AI & ML

qredence Bundle

Execution Plan Skill

qredence Bundle

Memory Synthesis Skill

qredence Bundle

Codebase Research Skill

mgoericke Bundle

Creates professional infographics as PNG via the Hugging Face Inference API (FLUX.1-schnell). Supports technical dashboards, architecture overviews, process flows, comparisons, timelines, and creative posters. Use this skill for infographics, visualizations, illustrated statistics, or roadmaps – also for "visualize this", "make this clear", "show this as an image", "create a diagram", or "create an infographic".

gongyijie85 Bundle

Move issues and external PRs through a state machine of triage roles, categorise, verify, grill if needed, and write agent-ready briefs.

gongyijie85 Skill

Plan a huge chunk of work (more than one agent session can hold) as a shared map of decision tickets on your issue tracker, and resolve them one at a time until the way to the destination is clear.

archibate Skill

Form a minimal self-contained prompt to reproduce this session. Use when user want to form a minimal spec of existing system, or when they migrate from a degraded session to a fresh one.

archibate Bundle

Programmatic/headless Claude Code usage — CLI flags, stream-json protocol, Agent SDKs, session management. Use before spawning Claude as a subprocess, testing skill or agent behavior, running "claude -p", or building with the Agent SDK.

op0ai Bundle

Guide for Vercel AI SDK v6 implementation patterns including generateText, streamText, ToolLoopAgent, structured output with Output helpers, useChat hook, tool calling, embeddings, middleware, and MCP integration. Use when implementing AI chat interfaces, streaming responses, agentic applications, tool/function calling, text embeddings, workflow patterns, or working with convertToModelMessages and toUIMessageStreamResponse. Activates for AI SDK integration, useChat hook usage, message streaming, agent development, or tool calling tasks.

op0ai Skill

Guide for Convex backend development fundamentals including function types (queries, mutations, actions), layered architecture, HTTP actions, and the core mental model. Use when building Convex backends, creating queries/mutations/actions, implementing HTTP webhooks, or understanding Convex's reactive data model. Activates for Convex project setup, function definition, API design, or backend architecture tasks.

cogine-ai Bundle

Use when auditing a live or implemented developer experience for APIs, CLIs, SDKs, MCP servers, plugins, integration guides, getting-started docs, or developer onboarding flows.

cogine-ai Bundle

Use when reviewing a plan or spec for developer-facing API, CLI, SDK, MCP, plugin, integration guide, getting-started documentation, or developer onboarding design before implementation.

cogine-ai Bundle

Use when auditing AI applications, LLM features, agent workflows, RAG systems, tool-calling code, prompt pipelines, model output handling, AI API keys, cost controls, or skill/agent supply-chain risks.

s-hiraoku Bundle

Re-inject Synapse A2A initial instructions after context has been cleared. Use this skill when the agent has lost its identity, A2A communication protocol, or configuration after /clear or context reset, when synapse send/reply commands stop working, or when the agent no longer recognizes its SYNAPSE_AGENT_ID. Triggered by /synapse-reinst command.

s-hiraoku Bundle

Multi-agent management workflow — task delegation, progress monitoring, quality verification with regression testing, feedback delivery, and cross-review orchestration. Use this skill when coordinating multiple agents on a shared task, monitoring delegated work, ensuring quality across agent outputs, or implementing a multi-phase plan (3+ phases or 10+ file changes).

rsign1279 Bundle

Enforces a plan-before-execute, verify-before-done operating discipline for any multi-step task — coding, ML pipelines, hardware/firmware debugging, research, content batches, data work, dataset builds. Use this proactively whenever a task has more than one step, involves tool calls, or produces a deliverable where correctness matters, even if the user didn't explicitly ask for "a plan" or "rigor." Also functions as a portable system-prompt module (see references/portable-prompt.md) for driving non-Claude models — GLM, Kimi, local models, custom agent harnesses — through raw API calls, giving them the same planning and verification discipline without needing Claude's skill-loading system.

rsign1279 Bundle

Rewrites text so it sounds like genuine, intelligent human writing in the user's own voice — not like generic LLM output. Use this skill automatically whenever the user asks to write, draft, rewrite, edit, polish, or "humanize" any piece of text (emails, essays, LinkedIn posts, pitches, documentation, grant applications, website copy, presentations, or casual messages), or whenever Claude itself is about to produce a finished piece of writing for the user. The goal is never to evade AI detectors — it is to preserve the user's ideas, facts, and voice exactly while removing generic LLM tells (repetitive cadence, hedge-stacking, buzzwords, filler transitions, overexplaining, fake enthusiasm) and restoring natural human rhythm, specificity, and register-appropriate vocabulary. Always consult this skill before finalizing any user-facing written content.

fengshao1227 Bundle

协同编排知识域。多Agent协同、任务分解、并行执行、冲突解决。当魔尊需要多Agent协作、任务编排、并行处理时使用。

prorise-cool Bundle

创建高质量 MCP（模型上下文协议）服务器的指南，使 LLM 能够通过精心设计的工具与外部服务交互。在构建 MCP 服务器以集成外部 API 或服务时使用，无论是 Python (FastMCP) 还是 Node/TypeScript (MCP SDK)。

0x0w1 Skill

Use when releasing this repository from the CLI by promoting develop to main with a fast-forward push, grading the release as patch/minor/major by what installed projects actually pay, computing the next version from the latest tag, and publishing a GitHub release with agent-written notes. No release PR, no release-drafter.

postpartum-genushyacinthus29 Bundle

Use Sep for high-performance separated-value parsing and writing in .NET, including delimiter inference, explicit parser/writer options, and low-allocation row/column workflows.

postpartum-genushyacinthus29 Bundle

Implement the Model-View-ViewModel pattern in .NET applications with proper separation of concerns, data binding, commands, and testable ViewModels using MVVM Toolkit.

postpartum-genushyacinthus29 Bundle

Use ML.NET to train, evaluate, or integrate machine-learning models into .NET applications with realistic data preparation, inference, and deployment expectations.

metagit-ai Bundle

Use when implementing or operating Metagit MCP server activation and tool exposure rules based on .metagit.yml presence and validity.

metagit-ai Skill

Discover active metagit workspace scope, project boundaries, and repository status. Use when an agent starts work in a multi-repo workspace and needs fast, scoped context before editing.

metagit-ai Skill

Isolate concurrent agents with RFC-0007 ACL primitives: allocate agent/* branches, acquire branch leases, create exclusive git worktrees, and declare advisory file claims. Use when launching multiple agents, avoiding shared checkouts, preventing branch collisions, or coordinating file ownership before coding. Distinct from handoff claim TTL leases.

mangowhoiscloud Skill

Autonomous agent system operational debugging patterns. Safe Default Anti-pattern, Multi-gap root cause analysis, ContextVar DI lifecycle, closure capture pattern, Graceful Degradation vs Correctness distinction. Triggered by "debugging" ("디버깅"), "safe default", "contextvar", "dry-run", "operations" ("운영"), "degradation", "multi-gap", "closure capture" ("클로저 캡처") keywords.

bartolli Skill

Implement a single `ready-for-agent` slice from a wiki user story using disciplined red-green-refactor with vertical tracer bullets. Reads the slice description, the story's Gherkin scenarios (as the test specification), `glossary.md` (for vocabulary), and the referenced specs/ADRs. Refuses horizontal slicing (write-all-tests-then-all-impl). Ticks the slice checkbox when done. Use when the user says "let's TDD slice X", "implement slice 2 of story Y", "/tdd", "red-green-refactor this", or wants to start vertical-slice implementation on a wiki-tracked story.

bartolli Bundle

Bootstrap an existing project (not yet on the wiki) to use the `~/llm-wiki` Obsidian-based agent wiki. Scaffolds a new vault when none exists (vault.yaml, served templates, domain dirs). Writes three sections to the project instructions from a bundled template — `## First read`, `## Wiki integration` (declaring `WIKI_SCOPE`, `WIKI_ISSUE_TRACKER`, `WIKI_TRIAGE_LABELS`), and `## Sub-agent spawning` — and guides MCP registration, local/global vault setup, and per-harness file placement when needed. Also serves as the central mental-model hub for the wiki-aware skill constellation and lists companion skills (`obsidian-markdown`, `obsidian-bases`, `obsidian-cli`, `json-canvas`). Use when the user says "set up wiki", "wire this project to the wiki", "connect this project to my wiki", "/wiki", "bootstrap a new vault", "this project isn't on the wiki yet", or when other wiki-aware skills report `WIKI_SCOPE` is missing.

bartolli Skill

This skill should be used to move intents and user-story files through the wiki's triage state machine. Intents (`draft` → `active` / archived with `promoted_to`, `dismissed`, or `fixed_by`) are triaged first, ordered by sightings; stories move `needs-triage` → `needs-info` / `ready-for-agent` / `ready-for-human` / `wontfix`. Reads and writes frontmatter, recommends transitions, promotes an intent into a story via the elaboration skill, dismisses with a recorded reason, writes `adr-no-{slug}.md` when rejecting an enhancement with design rationale, and in `github`/`gitlab` mode mirrors story state to remote labels. Use when the user says "/triage", "what needs my attention", "triage the intents", "what's in the intent queue", "promote intent X", "dismiss intent X", "triage the new stories", "move story X to ready-for-agent", or similar.

bartolli Skill

Break a wiki user story into vertical-slice tracer-bullet checkboxes (or refine existing slices), and in `github`/`gitlab` mode mirror `ready-for-agent` slices to the remote issue tracker with wikilinks back to the story file. Operates on `kind: story` files in the wiki. Quizzes the user on slice granularity, AFK vs HITL, and blocked-by dependencies. Use when the user says "break this story into slices", "refine the slicing", "/to-issues", "post these to GitHub", "publish issues from this story", or wants to validate vertical-slice rules on an existing story.

compozy Bundle

Executes full-project QA like a real user by discovering the repository verification and E2E contracts, running build, lint, test, and startup commands, exercising core workflows end-to-end through CLI, HTTP, and browser interfaces, requiring automated regression coverage for supported critical flows, fixing root-cause regressions, and rerunning the full gate. Uses the agent-browser companion skill for Web UI validation when a web surface exists. Use when validating a branch, release candidate, migration, refactor, or risky commit. Do not use for static code review only, one-off unit test edits, planning test cases, or architecture brainstorming without execution — use qa-report for planning and documentation.

aborroy Skill

Validates Alfresco v1 Public REST API resources for correct annotations (@EntityResource / @RelationshipResource), required @WebApiDescription on every action method, a single @UniqueId on the model POJO, paged collection returns, and absence of classic Web Script anti-patterns. Trigger automatically after generating or editing files under a rest/ package or any class annotated @EntityResource / @RelationshipResource.

aborroy Skill

Validates custom Alfresco audit application XML for well-formedness, correct audit model namespace, application key matching the enable property, and every RecordValue dataExtractor/dataGenerator referencing a declared and registered bean. Trigger automatically after generating or editing a *-audit.xml or an audit *DataExtractor.java / *DataGenerator.java file.

aborroy Skill

Validates Alfresco content model XML files for correct namespace URI format, mandatory type/aspect declarations, valid property data types, and absence of reserved prefixes (sys:, cm:, app:). Trigger automatically when generating or editing *-model*.xml or *-context.xml files.

aborroy Skill

Validates custom Alfresco permission model XML for well-formedness, no collision with built-in permission group names, correct permissionSet binding, and that any dynamic authority is registered and implements DynamicAuthority. Trigger automatically after generating or editing a *permissionDefinitions.xml or a *DynamicAuthority.java file.