AI & ML
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
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tomevault-io Bundle Reference Signal FormsExplains the mental model and architecture of the code under `packages/forms/signals`. You MUST use this skill any time you plan to work with code in `packages/forms/signals` Use when this capability is needed.
- tomevault-io Bundle Rune Tasks
Manage hierarchical task lists using the rune CLI tool. Create, update, and organize tasks with phases, subtasks, status tracking, task dependencies, and work streams for multi-agent parallel execution. Use when this capability is needed.
- tomevault-io Bundle Skyll
Search and retrieve agent skills at runtime. This skill should be used when the agent needs to find specialized capabilities, workflows, or domain knowledge to accomplish a task. Skyll aggregates skills from skills.sh and returns full SKILL.md content ready for context injection. Use when this capability is needed.
- tomevault-io Bundle Find Skills
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill. Use when this capability is needed.
- tomevault-io Bundle Aistack Orchestrate
Orchestrate a multi-agent run with aistack — pick the right specialized agent (coder, architect, reviewer, researcher, tester, security-auditor, etc.), spawn it via the aistack MCP server, and coordinate handoffs. Use when a task is large enough to benefit from decomposition across specialized agents, or when the user asks to "orchestrate", "spawn an agent", or "run a multi-agent workflow". Use when this capability is needed.
- tomevault-io Bundle Augur Aschenbrenner
Leopold Aschenbrenner AI地缘政治 投资分析 Agent。AI安全、超级智能时代线、算力军备竞赛。适用于AI基础设施、半导体、数据中心。 Use when this capability is needed.
- tomevault-io Bundle Vapi Voice Agent
Use when working with a Claude Code skill for managing voice calls via the Vapi MCP server. Supports making outbound calls, querying recent inbound/outbound calls, and summarizing call transcriptions.
- tomevault-io Bundle Pinion Chat
Chat with the Pinion AI agent. Send a messages array, get an AI response with web search. Costs $0.01 USDC via x402. Use when this capability is needed.
- tomevault-io Bundle Add Prompt Enhancement Guide
Author a prompt-enhancement system prompt for a new ecosystem and register/update it on the orchestrator's prompt-analysis service. Use when onboarding a new ecosystem (e.g. happyhorse, a new Flux variant, a new Wan video version) and the user provides the ecosystem key plus a reference link, model card, or description. Produces a guide that mirrors the structure and tone of existing ecosystem guides so the prompt-analysis tool behaves consistently. Use when this capability is needed.
- tomevault-io Bundle Task Manager
Capture actionable user requests as persistent tasks, update task status as work progresses, and keep a shared task store in sync. Use when a user asks an agent to do work, check progress, block a task, complete a task, or manage the Kanban board. Use when this capability is needed.
- tomevault-io Bundle Langchain
Avoid common LangChain mistakes — LCEL gotchas, memory persistence, RAG chunking, and output parser traps. Use when this capability is needed.
- tomevault-io Bundle Consult
AI consultation CLI — query Gemini, Codex, or Claude for reviews and analysis. ALWAYS check this skill before running any `consult` command. Use when reviewing specs, plans, implementations, or PRs with external models, running parallel 3-way reviews (cmap), or checking consultation stats. The `-m` model flag is always required except for `consult stats`. Use when this capability is needed.
- tomevault-io Bundle Wait
This skill should be used when the user asks to "wait for message from agent X", "block until response", "wait for handoff", "synchronize with other agents", "wait for acknowledgment", or needs to block execution until messages arrive on specific topics with configurable timeout. Use when this capability is needed.
- tomevault-io Bundle Crafter Station Trx Trx
trx -- Agent-First Transcription CLI
- tomevault-io Bundle Pickup
Rehydrate context from HANDOFF.md when starting a new session. Use when resuming previous work or picking up where another agent left off. Use when this capability is needed.
- tomevault-io Bundle Publish MCP
Publish updated MCP server metadata to the MCP Registry Use when this capability is needed.
- tomevault-io Bundle Assign Copilot
Assigns a GitHub issue to the Copilot coding agent, optionally specifying a custom agent. Use this when asked to assign an issue to Copilot or delegate an issue to CCA. Use when this capability is needed.
- tomevault-io Bundle Linctl
Use linctl to read and update Linear issues, projects, teams, users, labels, comments, and agent sessions from the terminal. Prefer JSON reads, validate auth first, and use command-specific --help for exact flags. Use when this capability is needed.
- tomevault-io Bundle Pr Finalize
Finalizes any PR for merge by verifying title/description match implementation AND performing code review for best practices. Use when asked to "finalize PR", "check PR description", "review commit message", before merging any PR, or when PR implementation changed during review. Do NOT use for extracting lessons (use learn-from-pr), writing tests (use write-tests-agent), or investigating build failures (use azdo-build-investigator and ci-analysis). Use when this capability is needed.
- tomevault-io Bundle Task Locking
Atomic task locking patterns to prevent race conditions in multi-agent environments. Use when working with task locks, concurrent operations, acquire_task_lock, update_task_status, or debugging lock conflicts. Use when this capability is needed.
- tomevault-io Bundle Dtprj Dongting Idea MCP
IntelliJ IDEA MCP Skill
- tomevault-io Bundle Rspec
Comprehensive RSpec testing for Ruby and Rails applications. Covers model specs, request specs, system specs, factories, mocks, and TDD workflow. Automatically triggers on RSpec-related keywords and testing scenarios. Use when this capability is needed.
- tomevault-io Bundle Music
Generate music using ElevenLabs Music API. Use when creating instrumental tracks, songs with lyrics, background music, jingles, or any AI-generated music composition. Supports prompt-based generation, composition plans for granular control, and detailed output with metadata. Use when this capability is needed.
- tomevault-io Bundle Fireworks Agent
Run end-to-end fine-tuning on Fireworks via the Fireworks Agent (a.k.a. Pilot Agent, exposed through `firectl session`). Use this skill whenever the user asks to fine-tune, SFT, DPO, ORPO, post-train, custom-train, auto-train, hyperparameter-tune, or hp-sweep a model on Fireworks — including `qwen3-4b`, `qwen3-8b`, `qwen3p5-9b`, `qwen3p5-27b`, `qwen3p5-35b-a3b`, `llama-v3p3-70b-instruct`, `kimi-k2p5`, `kimi-k2p6`, `glm-5p1`, `qwen3p5-397b-a17b`, or any other Fireworks-hosted base model. Also use it for kicking off a training session, monitoring or resuming a session, answering the agent's mid-run questions, approving training plans, troubleshooting `failed` sessions, listing/cancelling/deleting sessions, and figuring out how to call a fine-tuned model after training. Triggers on commands like `firectl session create / get / events / list / update / cancel / delete`, on terms like "Pilot Agent", "Fireworks Agent", "auto-tune on Fireworks", "fine-tune on Fireworks", and on session IDs of the form `1779157376-41
- tomevault-io Bundle Verify Web Change
Verify web application changes work by launching the app stack and testing in a real browser. This skill should be used when the user asks to "verify the change", "test in browser", "check if it works", or after completing a PR to validate the implementation. Requires Playwright MCP server. MUST exit if Playwright MCP is unavailable. Use when this capability is needed.
- tomevault-io Bundle K6
k6 load testing tool. Use for performance testing. Use when this capability is needed.
Audited - tomevault-io Bundle Threat Model
Perform STRIDE threat modeling on the application architecture. Use when user says "threat model", "STRIDE analysis", "identify threats", or "security architecture review". Systematically identifies threats, assesses risks with DREAD scoring, and recommends mitigations. Use when this capability is needed.
- tomevault-io Bundle Output Dev Upgrade Prompt Models
Bulk-upgrade the model field across .prompt files to the latest version of each prompt's existing family. Use when prompt models have drifted (eg sonnet-4 → sonnet-4-6), after a long pause between framework updates, or as part of a periodic model-freshness pass. Within-family only — never changes provider or tier. Use when this capability is needed.
- tomevault-io Bundle Handoff
Prepare a clean cross-session handoff so the next agent (or you tomorrow) can pick up exactly where you left off. Writes a focused `continue.md` in the active slice directory and ensures `STATE.md` + summary artifacts are current. Use when asked to "hand off", "prepare handoff", "pause work", "bookmark this", "I'll come back to this later", before running out of context budget, or at the end of a long session with unfinished work. Closes the v1 `/gsd-pause-work` parity gap. Use when this capability is needed.
- tomevault-io Bundle Tea
tea agent Use when this capability is needed.
- tomevault-io Bundle Oshayr LLM Wiki LLM Wiki
Wiki Maintain
- tomevault-io Bundle Ticks
Work with Ticks issue tracker and AI agent runner. Use when managing tasks or issues with tk commands, running AI agents on epics, creating ticks from a SPEC.md, or working in a repo with a .tick directory. Triggers on phrases like create ticks, tk, run ticker, epic, close the task, plan this, break this down. Use when this capability is needed.
- tomevault-io Bundle MCP
Guide for working with Splitrail's MCP server. Use when adding tools, resources, or modifying the MCP interface. Use when this capability is needed.
- tomevault-io Bundle Plurigrid Asi Integrated
Unified Plurigrid ASI skill combining ACSets, Gay-MCP colors, bisimulation games, world-hopping, glass-bead synthesis, and triad interleaving for autonomous skill dispersal. Use when this capability is needed.
- tomevault-io Bundle Playwright
Browser automation via Playwright MCP. Use for web scraping, taking screenshots, interacting with web pages, testing web UIs, and automating browser tasks. Headless browser support. Use when this capability is needed.
- tomevault-io Bundle Vers Agent
ACP-compliant AI agent harness with CLI/HTTP interface. Use when running Claude Code or other agents via unified protocol, managing sessions, or debugging agent workflows. Use when this capability is needed.
Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include reference-signal-forms, rune-tasks, skyll. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do AI & ML skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.