytest toolchain, compares against a captured baseline, enforces zero-regression deltas, and produces the required reporting block before the agent declares the change complete.

drmoisan Skill

Place the session in atomic execution mode bound to a specific plan-of-record. Resolves the hard-lock prompt via the drmCopilotExtension MCP tool, then delegates to the atomic-executor subagent with the resolved text. Use when a caller provides ${plan-path} and ${work-mode} and requires strict plan-following behavior.

drmoisan Skill

Final QA gate for PowerShell changes. Executes the full PoshQC format -> analyze -> test toolchain (with coverage where enforced), compares against a captured baseline, enforces zero-regression deltas, and produces the required reporting block before the agent declares the change complete.

dojogenesis Skill

Protocol for teaching as a peer, not an expert. Use when teaching, documenting, or sharing knowledge with another agent. Creates shared practice rather than hierarchical instruction.

dojogenesis Skill

A structured protocol for recording architectural decisions and systematically propagating their effects across an interconnected document ecosystem. Use when decisions affect multiple documents, when scope changes impact releases, or when maintaining coherence across a living documentation system.

dojogenesis Skill

Efficiently navigate and interact with shared agent workspaces and discussion rooms. Use when working in collaborative repositories, organizing thoughts, or coordinating with other agents. Enables structured collaboration without file chaos.