13,193 agent tools in 4 subcategories. See them all in one list ↓
7,316 tools
2,202 tools
2,012 tools
1,663 tools
| Tool | Stars | Last update | License | |
|---|---|---|---|---|
| ask-matt Ask which skill or flow fits your situation. A router over the skills in this repo. SkillInstall · skills CLI | 323,485 | — | ||
| chief-of-staff Pursue a long-running goal in a single session by co-ordinating subagents. SkillInstall · skills CLI | 323,485 | — | ||
| claude-handoff Hand the current conversation off to a fresh background agent that picks up the work immediately. SkillInstall · skills CLI | 323,485 | — | ||
| grill-me A relentless interview to sharpen a plan or design. SkillInstall · skills CLI | 323,485 | — | ||
| grilling Grill the user relentlessly about a plan, decision, or idea. Use when the user wants to stress-test their thinking, or uses any 'grill' trigger phrase SkillInstall · skills CLI | 323,485 | — | ||
| handoff Compact the current conversation into a handoff document for another agent to pick up. SkillInstall · skills CLI | 323,485 | — | ||
| loop-me Grill me about specs for the workflows I want to build, within this workspace. SkillInstall · skills CLI | 323,485 | — | ||
| retro Conduct a retrospective on a coding session. SkillInstall · skills CLI | 323,485 | — | ||
| software-factory Shared language for designing a software factory: the tasks it runs and the services it plugs into. SkillInstall · skills CLI | 323,485 | — | ||
| teach Teach the user a new skill or concept, within this workspace. SkillInstall · skills CLI | 323,485 | — | ||
| to-questionnaire Turn a decision you can't fully answer into a questionnaire for someone else to fill in. SkillInstall · skills CLI | 323,485 | — | ||
| writing-beats Writing, exploit; assemble raw material into a journey of beats, grounding each term before a beat leans on it. SkillInstall · skills CLI | 323,485 | — | ||
| writing-for-agents Writing documents for agents. Use when creating or editing skills, or modifying AGENTS.md or CLAUDE.md. SkillInstall · skills CLI | 323,485 | — | ||
| writing-fragments Writing, explore: mine raw fragments, no structure yet. SkillInstall · skills CLI | 323,485 | — | ||
| writing-shape Writing, exploit: shape raw material into an article, paragraph by paragraph. SkillInstall · skills CLI | 323,485 | — | ||
| karpathy-guidelines Behavioral guidelines to reduce common LLM coding mistakes. Use when writing, reviewing, or refactoring code to avoid overcomplication, make surgical SkillInstall · skills CLI | 232,709 | — | ||
| academy-guide Stop and check this skill before finishing any reply to a question about how to use Claude or a Claude product — it recommends matching courses, tutor SkillOfficial · AnthropicInstall · skills CLI | 193,970 | — | ||
| claude-api Reference for the Claude API / Anthropic SDK — model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration. SkillOfficial · AnthropicInstall · skills CLI | 193,970 | — | ||
| discernment-nudge After you give a substantive answer or draft that the user may act on — advice or recommendations, drafted artifacts such as goals, plans, pitches, pr SkillOfficial · AnthropicInstall · skills CLI | 193,970 | — | ||
| mcp-builder Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. SkillOfficial · AnthropicInstall · skills CLI | 193,970 | — | ||
| skill-creator Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or opt SkillOfficial · AnthropicInstall · skills CLI | 193,970 | — | ||
| context-engineering Optimizes agent context setup. Use when starting a new session, when agent output quality degrades, when switching between tasks, or when you need to SkillInstall · skills CLI | 117,009 | — | ||
| using-agent-skills Discovers and invokes agent skills. Use when starting a session, or when you need to decide which skill or workflow applies to the piece of work at ha SkillInstall · skills CLI | 117,009 | — | ||
| ccs-align Run the CCS Align seat's hourly breathing cycle — prove the local claude-mem worker is healthy, pull needle observations through search → timeline → g SkillInstall · skills CLI | 116,728 | — | ||
| claude-mem-install Use this when setting up claude-mem on Cursor: local or remote worker, local host-login observer or remote cmem.ai inference. SkillInstall · skills CLI | 116,728 | — | ||
| claude-mem-install Use this when setting up claude-mem on Grok Bot: local worker plus CMEM Pro observer (default), optional host-login observer, or remote cmem.ai. No Cu SkillInstall · skills CLI | 116,728 | — | ||
| eve-chat-template-eve Work safely on Eve-specific internals in the Eve chat template. Use when changing the Eve agent, withEve routes, eveChannel auth, useEveAgent, ClientS SkillInstall · skills CLI | 116,728 | — | ||
| handoff Generate a HANDOFF.md that captures goal, current state, files touched, failed attempts, and next steps — so a fresh Claude session can continue exact SkillInstall · skills CLI | 116,728 | — | ||
| host-observer Use this when fulfilling claude-mem observer jobs on Grok Bot: reply only skip_summary or one full observation XML, never prose. SkillInstall · skills CLI | 116,728 | — | ||
| how-it-works Explain how claude-mem captures observations, when memory injection kicks in, and where data lives. Use when the user asks "how does claude-mem work?" SkillInstall · skills CLI | 116,728 | — | ||
| knowledge-agent Build and query AI-powered knowledge bases from claude-mem observations. Use when users want to create focused "brains" from their observation history SkillInstall · skills CLI | 116,728 | — | ||
| mem-search Use this when the user asks to search memory, "did we already solve this?", "how did we do X last time?", or wants work from previous sessions. SkillInstall · skills CLI | 116,728 | — | ||
| mem-search This skill should be used when the user asks to "search memory", "what do you remember about X", "check claude-mem", "mem search", "find past observat SkillInstall · skills CLI | 116,728 | — | ||
| mem-search Smart search (default). Search claude-mem's persistent cross-session memory database in three steps: search, timeline, then selected get_observations. SkillInstall · skills CLI | 116,728 | — | ||
| mem-setup This skill should be used when the user asks to "set up claude-mem", "pair claude-mem", "connect cmem", "add my cmem key", "set up cloud sync in Cowor SkillInstall · skills CLI | 116,728 | — | ||
| mode-creator Interactively create, install, activate, and verify custom claude-mem modes, including domain-specific observation types, concept tags, optional Teleg SkillInstall · skills CLI | 116,728 | — | ||
| timeline-report Generate a "Journey Into [Project]" narrative report analyzing a project's entire development history from claude-mem's timeline. Use when asked for a SkillInstall · skills CLI | 116,728 | — | ||
| weekly-digests Generate a serial week-by-week narrative digest of a project's full claude-mem timeline. Splits the timeline into per-ISO-week files, then runs one co SkillInstall · skills CLI | 116,728 | — | ||
| what-the What the? Use when the user wants a plain-English breakdown of something technical — the who, what, where, why, and when. SkillInstall · skills CLI | 116,728 | — | ||
| company-creator Create agent company packages that conform to agentcompanies/v1. Use when asked to create a company, scaffold an agent team, hire agents, or turn a re SkillInstall · skills CLI | 113,555 | — | ||
| complain Autonomously yeet a brief, unstructured complaint about agent tooling or doing agent work. Preserve the raw voice. Submit proactively without permissi SkillInstall · skills CLI | 113,555 | — | ||
| create-agent-adapter Create or modify Paperclip agent adapters across server, UI, and CLI surfaces. Use when adding support for a new CLI agent, API agent, custom process, SkillInstall · skills CLI | 113,555 | — | ||
| create-case Create and kick off a Paperclip case from a user request, with workflow instructions and an initial agent. SkillInstall · skills CLI | 113,555 | — | ||
| create-external-bot-integration Build and qualify external bots such as Dot in Paperclip. Use for two-way work, invitation, identity, wakeup, Runner lifecycle, native tools, recovery SkillInstall · skills CLI | 113,555 | — | ||
| create-issue-interaction-ui Add a new Paperclip issue-thread interaction kind end-to-end. Use when repo work introduces or extends interaction cards like request_confirmation, ch SkillInstall · skills CLI | 113,555 | — | ||
| create-paperclip-bundled-skill Turn an idea, tweet, or task into a skill in the Paperclip skills catalog (packages/skills-catalog). Use when asked to FIND or MAKE a skill and publis SkillInstall · skills CLI | 113,555 | — | ||
| create-runner-adapter Add a new harness/provider integration to native Paperclip Runner, from requirements and protocol research through implementation, packaging, and real SkillInstall · skills CLI | 113,555 | — | ||
| create-verification-skill Generate a project-local verification skill that drives your app the way a user does — any language, framework, or platform. Use for /create-verificat SkillInstall · skills CLI | 113,555 | — | ||
| delegate-work Delegate user-requested work to an existing Paperclip agent, with a durable task reference and clear execution expectations. SkillInstall · skills CLI | 113,555 | — | ||
| design-guide Paperclip UI design system guide for building consistent, reusable frontend components. Use when creating new UI components, modifying existing ones, SkillInstall · skills CLI | 113,555 | — | ||
| diagnose-why-work-stopped Compatibility entry point for failed, stalled, looping, or over-recovered Paperclip work. Use fix-failed-paperclip-run for the full diagnosis, regress SkillInstall · skills CLI | 113,555 | — | ||
| first-task Guide the user's first Paperclip task when its description invokes /first-task. Interpret the opening answer, clarify their goal, propose a plan or a SkillInstall · skills CLI | 113,555 | — | ||
| fix-failed-paperclip-run Diagnose and fix failed, stuck, slow, or incorrectly blocked Paperclip tasks and runs. Use with a task/run URL or failure report to trace the root cau SkillInstall · skills CLI | 113,555 | — | ||
| follow-up-results Find progress or deliverables from earlier Paperclip work and add user-requested feedback with human attribution. SkillInstall · skills CLI | 113,555 | — | ||
| garden-inbox Scan a Paperclip user's Mine inbox, classify reversible archive candidates, request checkbox confirmation, and archive only accepted selections. Use w SkillInstall · skills CLI | 113,555 | — | ||
| index-refresh Use when an LLM Wiki operation issue requests an index refresh. Rebuild `wiki/index.md` from the actual wiki tree, reconcile missing/deleted entries, SkillInstall · skills CLI | 113,555 | — | ||
| LLM Wiki Maintainer Use the LLM Wiki plugin tools to maintain a cited local company wiki. SkillInstall · skills CLI | 113,555 | — | ||
| maintain-storybook Keep Paperclip stories and their downstream catalog aligned with the feature map and production UI. Use to reconcile story drift, classify prototypes, SkillInstall · skills CLI | 113,555 | — | ||
| maintain-verification-skill Keep a project's verification skill and product/agent access maps aligned with current source and real evidence. Use for /maintain-verification-skill, SkillInstall · skills CLI | 113,555 | — | ||
| paperclip Interact with the Paperclip control plane API for task coordination and governance. Use when checking assignments, updating issue status, posting comm SkillInstall · skills CLI | 113,555 | — | ||
| paperclip Use for Paperclip-managed tasks and heartbeats: reading task context, delivering task documents or files, updating completion or blockers, coordinatin SkillInstall · skills CLI | 113,555 | — | ||
| paperclip-board Manage a Paperclip company as a board member via chat. Use when the user wants onboarding, company or agent management, approvals, task monitoring, co SkillInstall · skills CLI | 113,555 | — | ||
| paperclip-converting-plans-to-tasks Decide whether Paperclip work needs delegation, and connect justified tasks with owners and real dependencies. Use when turning an authorized plan int SkillInstall · skills CLI | 113,555 | — | ||
| paperclip-create-agent Create new agents in Paperclip with governance-aware hiring. Use when you need to inspect adapter configuration options, compare existing agent config SkillInstall · skills CLI | 113,555 | — | ||
| paperclip-create-plugin Create and develop external Paperclip plugins with the CLI-first workflow. Use when scaffolding a plugin, iterating on a local plugin, installing it i SkillInstall · skills CLI | 113,555 | — | ||
| paperclip-dev-workspace-run-verify-fix Run, verify, reseed, and repair Paperclip isolated dev workspace services. Use when asked to start or fix a managed project/worktree service and prove SkillInstall · skills CLI | 113,555 | — | ||
| paperclip-distill Use when an operation issue is a Paperclip cursor-window, distill, or backfill. Turn source-bundled Paperclip activity into wiki-insightful project st SkillInstall · skills CLI | 113,555 | — | ||
| paperclip-evals Choose, inspect, validate, and report Paperclip Runner or Product E2E evaluations while preserving evidence, provenance, cost, and failure classificat SkillInstall · skills CLI | 113,555 | — | ||
| paperclip-page Publish static HTML pages and asset folders to the Paperclip S3/CloudFront page host. Use when asked to deploy, host, or share a persistent page, view SkillInstall · skills CLI | 113,555 | — | ||
| paperclip-task-bridge Create, comment on, update, and list Paperclip tasks from Hermes using scoped Paperclip API credentials. SkillInstall · skills CLI | 113,555 | — | ||
| para-memory-files Use a file-based PARA memory system to store, retrieve, and organize durable knowledge across sessions. Trigger on saving facts, daily notes, entity r SkillInstall · skills CLI | 113,555 | — | ||
| pr-gardening Discover the pull requests this Paperclip instance opened (never community contributions), report what each is for and how confident we are that it is SkillInstall · skills CLI | 113,555 | — | ||
| pr-report Produce a maintainer-grade PR or contribution report as HTML or Markdown. Use when asked to deeply review a PR, explain a design, compare systems, or SkillInstall · skills CLI | 113,555 | — | ||
| prcheckloop Iterate on a GitHub PR until latest-head checks are green or a precise blocker is named. Use when a PR still has failing or pending checks after revie SkillInstall · skills CLI | 113,555 | — | ||
| prepare-mcp-integration Prepare MCP/vendor integrations through cited research, a content PR, exact-revision human approval, and one governed Paperclip connector PR per appro SkillInstall · skills CLI | 113,555 | — | ||
| prepare-paperclip-pr Prepare a Paperclip branch for PR with commits, template body, and checks. SkillInstall · skills CLI | 113,555 | — | ||
| reflection-coach Reflect on another agent's recent execution record and propose the smallest durable instruction, skill, or tool-description change. Use for evidence-b SkillInstall · skills CLI | 113,555 | — | ||
| release Coordinate a full Paperclip release across engineering verification, npm, GitHub, smoke testing, and announcement follow-up. Use when leadership asks SkillInstall · skills CLI | 113,555 | — | ||
| release-changelog Generate the stable Paperclip release changelog at releases/vYYYY.MDD.P.md by reading commits, changesets, and merged PR context since the last stable SkillInstall · skills CLI | 113,555 | — | ||
| release-changelog-discord-message Write the Discord announcement for a stable Paperclip release from the release changelog. Use when a release issue needs a copy-pasteable dotta-voice SkillInstall · skills CLI | 113,555 | — | ||
| review-my-team Review a connected Paperclip team's agents, tasks, blockers and pending approvals when the user asks for a team summary or what needs attention. SkillInstall · skills CLI | 113,555 | — | ||
| review-storybook Review Paperclip stories for a feature or change using the Storybook catalog, production source, and existing browser tests. Report component, mock, i SkillInstall · skills CLI | 113,555 | — | ||
| setup-code-maintenance-bot Set up a Paperclip agent and routine that applies a selected code-maintenance skill to a repository and opens pull requests. Use for nightly maintenan SkillInstall · skills CLI | 113,555 | — | ||
| status-card-query Create and maintain agent-authored Paperclip status cards, or compile a prose interest prompt into bounded CompanySearchQuery objects and write the fi SkillInstall · skills CLI | 113,555 | — | ||
| suggestion-box Quietly suggest a concrete improvement after observing material, generalizable friction in agent work. Submit proactively without permission, preview, SkillInstall · skills CLI | 113,555 | — | ||
| summarize-status Write a short, colloquial summary for a Paperclip summary slot: open with the 1–3 specific, concrete actions the reader needs to take right now to unb SkillInstall · skills CLI | 113,555 | — | ||
| task-planning Write or revise a useful Paperclip plan with a clear outcome and verification. Use when a plan is requested or uncertainty needs resolving before exec SkillInstall · skills CLI | 113,555 | — | ||
| terminal-bench-loop Run one Terminal-Bench task through a bounded Paperclip smoke/diagnosis/fix loop. Use when asked to drive Terminal-Bench until it passes, rerun a Term SkillInstall · skills CLI | 113,555 | — | ||
| test-audit Garden the test suite by finding and removing redundant, vacuous, or implementation-coupled tests while preserving useful regression coverage. Use for SkillInstall · skills CLI | 113,555 | — | ||
| verify-paperclip Verify Paperclip from a source checkout, published npm install, or existing staging or production stack. Select the environment, data state, version, SkillInstall · skills CLI | 113,555 | — | ||
| wiki-ingest Use when an operation issue asks to ingest a captured `raw/` source into the LLM Wiki, or the user says "ingest <slug>". Create durable source, entity SkillInstall · skills CLI | 113,555 | — | ||
| wiki-lint Use when an LLM Wiki operation issue is a lint or health check. Audit for contradictions, orphans, weak provenance, broken links, missing concept page SkillInstall · skills CLI | 113,555 | — | ||
| wiki-query Use when an LLM Wiki operation issue asks a question. Answer from wiki pages and raw sources with citations, name gaps plainly, and offer to file dura SkillInstall · skills CLI | 113,555 | — | ||
| claude-agent-lab Claude 代理实验室的连续数据界面动效模板。 SkillInstall · skills CLI | 107,474 | — | ||
| html-ppt-hermes-cyber-terminal OpenDesign + BYOK: choosing and wiring your own model, hands-on — cost, quality, and the routing decision. Built as a decision-grade AI literacy deck SkillInstall · skills CLI | 107,474 | — | ||
| html-ppt-obsidian-claude-gradient OpenDesign's enterprise AI-adoption brief: local-first agents at work, the risk controls, the ROI, and the rollout plan. Built as a decision-grade AI SkillInstall · skills CLI | 107,474 | — | ||
| html-ppt-presenter-mode OpenDesign live demo: from a one-line prompt to runnable design in a single session — the flow, live. Built as a decision-grade AI literacy deck for d SkillInstall · skills CLI | 107,474 | — | ||
| html-ppt-tech-sharing OpenDesign internals: how the agent stream, sandbox, and artifacts work — an engineering deep-dive talk. Built as a decision-grade AI literacy deck fo SkillInstall · skills CLI | 107,474 | — | ||
| understand-knowledge Analyze a Karpathy-pattern LLM wiki knowledge base and generate an interactive knowledge graph with entity extraction, implicit relationships, and top SkillInstall · skills CLI | 92,502 | — | ||
| abyssale-automation Automate Abyssale tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| agentql-automation Automate Agentql tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| agenty-automation Automate Agenty tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| ai-ml-api-automation Automate AI ML API tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| aivoov-automation Automate Aivoov tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| alchemy-automation Automate Alchemy tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| anthropic-administrator-automation Automate Anthropic Admin tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| anthropic_administrator-automation Automate Anthropic Admin tasks via Rube MCP (Composio): API keys, usage, workspaces, and organization management. Always search tools first for curren SkillInstall · skills CLI | 79,395 | — | ||
| apiverve-automation Automate Apiverve tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| appcircle-automation Automate Appcircle tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| appdrag-automation Automate Appdrag tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| appointo-automation Automate Appointo tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| appsflyer-automation Automate Appsflyer tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| appveyor-automation Automate Appveyor tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| aryn-automation Automate Aryn tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| ascora-automation Automate Ascora tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| asin-data-api-automation Automate Asin Data API tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| astica-ai-automation Automate Astica AI tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| async-interview-automation Automate Async Interview tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| atlassian-automation Automate Atlassian tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| auth0-automation Automate Auth0 tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| autobound-automation Automate Autobound tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| autom-automation Automate Autom tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| axonaut-automation Automate Axonaut tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| ayrshare-automation Automate Ayrshare tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| backendless-automation Automate Backendless tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| bannerbear-automation Automate Bannerbear tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| bart-automation Automate Bart tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| baselinker-automation Automate Baselinker tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| baserow-automation Automate Baserow tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| claid-ai-automation Automate Claid AI tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| convolo-ai-automation Automate Convolo AI tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| dungeon-fighter-online-automation Automate Dungeon Fighter Online tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| echtpost-automation Automate Echtpost tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| elorus-automation Automate Elorus tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| emailable-automation Automate Emailable tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| emelia-automation Automate Emelia tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| encodian-automation Automate Encodian tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| endorsal-automation Automate Endorsal tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| enigma-automation Automate Enigma tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| entelligence-automation Automate Entelligence tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| epic-games-automation Automate Epic Games tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| etermin-automation Automate Etermin tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| evenium-automation Automate Evenium tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| eventee-automation Automate Eventee tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| eventzilla-automation Automate Eventzilla tasks via Rube MCP (Composio). Always search tools first for current schemas. SkillInstall · skills CLI | 79,395 | — | ||
| coding-agent-sessions Finds, reads, and reconstructs coding-agent sessions across Codex, Claude, OpenCode, OMO/Senpi, and other local agent logs. Use when asked to find or SkillInstall · skills CLI | 70,891 | — | ||
| hyperplan Adversarial multi-agent planning skill. Self-orchestrates 5 hostile category members (unspecified-low, unspecified-high, deep, ultrabrain, artistry) v SkillInstall · skills CLI | 70,891 | — | ||
| hyperplan Adversarial multi-agent planning: a hostile team cross-critiques a plan before it is formalized. Use when planning needs maximum rigor or the user ask SkillInstall · skills CLI | 70,891 | — | ||
| teammode Codex-only team orchestration: run a named team of cooperating Codex workers with durable, script-managed state. MUST USE when the user asks Codex to SkillInstall · skills CLI | 70,891 | — | ||
| ulw-execute Executes a written ulw-plan work plan with Boulder state, evidence ledger, worktree discipline, and parallel subagents. Use when the user says ulw-exe SkillInstall · skills CLI | 70,891 | — | ||
| humanizer Rewrite AI-sounding text so it reads like the writer without changing what it says. Use when editing or reviewing prose for AI tells: not-X-but-Y cont SkillInstall · skills CLI | 68,655 | — | ||
| i-have-adhd Shape output for a reader with ADHD: lead with the next action, number multi-step work, restate state across turns, suppress tangents, give specific t SkillInstall · skills CLI | 61,080 | — | ||
| copy-editing When the user wants to edit, tighten, proofread, or refresh existing copy, or asks whether to keep, cut, or change a line in it, without rewriting fro SkillInstall · skills CLI | 60,077 | — | ||
| copywriting When the user wants to write or rewrite page copy (homepage, landing, pricing, feature), or asks which headline, promise, or message to lead with. Dia SkillInstall · skills CLI | 60,077 | — | ||
| ncats-arax Queries the NCATS Translator ARAX production API for bounded, typed, provenance-rich one-hop and endpoint-pinned two-hop biomedical knowledge-graph re SkillInstall · skills CLI | 57,038 | — | ||
| waypoint-bio Supports work with Outpost Bio's open microbiome foundation models - the Waypoint checkpoints (Waypoint-6m, Waypoint-45m, Waypoint-170m), the Atlas pr SkillInstall · skills CLI | 57,038 | — | ||
| learn-taste Turn the design corrections a user made during a session into rules the next agent follows. Collects every correction (explicit ones, edits the user m SkillInstall · skills CLI | 56,547 | — | ||
| agent-notes Use when deciding whether a Cherry Studio change needs an Agent Note, authoring or reviewing a Spec, recording a durable bug-fix decision, moving a no SkillInstall · skills CLI | 53,485 | — | ||
| cherry-skill-marketplace 用户要求搜索、安装、查看或卸载 Skill，或内置能力不足时使用：先 search_skills，再 install_skill；无结果用 skill-creator 创建。 SkillInstall · skills CLI | 53,485 | — | ||
| cherry-tool-guide Cherry tool routing: bun, uv, rg, knowledge, memory, schedules, skills, MCP, web. Read before shell workarounds. SkillInstall · skills CLI | 53,485 | — | ||
| claude-automation-recommender Recommend Claude Code automations (hooks, subagents, skills, plugins, MCP) and review an existing setup. SkillInstall · skills CLI | 53,485 | — | ||
| create-skill Create a new skill in the current repository. Use when the user wants to create/add a new skill, or mentions creating a skill from scratch. This skill SkillInstall · skills CLI | 53,485 | — | ||
| find-skills Find and install agent skills when the user asks for a capability that may already exist as a skill. SkillInstall · skills CLI | 53,485 | — | ||
| skill-creator Create, edit, evaluate, and optimize skills, including benchmarking and description tuning for better triggering. SkillInstall · skills CLI | 53,485 | — | ||
| skills-manager 搜索、安装或创建 Agent Skill；用户说“find a skill”“搜索技能”“帮我做个 skill”或想扩展能力时使用。 SkillInstall · skills CLI | 53,485 | — | ||
| nature-polishing Polish, translate, or tighten existing academic prose while preserving facts, terminology, and evidence boundaries. Use for 论文润色、学术翻译、正文精简, or manuscr SkillInstall · skills CLI | 53,448 | — | ||
| nature-response Draft, audit, or revise responses to peer review, revision cover letters, and marked-manuscript or LaTeX revision packages. Use for 审稿意见回复、逐点回复、返修信、 r SkillInstall · skills CLI | 53,448 | — | ||
| nature-reviewer Provide evidence-grounded mock peer review of scientific manuscripts or excerpts, covering significance, validity, and major/minor concerns. Use for 模 SkillInstall · skills CLI | 53,448 | — | ||
| nature-shared Internal shared-reference support package for installed Nature Skills, including nature-writing, nature-polishing, nature-response, nature-reader, and SkillInstall · skills CLI | 53,448 | — | ||
| nature-statistics Audit or improve manuscript statistical reporting, including experimental units, replication, uncertainty, tests, and figure statistics. Use for 统计审查、 SkillInstall · skills CLI | 53,448 | — | ||
| nature-writing Draft or restructure scientific manuscript arguments, sections, and initial-submission materials from author-provided evidence. Use for 论文写作、章节起草、论证重构 SkillInstall · skills CLI | 53,448 | — | ||
| researchwrite Compose, revise, or audit research proposals, opening reports, and research plans from supporting evidence. Use for 研究计划、开题报告、科研项目申请书. Invoked as rese SkillInstall · skills CLI | 53,448 | — | ||
| advanced-evaluation Design LLM-as-judge rubrics, direct scores and pairwise comparisons. Use for judge models, evals, position bias and calibration against human labels. SkillInstall · skills CLI | 49,642 | — | ||
| agent-evaluation Evaluate agent behavior with versioned cases and explicit verifiers. Use when comparing agent or prompt changes, reproducing failures, or running agen SkillInstall · skills CLI | 49,642 | — | ||
| agent-evaluation-reporting Use when summarizing agent evaluations where autonomous, assisted, failed, timed-out, or invalid outcomes must remain distinct and comparable. SkillInstall · skills CLI | 49,642 | — | ||
| agent-harness-fault-injection Use when an agent workflow needs deterministic recovery evidence for sandbox, MCP/tool, worker, checkpoint, memory, or orchestration failures. SkillInstall · skills CLI | 49,642 | — | ||
| agent-memory-systems Design tenant-scoped memory, retrieval and retention for agents. Use when planning RAG, conversation history, vector stores or remembering across sess SkillInstall · skills CLI | 49,642 | — | ||
| ai-agents-architect Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. SkillInstall · skills CLI | 49,642 | — | ||
| ai-sre-incident-response Build AI-focused SRE incident response practices for LLM outages, degraded quality, runaway cost events, and safety regressions. SkillInstall · skills CLI | 49,642 | — | ||
| ai-wrapper-product Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc. ) into focused tools people will pay for. Not just "ChatGPT but different" - pr SkillInstall · skills CLI | 49,642 | — | ||
| azure-ai-openai-dotnet Azure OpenAI SDK for .NET. Client library for Azure OpenAI and OpenAI services. Use for chat completions, embeddings, image generation, audio transcri SkillInstall · skills CLI | 49,642 | — | ||
| context-window-management Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot SkillInstall · skills CLI | 49,642 | — | ||
| hugging-face-evaluation Add and manage evaluation results in Hugging Face model cards. Supports extracting eval tables from README content, importing scores from Artificial A SkillInstall · skills CLI | 49,642 | — | ||
| langfuse Expert in Langfuse - the open-source LLM observability platform. Covers tracing, prompt management, evaluation, datasets, and integration with LangCha SkillInstall · skills CLI | 49,642 | — | ||
| langgraph Expert in LangGraph - the production-grade framework for building stateful, multi-actor AI applications. Covers graph construction, state management, SkillInstall · skills CLI | 49,642 | — | ||
| llm-app-patterns Architecture and integration sketches for LLM applications, with explicit retrieval, tool, privacy and verification boundaries. SkillInstall · skills CLI | 49,642 | — | ||
| llm-evaluation Master comprehensive evaluation strategies for LLM applications, from automated metrics to human evaluation and A/B testing. SkillInstall · skills CLI | 49,642 | — | ||
| mcp-builder Create MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. The quality of an MCP ser SkillInstall · skills CLI | 49,642 | — | ||
| mcp-tool-developer Build Model Context Protocol (MCP) servers and tools from scratch. Full-stack MCP development with TypeScript/Python, testing, deployment, and registr SkillInstall · skills CLI | 49,642 | — | ||
| prompt-caching Caching strategies for LLM prompts including Anthropic prompt caching, response caching, and CAG (Cache Augmented Generation) SkillInstall · skills CLI | 49,642 | — | ||
| prompt-engineering Expert guide on prompt engineering patterns, best practices, and optimization techniques. Use when user wants to improve prompts, learn prompting stra SkillInstall · skills CLI | 49,642 | — | ||
| rag-engineer Expert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval optimization SkillInstall · skills CLI | 49,642 | — | ||
| rag-implementation RAG (Retrieval-Augmented Generation) implementation workflow covering embedding selection, vector database setup, chunking strategies, and retrieval o SkillInstall · skills CLI | 49,642 | — | ||
| agent-development This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| build-mcp-app This skill should be used when the user wants to build an "MCP app", add "interactive UI" or "widgets" to an MCP server, "render components in chat", SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| build-mcp-server This skill should be used when the user asks to "build an MCP server", "create an MCP", "make an MCP integration", "wrap an API for Claude", "expose t SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| build-mcpb This skill should be used when the user wants to "package an MCP server", "bundle an MCP", "make an MCPB", "ship a local MCP server", "distribute a lo SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| claude-automation-recommender Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommend SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| command-development This skill should be used when the user asks to "create a slash command", "add a command", "write a custom command", "define command arguments", "use SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| hook-development This skill should be used when the user asks to "create a hook", "add a PreToolUse/PostToolUse/Stop hook", "validate tool use", "implement prompt-base SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| math-olympiad "Solve competition math problems (IMO, Putnam, USAMO, AIME) with adversarial verification that catches the errors self-verification misses. Activates SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| mcp-integration This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context P SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| plugin-settings This skill should be used when the user asks about "plugin settings", "store plugin configuration", "user-configurable plugin", ".local.md files", "pl SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| plugin-structure This skill should be used when the user asks to "create a plugin", "scaffold a plugin", "understand plugin structure", "organize plugin components", " SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| siege Work on one hard mathematics problem in rounds: each round a judge writes a few self-contained questions, independent workers answer them, and the jud SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| skill-development This skill should be used when the user wants to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organiz SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| solo Work on one hard mathematics problem in this session yourself, with no sub-agents: reason in stages, record each settled step in a notes file so that SkillOfficial · AnthropicInstall · skills CLI | 47,113 | — | ||
| ai-debt-detector Use after generating code, after accepting AI suggestions, or when reviewing AI-written modules. Also use when code works but feels brittle, when erro SkillInstall · skills CLI | 42,470 | — | ||
| checkpoint-promotion Gate fine-tuned checkpoints with drift budgets, paired comparison, and forgetting checks before promotion. Use after a training run produces a checkpo SkillInstall · skills CLI | 42,470 | — | ||
| dataset-curation Prepare, format, and validate datasets for supervised fine-tuning and preference training. Use when converting raw data into training format, applying SkillInstall · skills CLI | 42,470 | — | ||
| eval-harness-first Build the evaluation harness that gates every fine-tuning run — golden sets, per-failure-mode graders, judge calibration, and base-model baselines. Us SkillInstall · skills CLI | 42,470 | — | ||
| evaluation-methodology PluginEval quality methodology, covering dimensions, rubrics, and scoring formulas. Use this skill when understanding how plugin quality is measured, SkillInstall · skills CLI | 42,470 | — | ||
| finetuning-method-selection Decide whether to fine-tune at all, and route to the right method (SFT, DPO/ORPO/KTO, GRPO/RLVR, continued pretraining) and base model. Use when start SkillInstall · skills CLI | 42,470 | — | ||
| grpo-rlvr-training Train reasoning and verifiable-task behavior with GRPO and reinforcement learning from verifiable rewards (RLVR). Use when task success is algorithmic SkillInstall · skills CLI | 42,470 | — | ||
| langchain-architecture Design LLM applications using LangChain 1.x and LangGraph for agents, memory, and tool integration. Use when building LangChain applications, implemen SkillInstall · skills CLI | 42,470 | — | ||
| llm-evaluation Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM per SkillInstall · skills CLI | 42,470 | — | ||
| lora-qlora-recipes Configure LoRA and QLoRA supervised fine-tuning with current best-practice hyperparameters. Use when writing or reviewing a LoRA/QLoRA training config SkillInstall · skills CLI | 42,470 | — | ||
| ml-pipeline-workflow Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, SkillInstall · skills CLI | 42,470 | — | ||
| preference-optimization Align a fine-tuned model with preference data using DPO, ORPO, KTO, or SimPO. Use when preference pairs or thumbs-up/down feedback exist, when choosin SkillInstall · skills CLI | 42,470 | — | ||
| prompt-engineering-patterns This skill should be used when the user asks to "optimize a prompt", "improve prompt performance", "design a prompt template", "write better prompts", SkillInstall · skills CLI | 42,470 | — | ||
| protect-mcp-setup Configure Cedar policy enforcement and Ed25519 signed receipts for Claude Code tool calls. Use when setting up projects that need cryptographic audit SkillInstall · skills CLI | 42,470 | — | ||
| quantized-export Export a promoted fine-tuned model in the right deployment format — merged safetensors, LoRA-only, GGUF with imatrix, or FP8. Use after a checkpoint p SkillInstall · skills CLI | 42,470 | — | ||
| rag-implementation Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-gro SkillInstall · skills CLI | 42,470 | — | ||
| recsys-pipeline-architect Design composable recommendation, ranking, and feed pipelines using the six-stage Source→Hydrator→Filter→Scorer→Selector→SideEffect framework populari SkillInstall · skills CLI | 42,470 | — | ||
| review-agent-setup Configure human-in-the-loop gating for AI agent review actions in Claude Code. Use when setting up a project where an agent may post PR reviews, comme SkillInstall · skills CLI | 42,470 | — | ||
| scan Scans the codebase to generate project-doc.md and AGENTS.md. Use when bootstrapping a new agent-driven repo, refreshing project documentation after ar SkillInstall · skills CLI | 42,470 | — | ||
| session-guard Use when working on complex multi-step tasks, when a session is getting long (40+ tool calls), when the agent starts ignoring rules it followed earlie SkillInstall · skills CLI | 42,470 | — | ||
| signed-audit-trails-recipe Step-by-step cookbook for setting up cryptographically signed audit trails on Claude Code tool calls. Use when explaining, evaluating, or demonstratin SkillInstall · skills CLI | 42,470 | — | ||
| superself Use when a project keeps its state in Superself (a `<!-- superself:begin` block in AGENTS.md or CLAUDE.md, or `self setup` resolves the directory to a SkillInstall · skills CLI | 42,470 | — | ||
| trace-to-training-data Convert evaluation traces and production logs into SFT examples and preference pairs. Use when graded traces or failure examples exist and need to bec SkillInstall · skills CLI | 42,470 | — | ||
| vision-sft Fine-tune vision-language models (VLMs) with supervised learning on image+text data. Use when adapting a VLM to a visual domain or task, configuring f SkillInstall · skills CLI | 42,470 | — | ||
| agent-architecture Design AI agent architectures through requirements discovery, or audit and diagnose architectural flaws in existing agents. Architecture only; exclude SkillInstall · skills CLI | 41,117 | — | ||
| agent-governance Patterns and techniques for adding governance, safety, and trust controls to AI agent systems. Use this skill when: - Building AI agents that call ext SkillInstall · skills CLI | 41,117 | — | ||
| agent-owasp-compliance Check any AI agent codebase against the OWASP Agentic Security Initiative (ASI) Top 10 risks. Use this skill when: - Evaluating an agent system's secu SkillInstall · skills CLI | 41,117 | — | ||
| agent-skill-stack Find, evaluate, and assemble the smallest compatible set of AI Agent Skills for an end-to-end natural-language goal. Use when a user wants Skills for SkillInstall · skills CLI | 41,117 | — | ||
| agent-supply-chain Verify supply chain integrity for AI agent plugins, tools, and dependencies. Use this skill when: - Generating SHA-256 integrity manifests for agent p SkillInstall · skills CLI | 41,117 | — | ||
| agentic-eval Patterns and techniques for evaluating and improving AI agent outputs. Use this skill when: - Implementing self-critique and reflection loops - Buildi SkillInstall · skills CLI | 41,117 | — | ||
| agentic-workflows Route gh-aw workflow design/create/debug/upgrade requests to the right prompts. SkillInstall · skills CLI | 41,117 | — | ||
| ai-prompt-engineering-safety-review Comprehensive AI prompt engineering safety review and improvement prompt. Analyzes prompts for safety, bias, security vulnerabilities, and effectivene SkillInstall · skills CLI | 41,117 | — | ||
| ai-ready Make any repo AI-ready — analyzes your codebase and generates AGENTS.md, copilot-instructions.md, CI workflows, issue templates, and more. Mines your SkillInstall · skills CLI | 41,117 | — | ||
| ai-team-orchestration Bootstrap and run a lightweight multi-agent development team. Use when starting or adopting a project, planning work, coordinating implementation and SkillInstall · skills CLI | 41,117 | — | ||
| arize-ai-provider-integration Creates, reads, updates, and deletes Arize AI integrations that store LLM provider credentials used by evaluators and other Arize features. Supports a SkillInstall · skills CLI | 41,117 | — | ||
| arize-annotation Creates and manages annotation configs (categorical, continuous, freeform label schemas) and annotation queues (human review workflows) on Arize. Appl SkillInstall · skills CLI | 41,117 | — | ||
| arize-evaluator Handles LLM-as-judge evaluation workflows on Arize including creating/updating evaluators, running evaluations on spans or experiments, managing tasks SkillInstall · skills CLI | 41,117 | — | ||
| arize-experiment Creates, runs, and analyzes Arize experiments for evaluating and comparing model performance. Covers experiment CRUD, exporting runs, comparing result SkillInstall · skills CLI | 41,117 | — | ||
| arize-instrumentation Adds Arize AX tracing to an LLM application for the first time. Follows a two-phase agent-assisted flow to analyze the codebase then implement instrum SkillInstall · skills CLI | 41,117 | — | ||
| arize-prompt-optimization Optimizes, improves, and debugs LLM prompts using production trace data, evaluations, and annotations. Extracts prompts from spans, gathers performanc SkillInstall · skills CLI | 41,117 | — | ||
| arize-trace Downloads, exports, and inspects existing Arize traces and spans to understand what an LLM app is doing or debug runtime issues. Covers exporting trac SkillInstall · skills CLI | 41,117 | — | ||
| boost-prompt Interactive prompt refinement workflow: interrogates scope, deliverables, constraints; copies final markdown to clipboard; never writes code. Requires SkillInstall · skills CLI | 41,117 | — | ||
| copilot-sdk Build agentic applications with the Microsoft Copilot SDK, transitioning from GitHub Copilot SDK. Use when embedding AI agents in apps, creating custo SkillInstall · skills CLI | 41,117 | — | ||
| copilot-spaces Use Copilot Spaces to provide project-specific context to conversations. Use this skill when users mention a "Copilot space", want to load context fro SkillInstall · skills CLI | 41,117 | — | ||
| create-llms Create an llms.txt file from scratch based on repository structure following the llms.txt specification at https://llmstxt.org/ SkillInstall · skills CLI | 41,117 | — | ||
| declarative-agents Complete development kit for Microsoft 365 Copilot declarative agents with three comprehensive workflows (basic, advanced, validation), TypeSpec suppo SkillInstall · skills CLI | 41,117 | — | ||
| diagnose Perform a systematic diagnostic scan of an AI workflow across 5 quality dimensions — prompt quality, context efficiency, tool health, architecture fit SkillInstall · skills CLI | 41,117 | — | ||
| dotnet-mcp-builder Build Model Context Protocol (MCP) servers in C#/.NET against the current ModelContextProtocol 2.x NuGet packages. Helps with cases the model gets wro SkillInstall · skills CLI | 41,117 | — | ||
| doublecheck Three-layer verification pipeline for AI output. Extracts verifiable claims, finds supporting or contradicting sources via web search, runs adversaria SkillInstall · skills CLI | 41,117 | — | ||
| eval-driven-dev Improve AI application with evaluation-driven development. Define eval criteria, instrument the application, build golden datasets, observe and evalua SkillInstall · skills CLI | 41,117 | — | ||
| finalize-agent-prompt Finalize prompt file using the role of an AI agent to polish the prompt for the end user. SkillInstall · skills CLI | 41,117 | — | ||
| finnish-humanizer Detect and remove AI-generated markers from Finnish text, making it sound like a native Finnish speaker wrote it. Use when asked to "humanize", "natur SkillInstall · skills CLI | 41,117 | — | ||
| foundry-agent-sync Create and synchronize prompt-based AI agents directly within Azure AI Foundry via REST API, from a local JSON manifest. Unlike scaffolding skills tha SkillInstall · skills CLI | 41,117 | — | ||
| foundry-agentic-loop Build agentic solutions on Microsoft Foundry, GitHub and Azure: hosted agents, toolbox tools and skills, Foundry IQ grounding and a React/FastAPI app. SkillInstall · skills CLI | 41,117 | — | ||
| foundry-hosted-agent-copilotkit Build and evolve agentic web apps that pair a CopilotKit React frontend with a Microsoft Agent Framework agent running as a Microsoft Foundry hosted a SkillInstall · skills CLI | 41,117 | — | ||
| integrate-context-matic Discovers and integrates third-party APIs using the context-matic MCP server. Uses `fetch_api` to find available API SDKs, `ask` for integration guida SkillInstall · skills CLI | 41,117 | — | ||
| java-mcp-server-generator Use this skill when the user wants to create a Model Context Protocol (MCP) server in Java or in a Spring Boot app. Also use it when the user wants AI SkillInstall · skills CLI | 41,117 | — | ||
| kotlin-mcp-server-generator Generate a complete Kotlin MCP server project with proper structure, dependencies, and implementation using the official io.modelcontextprotocol:kotli SkillInstall · skills CLI | 41,117 | — | ||
| mcp-cli Interface for MCP (Model Context Protocol) servers via CLI. Use when you need to interact with external tools, APIs, or data sources through MCP serve SkillInstall · skills CLI | 41,117 | — | ||
| mcp-copilot-studio-server-generator Generate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP support SkillInstall · skills CLI | 41,117 | — | ||
| mcp-create-adaptive-cards Skill converted from mcp-create-adaptive-cards.prompt.md SkillInstall · skills CLI | 41,117 | — | ||
| mcp-create-declarative-agent Skill converted from mcp-create-declarative-agent.prompt.md SkillInstall · skills CLI | 41,117 | — | ||
| mcp-deploy-manage-agents Skill converted from mcp-deploy-manage-agents.prompt.md SkillInstall · skills CLI | 41,117 | — | ||
| memory-merger Merges mature lessons from a domain memory file into its instruction file. Syntax: `/memory-merger >domain [scope]` where scope is `global` (default), SkillInstall · skills CLI | 41,117 | — | ||
| mentoring-juniors Socratic mentoring for junior developers and AI newcomers. Guides through questions, never answers. Triggers: "help me understand", "explain this code SkillInstall · skills CLI | 41,117 | — | ||
| microsoft-skill-creator Create agent skills for Microsoft technologies using Learn MCP tools. Use when users want to create a skill that teaches agents about any Microsoft te SkillInstall · skills CLI | 41,117 | — | ||
| mini-context-graph A persistent, compounding knowledge base combining Karpathy's LLM Wiki pattern with a structured knowledge graph. Ingest documents once — the LLM writ SkillInstall · skills CLI | 41,117 | — | ||
| napkin Visual whiteboard collaboration for Copilot CLI. Creates an interactive whiteboard that opens in your browser — draw, sketch, add sticky notes, then s SkillInstall · skills CLI | 41,117 | — | ||
| noob-mode Plain-English translation layer for non-technical Copilot CLI users. Translates every approval prompt, error message, and technical output into clear, SkillInstall · skills CLI | 41,117 | — | ||
| on-device-delegate Saves cloud-model context by briefing one bounded, read-heavy sub-task (more than about 25 KB of prose, or many files that no single command can answe SkillInstall · skills CLI | 41,117 | — | ||
| onboard-context-matic Interactive onboarding tour for the context-matic MCP server. Walks the user through what the server does, shows all available APIs, lets them pick on SkillInstall · skills CLI | 41,117 | — | ||
| 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 e SkillInstall · skills CLI | 39,221 | — | ||
| andrej-karpathy-perspective Andrej Karpathy的思维框架与表达方式。基于20+篇博文、16段深度访谈、100+条X帖子的系统蒸馏， 提炼6个核心心智模型、8条决策启发式、完整的中文输出适配和经典句式速查。 用途：作为思维顾问，用Karpathy的视角分析AI技术可靠性、学习方法、行业趋势、产品设计。 当用户提到「用 SkillInstall · skills CLI | 38,215 | — | ||
| elon-musk-perspective 马斯克的思维操作系统。基于传记、播客、推文、法庭证词、决策记录和外部批评的深度调研， 提炼5个核心心智模型、8条决策启发式和完整的表达DNA。 用途：作为思维顾问，用马斯克的视角分析问题、审视决策、拆解成本结构、挑战行业假设。 当用户提到「用马斯克的视角」「马斯克会怎么看」「Musk模式」「马斯克p SkillInstall · skills CLI | 38,215 | — | ||
| feynman-perspective 理查德·费曼的思维框架与表达方式。基于40+个一手来源的深度调研， 提炼5个核心心智模型、8条决策启发式和完整的表达DNA。 用途：作为思维顾问，用费曼的视角分析问题、审视决策、提供反馈。 当用户提到「用费曼的视角」「费曼会怎么看」「费曼模式」「feynman perspective」「费曼学习法」 SkillInstall · skills CLI | 38,215 | — | ||
| huashu-nuwa 女娲造人：输入人名/主题/甚至只是模糊需求，自动深度调研→思维框架提炼→生成可运行的人物Skill。 两种入口：(1)明确人名→直接蒸馏 (2)模糊需求→诊断推荐→再蒸馏。 触发词：「造skill」「蒸馏XX」「女娲」「造人」「XX的思维方式」「做个XX视角」「更新XX的skill」「升级XX的sk SkillInstall · skills CLI | 38,215 | — | ||
| ilya-sutskever-perspective Ilya Sutskever的思维框架与表达方式。基于12段一手对话、9篇学术论文、10小时宣誓证词、 27篇推荐阅读清单和14个权威二手来源的深度调研， 提炼6个核心心智模型、8条决策启发式和完整的表达DNA。 用途：作为思维顾问，用Ilya的视角分析AI技术方向、安全策略、研究品味。 当用户提到 SkillInstall · skills CLI | 38,215 | — | ||
| mrbeast-perspective MrBeast（Jimmy Donaldson）的内容创造操作系统。基于泄露的36页内部培训手册、 6个深度播客、决策记录和外部批评的深度调研，提炼6个核心心智模型、8条决策启发式、 完整的标题/缩略图/Hook/节奏公式，和4个可运行的内容分析脚本。 激活后沉浸式扮演MrBeast，直接以「我」的 SkillInstall · skills CLI | 38,215 | — | ||
| munger-perspective 芒格的视角：逆向思考、认知偏误、跨学科分析、投资决策审视。说「用芒格的视角」「逆向思考一下」「这有什么认知偏误」「Lollapalooza效应」「能力圈之外」「激励结构是什么」时触发。泛泛的「这个决策靠谱吗」不要触发。 SkillInstall · skills CLI | 38,215 | — | ||
| naval-perspective Naval Ravikant的思维操作系统。基于著作、播客、推文、决策记录和外部批评的深度调研， 提炼5个核心心智模型、8条决策启发式和完整的表达DNA。 激活后沉浸式扮演Naval，直接以「我」的视角回应问题。 当用户提到「用Naval的视角」「Naval会怎么看」「纳瓦尔模式」「Naval pe SkillInstall · skills CLI | 38,215 | — | ||
| paul-graham-perspective Paul Graham的思维框架与表达方式。基于200+篇essays、12个播客/访谈、 Twitter/X分析、7位核心批评者视角和完整人生时间线的深度调研， 提炼5个核心心智模型、8条决策启发式和完整的表达DNA。 用途：作为思维顾问，用PG的视角分析创业、写作、产品和人生选择。 当用户提到「 SkillInstall · skills CLI | 38,215 | — | ||
| steve-jobs-perspective 乔布斯的视角：产品判断与评审、取舍决策、对人对事的直接反馈。说「用乔布斯的视角」「乔布斯会怎么看」「切换到乔布斯」「让乔布斯评一下」时使用；不在一般性问题上自动触发。 SkillInstall · skills CLI | 38,215 | — | ||
| sun-yuchen-perspective 孙宇晨（Justin Sun / 孙割）的思维框架与行为逻辑。基于6个维度（著作、深度采访、表达DNA、 他者视角、决策记录、时间线）共1500+行调研素材的深度蒸馏， 提炼6个核心心智模型、8条决策启发式、5种割味造句公式和完整的表达DNA。 用途：作为思维顾问，用孙宇晨的视角分析营销策略、注意力 SkillInstall · skills CLI | 38,215 | — | ||
| taleb-perspective 塔勒布(Nassim Nicholas Taleb)的思维框架与表达方式。基于40+个来源的深度调研， 提炼6个核心心智模型、9条决策启发式和完整的表达DNA。 用途：作为思维顾问，用塔勒布的视角分析问题、审视决策、质疑主流叙事。 当用户提到「用塔勒布的视角」「塔勒布会怎么看」「塔勒布模式」「反脆弱 SkillInstall · skills CLI | 38,215 | — | ||
| automating-ioc-enrichment Automates the enrichment of raw indicators of compromise with multi-source threat intelligence context using SOAR platforms, Python pipelines, or TIP SkillInstall · skills CLI | 36,058 | — | ||
| building-adversary-infrastructure-tracking-system Build an automated adversary infrastructure tracking system in Python (dnspython, python-whois, shodan, networkx) that pivots across passive DNS, cert SkillInstall · skills CLI | 36,058 | — | ||
| building-attack-pattern-library-from-cti-reports Parse cyber threat intelligence reports (Mandiant, CrowdStrike, Talos, Microsoft) with stix2, mitreattack-python, and spaCy to extract adversary behav SkillInstall · skills CLI | 36,058 | — | ||
| building-automated-malware-submission-pipeline Builds an automated malware submission and analysis pipeline that collects suspicious files from endpoints and email gateways, submits them to sandbox SkillInstall · skills CLI | 36,058 | — | ||
| building-c2-infrastructure-with-sliver-framework Deploy and harden a Sliver C2 team server (BishopFox's Go-based adversary emulation framework) with multi-protocol listeners (mTLS, HTTP/S, DNS, WireG SkillInstall · skills CLI | 36,058 | — | ||
| building-c2-redirector-infrastructure Build dumb-pipe and traffic-filtering C2 redirectors with nginx (proxy_pass) and Apache (mod_rewrite), deriving filter rules from a Malleable C2 profi SkillInstall · skills CLI | 36,058 | — | ||
| building-detection-rule-with-splunk-spl Build effective detection rules using Splunk Search Processing Language (SPL) correlation searches to identify security threats in SOC environments. SkillInstall · skills CLI | 36,058 | — | ||
| building-detection-rules-with-sigma Builds vendor-agnostic detection rules using the Sigma rule format for threat detection across SIEM platforms including Splunk, Elastic, and Microsoft SkillInstall · skills CLI | 36,058 | — | ||
| building-incident-response-playbook Designs and documents structured incident response playbooks with step-by-step procedures per incident type, decision trees, escalation criteria, RACI SkillInstall · skills CLI | 36,058 | — | ||
| building-incident-timeline-with-timesketch Build collaborative forensic incident timelines using Timesketch to ingest, normalize, and analyze multi-source event data (including Plaso output) fo SkillInstall · skills CLI | 36,058 | — | ||
| building-ioc-defanging-and-sharing-pipeline Build an automated pipeline that ingests raw IOCs (URLs, IPs, domains, emails), normalizes and deduplicates them, then produces defanged renderings fo SkillInstall · skills CLI | 36,058 | — | ||
| building-ioc-enrichment-pipeline-with-opencti Build an automated IOC enrichment pipeline on OpenCTI (STIX 2.1 native threat intel platform) using its internal enrichment connectors to pull context SkillInstall · skills CLI | 36,058 | — | ||
| building-malware-incident-communication-template Build structured communication templates for malware incidents (ransomware, wiper, trojan, worm), covering internal stakeholder notifications, executi SkillInstall · skills CLI | 36,058 | — | ||
| building-patch-tuesday-response-process Establish a repeatable operational process for triaging, testing, and deploying Microsoft Patch Tuesday security updates (Windows, Office, Exchange, S SkillInstall · skills CLI | 36,058 | — | ||
| building-phishing-reporting-button-workflow Implement a phishing report button (Microsoft 365 built-in Report button or third-party like KnowBe4/Cofense) in email clients with a SOAR-driven auto SkillInstall · skills CLI | 36,058 | — | ||
| building-ransomware-playbook-with-cisa-framework Builds a structured ransomware incident response playbook aligned with the CISA StopRansomware Guide and NIST Cybersecurity Framework, covering prepar SkillInstall · skills CLI | 36,058 | — | ||
| building-red-team-c2-infrastructure-with-havoc Deploy and configure the Havoc C2 framework (teamserver, HTTPS/HTTP/SMB listeners, Nginx redirectors, and Demon agents) with malleable traffic profile SkillInstall · skills CLI | 36,058 | — | ||
| building-role-mining-for-rbac-optimization Apply bottom-up and top-down role mining techniques, including clustering algorithms and formal concept analysis, to discover optimal RBAC roles from SkillInstall · skills CLI | 36,058 | — | ||
| building-soc-escalation-matrix Build a structured SOC escalation matrix defining severity tiers, response SLAs, tiered escalation paths, and notification procedures for security inc SkillInstall · skills CLI | 36,058 | — | ||
| detecting-data-and-model-poisoning Identify poisoned training data and backdoored ML models across the pipeline using IBM's Adversarial Robustness Toolbox (activation clustering, spectr SkillInstall · skills CLI | 36,058 | — | ||
| detecting-indirect-prompt-injection Detect and defend against indirect prompt injection hidden in web pages, documents, and images consumed by an agent, via content extraction (HTML/PDF/ SkillInstall · skills CLI | 36,058 | — | ||
| agent-evaluation Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top SkillInstall · skills CLI | 33,462 | — | ||
| agent-management Create, manage, and orchestrate AI agents using the AI Maestro CLI. Use when the user asks to "create agent", "list agents", "delete agent", "hibernat SkillInstall · skills CLI | 33,462 | — | ||
| agent-manager-skill Manage multiple local CLI agents via tmux sessions (start/stop/monitor/assign) with cron-friendly scheduling. SkillInstall · skills CLI | 33,462 | — | ||
| agent-md-refactor Refactor bloated AGENTS.md, CLAUDE.md, or similar agent instruction files to follow progressive disclosure principles. Splits monolithic files into or SkillInstall · skills CLI | 33,462 | — | ||
| agent-memory-mcp A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). SkillInstall · skills CLI | 33,462 | — | ||
| agent-memory-systems Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: s SkillInstall · skills CLI | 33,462 | — | ||
| agent-messaging Send and receive cryptographically signed messages between AI agents using the Agent Messaging Protocol (AMP). Use when the user asks to "send a messa SkillInstall · skills CLI | 33,462 | — | ||
| agent-tool-builder Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails s SkillInstall · skills CLI | 33,462 | — | ||
| agents-autogpt Autonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous a SkillInstall · skills CLI | 33,462 | — | ||
| agents-crewai Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, SkillInstall · skills CLI | 33,462 | — | ||
| agents-langchain Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integratio SkillInstall · skills CLI | 33,462 | — | ||
| agents-llamaindex Data framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying. Features vector in SkillInstall · skills CLI | 33,462 | — | ||
| ai-agents-architect Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: SkillInstall · skills CLI | 33,462 | — | ||
| ai-product Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production. This skill covers LLM SkillInstall · skills CLI | 33,462 | — | ||
| ai-wrapper-product Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just 'ChatGPT but different' - pro SkillInstall · skills CLI | 33,462 | — | ||
| autonomous-agent-patterns Design patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop workflow SkillInstall · skills CLI | 33,462 | — | ||
| autonomous-agents Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance SkillInstall · skills CLI | 33,462 | — | ||
| behavioral-modes AI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type. SkillInstall · skills CLI | 33,462 | — | ||
| claude-code-guide Master guide for using Claude Code effectively. Includes configuration templates, prompting strategies "Thinking" keywords, debugging techniques, and SkillInstall · skills CLI | 33,462 | — | ||
| context-window-management Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit SkillInstall · skills CLI | 33,462 | — | ||
| conversation-memory Persistent memory systems for LLM conversations including short-term, long-term, and entity-based memory Use when: conversation memory, remember, memo SkillInstall · skills CLI | 33,462 | — | ||
| crewai Expert in CrewAI - the leading role-based multi-agent framework used by 60% of Fortune 500 companies. Covers agent design with roles and goals, task d SkillInstall · skills CLI | 33,462 | — | ||
| deep-research Run autonomous research tasks that plan, search, read, and synthesize information into comprehensive reports. SkillInstall · skills CLI | 33,462 | — | ||
| dispatching-parallel-agents Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies SkillInstall · skills CLI | 33,462 | — | ||
| distributed-training-accelerate Simplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for DeepSpeed/FSDP/Megatron/DDP. Automatic de SkillInstall · skills CLI | 33,462 | — | ||
| distributed-training-deepspeed Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention SkillInstall · skills CLI | 33,462 | — | ||
| distributed-training-megatron-core Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Use when training models >1B parame SkillInstall · skills CLI | 33,462 | — | ||
| distributed-training-pytorch-fsdp Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2 SkillInstall · skills CLI | 33,462 | — | ||
| distributed-training-pytorch-lightning High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scale SkillInstall · skills CLI | 33,462 | — | ||
| distributed-training-ray-train Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tunin SkillInstall · skills CLI | 33,462 | — | ||
| emerging-techniques-knowledge-distillation Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performanc SkillInstall · skills CLI | 33,462 | — | ||
| emerging-techniques-long-context Extend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use when processing long documents (32k-1 SkillInstall · skills CLI | 33,462 | — | ||
| emerging-techniques-model-merging Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending domain-sp SkillInstall · skills CLI | 33,462 | — | ||
| emerging-techniques-model-pruning Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving SkillInstall · skills CLI | 33,462 | — | ||
| emerging-techniques-moe-training Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs SkillInstall · skills CLI | 33,462 | — | ||
| emerging-techniques-speculative-decoding Accelerate LLM inference using speculative decoding, Medusa multiple heads, and lookahead decoding techniques. Use when optimizing inference speed (1. SkillInstall · skills CLI | 33,462 | — | ||
| evaluation-bigcode-evaluation-harness Evaluates code generation models across HumanEval, MBPP, MultiPL-E, and 15+ benchmarks with pass@k metrics. Use when benchmarking code models, compari SkillInstall · skills CLI | 33,462 | — | ||
| evaluation-lm-evaluation-harness Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality, comparing models, SkillInstall · skills CLI | 33,462 | — | ||
| evaluation-nemo-evaluator Evaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution. Use when needing scalable SkillInstall · skills CLI | 33,462 | — | ||
| fine-tuning-axolotl Expert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, multimodal support SkillInstall · skills CLI | 33,462 | — | ||
| fine-tuning-llama-factory Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal support SkillInstall · skills CLI | 33,462 | — | ||
| fine-tuning-peft Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when SkillInstall · skills CLI | 33,462 | — | ||
| fine-tuning-unsloth Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization SkillInstall · skills CLI | 33,462 | — | ||
| gemini Use when the user asks to run Gemini CLI for code review, plan review, or big context (>200k) processing. Ideal for comprehensive analysis requiring l SkillInstall · skills CLI | 33,462 | — | ||
| gemini-api-agent-platform Guides the usage of the Gemini API on Agent Platform with the Google Gen AI SDK for enterprise AI applications. Covers SDK usage (Python, JS/TS, Go, J SkillInstall · skills CLI | 33,462 | — | ||
| gepetto Creates detailed, sectionized implementation plans through research, stakeholder interviews, and multi-LLM review. Use when planning features that nee SkillInstall · skills CLI | 33,462 | — | ||
| inference-serving-llama-cpp Runs LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel GPUs, or when C SkillInstall · skills CLI | 33,462 | — | ||
| inference-serving-sglang Fast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs, constrained decoding, agentic workflow SkillInstall · skills CLI | 33,462 | — | ||
| inference-serving-tensorrt-llm Optimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs (A100/H100), when SkillInstall · skills CLI | 33,462 | — | ||
| inference-serving-vllm Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference lat SkillInstall · skills CLI | 33,462 | — | ||
| llm-app-patterns Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring. Use when desig SkillInstall · skills CLI | 33,462 | — | ||
| llm-ops LLM Operations -- RAG, embeddings, vector databases, fine-tuning, prompt engineering avancado, custos de LLM, evals de qualidade e arquiteturas de IA SkillInstall · skills CLI | 33,462 | — | ||
| loki-mode Multi-agent autonomous startup system for Claude Code. Triggers on "Loki Mode". Orchestrates 100+ specialized agents across engineering, QA, DevOps, s SkillInstall · skills CLI | 33,462 | — | ||
| mechanistic-interpretability-nnsight Provides guidance for interpreting and manipulating neural network internals using nnsight with optional NDIF remote execution. Use when needing to ru SkillInstall · skills CLI | 33,462 | — | ||
| mechanistic-interpretability-pyvene Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework. Use when conducting causal SkillInstall · skills CLI | 33,462 | — | ||
| mechanistic-interpretability-saelens Provides guidance for training and analyzing Sparse Autoencoders (SAEs) using SAELens to decompose neural network activations into interpretable featu SkillInstall · skills CLI | 33,462 | — | ||
| mechanistic-interpretability-transformer-lens Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and a SkillInstall · skills CLI | 33,462 | — | ||
| memory-search Search conversation history and semantic memory to recall previous discussions, decisions, and context. Use when the user asks to "search memory", "wh SkillInstall · skills CLI | 33,462 | — | ||
| model-architecture-litgpt Implements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral). Use when need clean model SkillInstall · skills CLI | 33,462 | — | ||
| model-architecture-mamba State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with hardware- SkillInstall · skills CLI | 33,462 | — | ||
| model-architecture-nanogpt Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning transformers. By Andrej Karpat SkillInstall · skills CLI | 33,462 | — | ||
| model-architecture-rwkv RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel), infer like RNN (sequential). Linux SkillInstall · skills CLI | 33,462 | — | ||
| model-architecture-torchtitan Provides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP). Use when pretraining Llama 3.1, DeepSeek SkillInstall · skills CLI | 33,462 | — | ||
| multimodal-clip OpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M SkillInstall · skills CLI | 33,462 | — | ||
| multimodal-llava Large Language and Vision Assistant. Enables visual instruction tuning and image-based conversations. Combines CLIP vision encoder with Vicuna/LLaMA l SkillInstall · skills CLI | 33,462 | — | ||
| multimodal-segment-anything Foundation model for image segmentation with zero-shot transfer. Use when you need to segment any object in images using points, boxes, or masks as pr SkillInstall · skills CLI | 33,462 | — | ||
| multimodal-stable-diffusion State-of-the-art text-to-image generation with Stable Diffusion models via HuggingFace Diffusers. Use when generating images from text prompts, perfor SkillInstall · skills CLI | 33,462 | — | ||
| multimodal-whisper OpenAI's general-purpose speech recognition model. Supports 99 languages, transcription, translation to English, and language identification. Six mode SkillInstall · skills CLI | 33,462 | — | ||
| openai-docs Use when the user asks how to build with OpenAI products or APIs and needs up-to-date official documentation with citations (for example: Codex, Respo SkillInstall · skills CLI | 33,462 | — | ||
| optimization-awq Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on SkillInstall · skills CLI | 33,462 | — | ||
| optimization-bitsandbytes Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or SkillInstall · skills CLI | 33,462 | — | ||
| optimization-flash-attention Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long se SkillInstall · skills CLI | 33,462 | — | ||
| optimization-gguf GGUF format and llama.cpp quantization for efficient CPU/GPU inference. Use when deploying models on consumer hardware, Apple Silicon, or when needing SkillInstall · skills CLI | 33,462 | — | ||
| optimization-gptq Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× me SkillInstall · skills CLI | 33,462 | — | ||
| optimization-hqq Half-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets, SkillInstall · skills CLI | 33,462 | — | ||
| parallel-agents Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis require SkillInstall · skills CLI | 33,462 | — | ||
| planning Create and manage persistent markdown planning files for structured task execution. Use when the user asks to "create a plan", "track progress", "star SkillInstall · skills CLI | 33,462 | — | ||
| post-training-grpo-rl-training Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training SkillInstall · skills CLI | 33,462 | — | ||
| post-training-miles Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4, ne SkillInstall · skills CLI | 33,462 | — | ||
| post-training-openrlhf High-performance RLHF framework with Ray+vLLM acceleration. Use for PPO, GRPO, RLOO, DPO training of large models (7B-70B+). Built on Ray, vLLM, ZeRO- SkillInstall · skills CLI | 33,462 | — | ||
| post-training-simpo Simple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0). No refere SkillInstall · skills CLI | 33,462 | — | ||
| post-training-slime Provides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM models, implementing custom data gener SkillInstall · skills CLI | 33,462 | — | ||
| post-training-torchforge Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms. Use when you want clean RL abstract SkillInstall · skills CLI | 33,462 | — | ||
| post-training-trl-fine-tuning Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and SkillInstall · skills CLI | 33,462 | — | ||
| post-training-verl Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL alg SkillInstall · skills CLI | 33,462 | — | ||
| prompt-caching Caching strategies for LLM prompts including Anthropic prompt caching, response caching, and CAG (Cache Augmented Generation) Use when: prompt caching SkillInstall · skills CLI | 33,462 | — | ||
| prompt-engineer Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt evalua SkillInstall · skills CLI | 33,462 | — | ||
| prompt-engineering-dspy Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford NLP' SkillInstall · skills CLI | 33,462 | — | ||
| prompt-engineering-guidance Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with SkillInstall · skills CLI | 33,462 | — | ||
| prompt-engineering-instructor Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and SkillInstall · skills CLI | 33,462 | — | ||
| prompt-engineering-outlines Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and m SkillInstall · skills CLI | 33,462 | — | ||
| prompt-engineering-patterns Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability. SkillInstall · skills CLI | 33,462 | — | ||
| prompt-library Curated collection of high-quality prompts for various use cases. Includes role-based prompts, task-specific templates, and prompt refinement techniqu SkillInstall · skills CLI | 33,462 | — | ||
| pydantic-ai Build production-ready AI agents with PydanticAI — type-safe tool use, structured outputs, dependency injection, and multi-model support. SkillInstall · skills CLI | 33,462 | — | ||
| rag-engineer Expert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval optimization SkillInstall · skills CLI | 33,462 | — | ||
| rag-implementation Retrieval-Augmented Generation patterns including chunking, embeddings, vector stores, and retrieval optimization Use when: rag, retrieval augmented, SkillInstall · skills CLI | 33,462 | — | ||
| rag-sentence-transformers Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrie SkillInstall · skills CLI | 33,462 | — | ||
| research-engineer An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical cor SkillInstall · skills CLI | 33,462 | — | ||
| safety-alignment-constitutional-ai Anthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with self-critique/revision, then RLAIF SkillInstall · skills CLI | 33,462 | — | ||
| safety-alignment-llamaguard Meta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, substances, sel SkillInstall · skills CLI | 33,462 | — | ||
| safety-alignment-nemo-guardrails NVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation, fact-checking, hallucination detection, SkillInstall · skills CLI | 33,462 | — | ||
| subagent-driven-development Use when executing implementation plans with independent tasks in the current session SkillInstall · skills CLI | 33,462 | — | ||
| tokenization-huggingface-tokenizers Fast tokenizers optimized for research and production. Rust-based implementation tokenizes 1GB in <20 seconds. Supports BPE, WordPiece, and Unigram al SkillInstall · skills CLI | 33,462 | — | ||
| tokenization-sentencepiece Language-independent tokenizer treating text as raw Unicode. Supports BPE and Unigram algorithms. Fast (50k sentences/sec), lightweight (6MB memory), SkillInstall · skills CLI | 33,462 | — | ||
| voice-agents Voice agents represent the frontier of AI interaction - humans speaking naturally with AI systems. The challenge isn't just speech recognition and syn SkillInstall · skills CLI | 33,462 | — | ||
| voice-ai-development Expert in building voice AI applications - from real-time voice agents to voice-enabled apps. Covers OpenAI Realtime API, Vapi for voice agents, Deepg SkillInstall · skills CLI | 33,462 | — | ||
| cognee-cli Use when the user wants to drive cognee from the terminal with cognee-cli — remember/recall/forget/improve memory commands, managing datasets and conf SkillInstall · skills CLI | 33,295 | — | ||
| cognee-community Use when the user needs something that ships outside cognee core — community database adapters (Qdrant, Milvus, Weaviate, Redis, Pinecone, FalkorDB, M SkillInstall · skills CLI | 33,295 | — | ||
| cognee-custom-graph-models Use when defining the shape of cognee's knowledge graph with graph_model= — writing DataPoint node classes, choosing identity and index fields so node SkillInstall · skills CLI | 33,295 | — | ||
| cognee-custom-pipelines Use when building your own cognee processing — writing custom tasks, chaining them into a pipeline with run_custom_pipeline or the lightweight run_pip SkillInstall · skills CLI | 33,295 | — | ||
| cognee-forget Use when removing data from cognee memory with forget() in the SDK, HTTP API, or CLI — finding which dataset and document hold the content to delete ( SkillInstall · skills CLI | 33,295 | — | ||
| cognee-improve-sessions Use when working with cognee's session memory or improve() — storing conversation turns, agent traces and feedback with session_id, bridging sessions SkillInstall · skills CLI | 33,295 | — | ||
| cognee-ingestion Use when putting data into cognee memory with remember() — choosing inputs (text, files, folders, URLs, repos, databases), datasets and node_sets, loa SkillInstall · skills CLI | 33,295 | — | ||
| cognee-install Use when the user wants to install cognee and run their first remember → recall flow with the Python SDK — fresh setup, virtual env, extras selection, SkillInstall · skills CLI | 33,295 | — | ||
| cognee-integrations Use when the user wants to connect cognee to external services — switching LLM or embedding providers (OpenAI, Azure, Gemini, Anthropic, Ollama, OpenR SkillInstall · skills CLI | 33,295 | — | ||
| cognee-migrations Use when dealing with cognee database migrations — understanding when they run automatically, checking or repairing migration state with cognee-cli up SkillInstall · skills CLI | 33,295 | — | ||
| cognee-performance Use when cognee is slow, expensive, or hitting rate limits — speeding up or throttling ingestion (remember/cognify batching, chunk size, LLM and embed SkillInstall · skills CLI | 33,295 | — | ||
| cognee-permissions Use when working with cognee's users, permissions, and multi-tenancy — creating users, tenants and roles, sharing datasets (read/write/delete/share gr SkillInstall · skills CLI | 33,295 | — | ||
| cognee-recall Use when querying cognee memory with recall() (or search()) — picking a search type, understanding auto-routing, scoping to datasets, node sets or ses SkillInstall · skills CLI | 33,295 | — | ||
| cognee-server Use when the user wants to run the cognee API server (and optional UI) on their own machine — starting it, checking it's healthy, connecting the SDK o SkillInstall · skills CLI | 33,295 | — | ||
| company-brain-company-qa Build one company memory from a SQL database, a support ticket export and a folder of documents, linked into one graph by cognee, then answer question SkillInstall · skills CLI | 33,295 | — | ||
| company-brain-follow-up-agent Turn your latest Granola call into next steps (owner, team, due date, and the Linear issue that already tracks each one) and post them to Slack, using SkillInstall · skills CLI | 33,295 | — | ||
| google-workspace-memory Remember a user's Google Calendar, Gmail and Drive in one cognee memory and answer questions across them, by default preparing their client meetings o SkillInstall · skills CLI | 33,295 | — | ||
| multiagent-memory-setup Import the user's own Claude Code and/or Codex session history (the prompts they typed and the agents' answers) into one cognee dataset, then answer q SkillInstall · skills CLI | 33,295 | — | ||
| personalized-email Draft a reply to your newest Gmail email that knows what you discussed in your Granola meetings, what you promised the sender, and how you write, usin SkillInstall · skills CLI | 33,295 | — | ||
| self-hosted-companion Chat with a companion that knows your notes folder (a journal, an Obsidian vault, any .md or .txt files) and every earlier chat, using cognee memory w SkillInstall · skills CLI | 33,295 | — | ||
| gws-modelarmor Google Model Armor: Filter user-generated content for safety. SkillInstall · skills CLI | 32,292 | — | ||
| gws-modelarmor-create-template Google Model Armor: Create a new Model Armor template. SkillInstall · skills CLI | 32,292 | — | ||
| gws-modelarmor-sanitize-prompt Google Model Armor: Sanitize a user prompt through a Model Armor template. SkillInstall · skills CLI | 32,292 | — | ||
| gws-modelarmor-sanitize-response Google Model Armor: Sanitize a model response through a Model Armor template. SkillInstall · skills CLI | 32,292 | — | ||
| add-atomic-chat-tool Add Atomic Chat MCP server so the container agent can call local models served by the Atomic Chat desktop app via its OpenAI-compatible API. SkillInstall · skills CLI | 31,112 | — | ||
| add-codex Use Codex (OpenAI's codex app-server) as a full agent provider — planning, tool orchestration, MCP tools, server-side history, session resume — alongs SkillInstall · skills CLI | 31,112 | — | ||
| add-cursor Use Cursor (local Agent SDK) as a full agent provider — planning, tool orchestration, MCP tools, session resume — alongside or instead of Claude. Curs SkillInstall · skills CLI | 31,112 | — | ||
| add-karpathy-llm-wiki Add a persistent wiki knowledge base to a NanoClaw group. Based on Karpathy's LLM Wiki pattern. Triggers on "add wiki", "wiki", "knowledge base", "llm SkillInstall · skills CLI | 31,112 | — | ||
| add-mnemon Add persistent graph-based memory via mnemon. Agents recall past context before responding and remember insights after each turn. SkillInstall · skills CLI | 31,112 | — | ||
| add-ollama-provider Route a NanoClaw agent group to a local Ollama model instead of the Anthropic API. Ollama speaks the Anthropic API natively (v1/messages), so no provi SkillInstall · skills CLI | 31,112 | — | ||
| add-ollama-tool Add Ollama MCP server so the container agent can call local models and optionally manage the Ollama model library. SkillInstall · skills CLI | 31,112 | — | ||
| add-opencode Use OpenCode as an agent provider. OpenRouter, OpenAI, Google, DeepSeek, etc. via OpenCode config — not the Anthropic Agent SDK. Per group via `ncl gr SkillInstall · skills CLI | 31,112 | — | ||
| self-customize Customize your own agent — add capabilities, install packages, add MCP servers, edit code or CLAUDE.md. Use when the user asks you to add a feature, i SkillInstall · skills CLI | 31,112 | — | ||
| adversarial-reviewer Tough, critical review of a diff or PR before merge, through hostile reviewer personas that catch shared blind spots. Use whenever the user wants a ch SkillInstall · skills CLI | 29,745 | — | ||
| agent-designer Design multi-agent systems (supervisor, swarm, pipeline) and tool schemas; find bottlenecks in run logs. Use whenever agents split work or a run is sl SkillInstall · skills CLI | 29,745 | — | ||
| agent-harness Use when an agent should drive a goal in one of this repo's domains to a verified close, before starting the work. Compiles the goal into a task plan SkillInstall · skills CLI | 29,745 | — | ||
| agent-launcher-orchestrator Use when someone wants to build, launch, grade or schedule a Claude Managed Agent in their own Anthropic account ('build me an agent', 'run this night SkillInstall · skills CLI | 29,745 | — | ||
| agent-memory Use when an agent keeps relearning the same correction, CLAUDE.md has grown unreadable, or you need to trace where a remembered rule came from. Promot SkillInstall · skills CLI | 29,745 | — | ||
| agent-protocol Use when C-suite advisor agents need to call each other or run a multi-role meeting. Defines invocation syntax, loop prevention, isolation and respons SkillInstall · skills CLI | 29,745 | — | ||
| agent-regression-evals Use before shipping any agent, prompt, model or tool change, or when a pass-rate drop needs a verdict. Runs repeated trials, gates candidate vs baseli SkillInstall · skills CLI | 29,745 | — | ||
| agent-run-forensics Use when asked why an agent did something, what a past session or run changed, whether tests really passed, or to verify a session summary. Answers fr SkillInstall · skills CLI | 29,745 | — | ||
| agent-workflow-designer Use when architecting a multi-step LLM or agent pipeline, choosing single vs multi-agent, or fixing context bloat and broken handoffs. Scaffolds the p SkillInstall · skills CLI | 29,745 | — | ||
| agenthub Run several agents on one task in parallel and keep the best result: faster code, copy variants, research angles. Use whenever the user wants multiple SkillInstall · skills CLI | 29,745 | — | ||
| ar-loop Use for /ar-loop, or to run an autoresearch experiment on a schedule (10 min to monthly) with CronCreate. SkillInstall · skills CLI | 29,745 | — | ||
| ar-resume Use for /ar-resume, or to continue a paused autoresearch experiment from its branch and results history. SkillInstall · skills CLI | 29,745 | — | ||
| ar-run Use for /ar-run, or to run one manual autoresearch iteration: edit, evaluate, keep or discard. SkillInstall · skills CLI | 29,745 | — | ||
| ar-status Show autoresearch results and progress. Use when asked how an experiment runs, or /ar-status. SkillInstall · skills CLI | 29,745 | — | ||
| autoresearch-agent Make a file measurably better by trial: faster code, smaller bundle, higher pass rate or prompt score. Use whenever the user wants something optimized SkillInstall · skills CLI | 29,745 | — | ||
| behuman Reply like a real person, direct and warm, without lists or hedging. Use whenever the user says you sound robotic, asks you to be real or talk like a SkillInstall · skills CLI | 29,745 | — | ||
| board Use to post or read messages on the AgentHub coordination board between competing agents. SkillInstall · skills CLI | 29,745 | — | ||
| book-to-skill Use when turning a book, docs folder or spec collection (PDF, EPUB, DOCX, HTML, Markdown) into an agent skill, before summarizing it by hand. Extracts SkillInstall · skills CLI | 29,745 | — | ||
| caveman Terse mode: drop filler, articles and pleasantries, keep technical accuracy, about 75% fewer tokens, and stay in it. Load whenever the user asks for f SkillInstall · skills CLI | 29,745 | — | ||
| chaos-engineering Use before running a chaos experiment, gameday or fault injection, or after one to write it up. Designs it with steady state and abort criteria in exp SkillInstall · skills CLI | 29,745 | — | ||
| chief-ai-officer-advisor Use for AI strategy decisions: API vs fine-tune vs build, EU AI Act or US state risk classification, when self-hosting pays off, or AI hiring order. R SkillInstall · skills CLI | 29,745 | — | ||
| claude-coach Use when the user wants to get better at using Claude ('coach me', 'teach me Claude tricks', 'make me a power user'). Rates their prompts with prompt_ SkillInstall · skills CLI | 29,745 | — | ||
| coding-agent-rollout Roll out Claude Code to a team: shared or managed settings, MCP and plugin approval, layered CLAUDE.md, adoption. Use whenever the user sets up Claude SkillInstall · skills CLI | 29,745 | — | ||
| collab-proof Use for /collab-proof or a session retrospective on what Claude contributed versus what the user drove. Builds an evidence-backed split of the session SkillInstall · skills CLI | 29,745 | — | ||
| context-engine Use when starting a C-suite advisor session, when company context is missing or older than 90 days, or before company data goes to an external service SkillInstall · skills CLI | 29,745 | — | ||
| cs-onboard Use when setting up the C-suite advisors for the first time, or when company context is missing or stale after a raise or pivot. Interviews the founde SkillInstall · skills CLI | 29,745 | — | ||
| engineering-skills Find which engineering skill fits a task: architecture, frontend, backend, QA, DevOps, security, AI/ML, data, cloud. Use whenever the user is unsure w SkillInstall · skills CLI | 29,745 | — | ||
| eval Rank finished AgentHub agents by metric or judge. Use when asked which agent won. SkillInstall · skills CLI | 29,745 | — | ||
| extract Turn a fix or pattern that keeps coming up into a reusable skill with SKILL.md, reference docs and examples. Use whenever the user runs /si:extract or SkillInstall · skills CLI | 29,745 | — | ||
| grade-iterate Use when a launched managed agent needs grading against a rubric and improving ('grade my agent', 'is it good enough'). Builds the outcome with outcom SkillInstall · skills CLI | 29,745 | — | ||
| grill-me Interview the user relentlessly about a plan or design until reaching shared understanding, resolving each branch of the decision tree. Use when user SkillInstall · skills CLI | 29,745 | — | ||
| grill-with-docs Use when a plan should be stress-tested against the project's own docs (CONTEXT.md glossary, docs/adr decisions), or the user says 'grill with docs'. SkillInstall · skills CLI | 29,745 | — | ||
| handoff Compact the current conversation into a handoff document for another agent to pick up, referencing existing artifacts (PRDs, plans, ADRs, issues, comm SkillInstall · skills CLI | 29,745 | — | ||
| hivemind Use when delegating grunt work to free opencode workers instead of spending Claude tokens: one worker or a scout, coder and tester swarm in worktrees. SkillInstall · skills CLI | 29,745 | — | ||
| hub-init Use for /hub-init, or to start an AgentHub competition: task, agent count and evaluation criteria. SkillInstall · skills CLI | 29,745 | — | ||
| hub-run Use for /hub-run, or to run a whole AgentHub competition end to end: init, baseline, spawn, eval and merge. SkillInstall · skills CLI | 29,745 | — | ||
| hub-status Use for /hub-status, or to check AgentHub agent progress, branches and DAG state. SkillInstall · skills CLI | 29,745 | — | ||
| interview Use when someone has an agent idea to scope before launch ('help me scope an agent'). Interviews them about the one job and writes a build sheet with SkillInstall · skills CLI | 29,745 | — | ||
| kubernetes-operator Use when building a Kubernetes operator or CRD (controller-runtime, kubebuilder, operator-sdk, KOPF), before writing the controller. Validates CRDs wi SkillInstall · skills CLI | 29,745 | — | ||
| llm-cost-optimizer Use whenever an LLM feature is being built or its costs come up (model choice, prompt caching, token limits, per-feature spend). Sets routing, caching SkillInstall · skills CLI | 29,745 | — | ||
| llm-wiki Use when building or maintaining an Obsidian second brain that an LLM keeps up to date, or when ingesting a paper, article or book into it. Ingests wi SkillInstall · skills CLI | 29,745 | — | ||
| memory-engineering Use before adding memory to an agent or when a memory store keeps growing (long context vs RAG vs graph vs agentic memory, what to expire). Prices the SkillInstall · skills CLI | 29,745 | — | ||
| memory-review Review what the agent has learned in auto-memory: what to promote to permanent rules, stale entries to prune, duplicates to merge. Use whenever the us SkillInstall · skills CLI | 29,745 | — | ||
| memory-status Health check of agent auto-memory: line counts, topic files, capacity, stale entries and what to prune. Use whenever the user asks how full or healthy SkillInstall · skills CLI | 29,745 | — | ||
| merge Use to land the winning AgentHub branch, archive the others and clean up worktrees. SkillInstall · skills CLI | 29,745 | — | ||
| named-persona-adversarial-review Use when a PR has architectural or UX impact, or automated review feels generic, and you want it reviewed through named engineers' documented views (T SkillInstall · skills CLI | 29,745 | — | ||
| promote Graduate a proven pattern from auto-memory (MEMORY.md) to CLAUDE.md or .claude/rules/ for permanent enforcement. Use when the user runs /si:promote or SkillInstall · skills CLI | 29,745 | — | ||
| prompt-governance Use when prompts run in production and need versioning, a registry, A/B tests, regression checks or an eval pipeline. Sets up the release process for SkillInstall · skills CLI | 29,745 | — | ||
| remember Save something important to auto-memory with a timestamp and context. Use whenever the user says remember this, note it for next time or don't forget, SkillInstall · skills CLI | 29,745 | — | ||
| run-without-you Use when a graded managed agent should run on a schedule, on an event trigger or on demand ('run it every morning'). Validates cron with cron_validato SkillInstall · skills CLI | 29,745 | — | ||
| self-improving-agent Curate what the agent has learned into durable project knowledge. Reviews Claude Code auto-memory (MEMORY.md and its topic files) for learnings worth SkillInstall · skills CLI | 29,745 | — | ||
| senior-architect System architecture decisions with a written rationale: monolith vs microservices, database choice, scaling limits, ADRs, Mermaid diagrams. Load whene SkillInstall · skills CLI | 29,745 | — | ||
| senior-computer-vision Computer vision models: object detection, segmentation, training a custom model, and optimizing or deploying inference (YOLO, DETR, SAM, ONNX, TensorR SkillInstall · skills CLI | 29,745 | — | ||
| senior-data-scientist Design experiments and analyze tabular data: A/B tests, causal inference, feature engineering, model evaluation. Use whenever the user asks how to set SkillInstall · skills CLI | 29,745 | — | ||
| senior-fullstack Start a fullstack project or audit a codebase: pick a stack (Next.js, FastAPI, MERN, Django), scaffold it and score code quality. Use whenever the use SkillInstall · skills CLI | 29,745 | — | ||
| senior-ml-engineer Use for putting ML models or LLM features into production: deployment, MLOps, drift monitoring, RAG pipelines, LLM API cost and retries. Deploys with SkillInstall · skills CLI | 29,745 | — | ||
| senior-prompt-engineer Improve prompts and measure LLM quality: fix inconsistent prompts, build eval sets, score RAG retrieval, check agent tool configs. Use whenever the us SkillInstall · skills CLI | 29,745 | — | ||
| setup Use for /autoresearch-agent:setup, or to start a new autoresearch experiment: target, eval command, metric, direction, evaluator. SkillInstall · skills CLI | 29,745 | — | ||
| skill-retro Use when the user wants their skills graded from real session history, asks which installed skills actually work, or wants evidence-backed skill edits SkillInstall · skills CLI | 29,745 | — | ||
| skillopt-sleep Use when the user wants their Claude agent to self-improve from past usage, asks about a nightly/offline 'sleep' or 'dream' cycle, memory/skill consol SkillInstall · skills CLI | 29,745 | — | ||
| spawn Launch the competing agents in isolated worktrees. Use when an AgentHub session is set up. SkillInstall · skills CLI | 29,745 | — | ||
| stage-launch Use when a managed-agent build sheet is ready to launch ('launch it', 'deploy the agent'). Generates and validates API payloads with payload_generator SkillInstall · skills CLI | 29,745 | — | ||
| tech-stack-evaluator Compare frameworks or tech stacks before committing: side-by-side scoring, total cost of ownership, ecosystem health and migration risk. Use whenever SkillInstall · skills CLI | 29,745 | — | ||
| wrap-up Use when closing out a launched managed agent ('wrap up', 'what do I own now'). Inventories primitives with primitives_inventory.py, regenerates the o SkillInstall · skills CLI | 29,745 | — | ||
| chatgpt-apps Build, scaffold, refactor, and troubleshoot ChatGPT Apps SDK applications that combine an MCP server and widget UI. Use when Codex needs to design too SkillInstall · skills CLI | 28,722 | — | ||
| plugin-creator Create and scaffold plugin directories for Codex with a required `.codex-plugin/plugin.json`, optional plugin folders/files, and baseline placeholders SkillInstall · skills CLI | 28,722 | — | ||
| skill-creator Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Codex' SkillInstall · skills CLI | 28,722 | — | ||
| skill-installer Install Codex skills into $CODEX_HOME/skills from a curated list or a GitHub repo path. Use when a user asks to list installable skills, install a cur SkillInstall · skills CLI | 28,722 | — | ||
| planning-with-files Persistent file-based planning for multi-step AI-agent work. Keeps task_plan.md, findings.md, and progress.md on disk; lifecycle hooks inject selected SkillInstall · skills CLI | 28,039 | — | ||
| planning-with-files Persistent file-based planning for multi-step AI-agent work. Keeps task_plan.md, findings.md, and progress.md on disk; agent instructions read selecte SkillInstall · skills CLI | 28,039 | — | ||
| planning-with-files Persistent file-based planning for multi-step AI-agent work. Keeps task_plan.md, findings.md, and progress.md on disk; Gemini lifecycle hooks inject s SkillInstall · skills CLI | 28,039 | — | ||
| planning-with-files Persistent file-based planning for multi-step AI-agent work. Keeps task_plan.md, findings.md, and progress.md on disk; Kiro skill instructions and ste SkillInstall · skills CLI | 28,039 | — | ||
| planning-with-files-ar تخطيط مستمر قائم على الملفات لعمل وكلاء الذكاء الاصطناعي متعدد الخطوات. يحتفظ بملفات task_plan.md و findings.md و progress.md على القرص، وتحقن خطافات SkillInstall · skills CLI | 28,039 | — | ||
| planning-with-files-de Persistente dateibasierte Planung für mehrstufige Arbeit mit KI-Agenten. Hält task_plan.md, findings.md und progress.md auf dem Datenträger; Lebenszyk SkillInstall · skills CLI | 28,039 | — | ||
| planning-with-files-es Planificación persistente basada en archivos para tareas multipaso de agentes de IA. Mantiene task_plan.md, findings.md y progress.md en disco; los ho SkillInstall · skills CLI | 28,039 | — | ||
| planning-with-files-zh 用于多步骤 AI 代理工作的持久化文件规划系统。将 task_plan.md、findings.md 和 progress.md 保存在磁盘上，生命周期钩子会注入选定的项目规划上下文。自动恢复只读取项目规划文件。只有显式运行 session-catchup.py --metadata 才会检查本机同 SkillInstall · skills CLI | 28,039 | — | ||
| planning-with-files-zht 用於多步驟 AI 代理工作的持久化檔案規劃。將 task_plan.md、findings.md 與 progress.md 保存在磁碟上，生命週期鉤子會注入選定的專案規劃內容。自動恢復只讀取專案規劃檔案；只有明確執行 session-catchup.py --metadata 才會檢查本機同一專案 SkillInstall · skills CLI | 28,039 | — | ||
| write-a-skill Create new agent skills with proper structure, progressive disclosure, and bundled resources. Use when user wants to create, write, or build a new ski SkillInstall · skills CLI | 27,674 | — | ||
| zoom-out Tell the agent to zoom out and give broader context or a higher-level perspective. Use when you're unfamiliar with a section of code or need to unders SkillInstall · skills CLI | 27,674 | — | ||
| baoyu-translate This skill should be used when the user asks to "translate", "翻译", "精翻", "translate article", "translate to Chinese", "translate to English", "改成中文", SkillInstall · skills CLI | 27,517 | — | ||
| clean-user-facing-text Clean and finalize authorized natural-language text intended for readers by auditing suspicious invisible Unicode and rewriting prose while preserving SkillInstall · skills CLI | 27,322 | — | ||
| remove-ai-marks Remove multi-vendor AI provenance marks: invisible Unicode (Layer A), statistical text watermarks via rewrite (Layer B, always offer), and C2PA/EXIF/X SkillInstall · skills CLI | 27,322 | — | ||
| Agent Skills Search Server Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server. MCP serverVerified domain · mcp.com.aiRemoteDown | 27,223 | Apache-2.0 | ||
| distilly Set up the owner profile so a personal agent knows who it works for (first-run setup, \"get to know me\"), or distill colleague, relationship, or cele SkillInstall · skills CLI | 26,554 | — | ||
| skill-inspector Review AI agent skills before installation using NVIDIA SkillSpector and source-aware semantic review. Use when asked whether a skill or downloaded sk SkillInstall · skills CLI | 25,794 | — | ||
| nocobase-app-plugin-agent-sessions Register the Agent Sessions plugin in a NocoBase App so people talk in the browser with the coding agents on their own computers (Codex, Claude Code, SkillInstall · skills CLI | 24,914 | — | ||
| nocobase-app-plugin-agents Register the Agents plugin in a NocoBase App and configure it (agents.* in config.yml), contribute subjects, scopes, business actions, agent defaults, SkillInstall · skills CLI | 24,914 | — | ||
| agent-platform-access-audit Audits AI agent data access, blast radius, and blocked policy operations in Google Cloud by querying Cloud Audit Logs via BigQuery. Use when investiga SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-alert-configuration Configures best-practice alerting policies for AI agents using OpenTelemetry (OTel) metrics, generating output as Terraform (.tf) configuration files. SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-architecture Designs, engineers, and validates enterprise Gemini platform architectures. Use when designing multi-project hierarchies (Host, Central Governance Hub SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-autorater-customization Customizes an autorater (evaluation metric) for an AI agent so its grades match the user's own judgment, starting from the agent's real trajectories. SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-deploy Deploy open models or custom weights from Model Garden to Agent Platform endpoints, check the status of an in-progress deployment operation, or clean SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-endpoint-management Manages Agent Platform serving endpoints. Use when you need to create, list, describe, update, or delete serving endpoints for model deployment on Age SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-eval-flywheel Measures and improves the quality of AI models and agents on Google Cloud using the Eval Quality Flywheel methodology. Use when generating synthetic u SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-inference Connects to and performs inference with Google Cloud Agent Platform GenAI models, including First-Party Gemini models and Third-Party OpenMaaS models SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-migrate-from-ai-studio Guides agents and users through migrating from Gemini API in Google AI Studio to Gemini Enterprise Agent Platform (formerly Vertex AI). Use this skill SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-model-registry Agent Platform Model Registry Management. Use when you need to upload, list, describe, update, or delete machine learning models (and their versions) SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-prompt-management Manages and orchestrates prompts in Agent Platform. Use when you need to create, list, retrieve, version, or delete managed prompts in Agent Platform. SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-rag-engine-management Manage and query Agent Platform RAG Engine Corpora and retrieve grounded contexts using the Google GenAI SDK. Use when listing RAG corpora or files, i SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-skill-registry Interact with the Gemini Enterprise Agent Platform Skill Registry to create and search for available skills. Use this skill to enable agents to regist SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-troubleshooting Troubleshoots Google Cloud Gemini Enterprise Agent Platform issues across Agent Gateway, Agent Connectivity Templates (ACT), Agent Registry, Agent Ide SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-tuning Agent Platform Model Tuning. Use when you need to fine-tune open models or Gemini models using Agent Platform infrastructure. Don't use for model trai SkillInstall · skills CLI | 24,122 | — | ||
| agent-platform-tuning-management Manages GenAI tuning jobs in Agent Platform. Use this to list, get, or cancel ongoing model tuning jobs. Don't use for fine-tuning models (use `agent- SkillInstall · skills CLI | 24,122 | — | ||
| api-gateway-mcp-server Configures Google Cloud API Gateway to act as a remote Model Context Protocol (MCP) server (Public Preview) that exposes REST APIs as agent tools over SkillInstall · skills CLI | 24,122 | — | ||
| apigee-agent-gateway-governance Stands up an Apigee API proxy that a Google Cloud Agent Gateway calls as an ext-proc (Service Extension) callout on an agent's LLM traffic, to meter t SkillInstall · skills CLI | 24,122 | — | ||
| bigquery-ai-ml Leverages BigQuery's built-in machine learning and GenAI capabilities for advanced data analytics. Use when you need to write SQL queries that perform SkillInstall · skills CLI | 24,122 | — | ||
| developing-genkit-dart Provides guidance on developing AI-powered applications using the Genkit Dart SDK. Use when the user asks to build AI agents in Dart, use Genkit flows SkillInstall · skills CLI | 24,122 | — | ||
| developing-genkit-go Provides guidance on developing AI-powered applications using Genkit in Go. Use when the user asks to build AI features, agents, flows, or tools in Go SkillInstall · skills CLI | 24,122 | — | ||
| developing-genkit-js Provides guidance on developing AI-powered applications using Genkit in Node.js/TypeScript. Use when the user asks about Genkit, AI agents, flows, or SkillInstall · skills CLI | 24,122 | — | ||
| developing-genkit-python Provides guidance on developing AI-powered applications using Genkit Python (0.13) and migrating Genkit Python 0.12 projects to 0.13. Use when buildin SkillInstall · skills CLI | 24,122 | — | ||
| gemini-agents-api Manages custom Agent resources on Gemini Enterprise Agent Platform. Use when the user wants to programmatically create, configure, list, update, or de SkillInstall · skills CLI | 24,122 | — | ||
| gemini-api Use when the user asks about using Gemini in an enterprise environment or explicitly mentions Vertex AI, Google Cloud, or Agent Platform. Guides the u SkillInstall · skills CLI | 24,122 | — | ||
| gemini-interactions-api Guides the usage of Gemini Interactions API on Gemini Enterprise Agent Platform. Use when the user wants to use the stateful, server-managed Interacti SkillInstall · skills CLI | 24,122 | — | ||
| gemini-live-api Generates a Gemini LiveAPI client service class in the user's chosen programming language. Use when the user wants to build, scaffold, or integrate a SkillInstall · skills CLI | 24,122 | — | ||
| gke-inference Deploys and optimizes AI/ML inference workloads on GKE, using GPUs, TPUs, and model servers. Use when deploying GKE inference servers, configuring GKE SkillInstall · skills CLI | 24,122 | — | ||
| google-ads-api-mcp-setup Guides developers through downloading, configuring, and installing the official open-source Google Ads MCP Server. Use this skill when a user wants to SkillInstall · skills CLI | 24,122 | — | ||
| google-agents-cli-onboarding Onboarding entrypoint for agents-cli in Agent Platform. It should be used when the user wants to "create a new agent", "develop an agent", "build an a SkillInstall · skills CLI | 24,122 | — | ||
| google-cloud-solution-agentic-ai-bidirectional-streaming Guides agents to interactively discover customer requirements for live, bidirectional multi-agent AI systems that process continuous streams of multim SkillInstall · skills CLI | 24,122 | — | ||
| google-cloud-solution-agentic-ai-data-science-workflow Designs a tailored multi-product agentic data science architecture on Google Cloud that incorporates opinionated best practices. Use when architecting SkillInstall · skills CLI | 24,122 | — | ||
| google-cloud-solution-agentic-analytics-spark-knowledge-catalog Discovers requirements and designs an end-to-end governed agentic analytics solution using Knowledge Catalog and Managed Service for Apache Spark (Lig SkillInstall · skills CLI | 24,122 | — | ||
| google-cloud-solution-build-deploy-agents Designs, builds, and deploys AI agents or multi-agent systems on Google Cloud. Provides an interactive workflow to gather requirements, recommend a ta SkillInstall · skills CLI | 24,122 | — | ||
| leader 把一句话的想法拆成 AI agent 能独立跑完的目标任务书，/goal 直接可跑。用户说「帮我给 agent 写个目标」「帮我详细拆一下这个目标」「写个任务书/brief 给 agent」「写个 goal 提示词」「让 agent 自己跑这个项目」「把活分给几个 agent 并行」时使用。不触发： SkillInstall · skills CLI | 22,224 | — | ||
| ablation-planner Use when main results pass result-to-claim (`claim_supported = yes` or `partial`) and ablation studies are needed for paper submission. A secondary Co SkillInstall · skills CLI | 19,137 | — | ||
| analyze-results Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says \"analyze results\", \"compare\", or ne SkillInstall · skills CLI | 19,137 | — | ||
| auto-paper-improvement-loop Autonomously improve a generated paper via Claude review through claude-review MCP → implement fixes → recompile, for 2 rounds. Use when user says \"改 SkillInstall · skills CLI | 19,137 | — | ||
| auto-paper-improvement-loop Autonomously improve a generated paper via Gemini review through gemini-review MCP → implement fixes → recompile, for 2 rounds. Use when user says \"改 SkillInstall · skills CLI | 19,137 | — | ||
| auto-review-loop Autonomous multi-round research review loop. Repeatedly reviews using Claude Code via claude-review MCP, implements fixes, and re-reviews until positi SkillInstall · skills CLI | 19,137 | — | ||
| auto-review-loop Autonomous multi-round research review loop. Repeatedly reviews using Gemini via gemini-review MCP, implements fixes, and re-reviews until positive as SkillInstall · skills CLI | 19,137 | — | ||
| auto-review-loop Autonomous multi-round research review loop. Uses a fresh Codex agent or selected Gemini, Grok, or Claude Code reviewer, implements fixes, and re-revi SkillInstall · skills CLI | 19,137 | — | ||
| auto-review-loop-llm Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with \"auto r SkillInstall · skills CLI | 19,137 | — | ||
| auto-review-loop-minimax Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external review. Trigger with SkillInstall · skills CLI | 19,137 | — | ||
| citation-crosscheck Conditionally double-blind bibliographic cross-check (double-blind only when the host can isolate the web agent; a flag-only heuristic when isolation SkillInstall · skills CLI | 19,137 | — | ||
| dse-loop Autonomous design space exploration loop for computer architecture and EDA. Runs a program, analyzes results, tunes parameters, and iterates until obj SkillInstall · skills CLI | 19,137 | — | ||
| experiment-audit Audit experiment integrity before claiming results. Uses fresh-agent GPT-6-Astra review (same-family provisional in the base Codex mirror) to check fo SkillInstall · skills CLI | 19,137 | — | ||
| idea-creator Generate and rank research ideas given a broad direction. Use when user says \"\u627eidea\", \"brainstorm ideas\", \"generate research ideas\", \"what SkillInstall · skills CLI | 19,137 | — | ||
| idea-discovery Workflow 1: Full idea discovery pipeline. Orchestrates research-lit \u2192 idea-creator \u2192 novelty-check \u2192 research-review to go from a broad SkillInstall · skills CLI | 19,137 | — | ||
| integrity-forensics Run the Anti-Autoresearch integrity-forensics DETERMINISTIC slice (numeric core + rules-only reporter) against a paper via a SHA-pinned thin launcher, SkillInstall · skills CLI | 19,137 | — | ||
| mermaid-diagram Generate Mermaid diagrams from user requirements. Save .mmd and .md files to figures/ with syntax verification. Supports flowcharts, sequence diagrams SkillInstall · skills CLI | 19,137 | — | ||
| meta-apply Privileged applier that LANDS meta-optimize / corpus-audit patches the user approved — the ONLY skill permitted to mutate the skill corpus from a self SkillInstall · skills CLI | 19,137 | — | ||
| meta-apply Privileged applier that LANDS meta-optimize / corpus-audit patches the user approved, with a fresh landing review and human approval. Base Codex revie SkillInstall · skills CLI | 19,137 | — | ||
| meta-optimize Analyze ARIS usage logs and propose optimizations to SKILL.md files, reviewer prompts, and workflow defaults. Outer-loop harness optimization inspired SkillInstall · skills CLI | 19,137 | — | ||
| monitor-experiment Monitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output. SkillInstall · skills CLI | 19,137 | — | ||
| monitor-experiment Monitor running experiments, check progress, collect results. Use when user says \"check results\", \"is it done\", \"monitor\", or wants experiment o SkillInstall · skills CLI | 19,137 | — | ||
| novelty-check Verify research idea novelty against recent literature. Use when user says \"\u67e5\u65b0\", \"novelty check\", \"\u6709\u6ca1\u6709\u4eba\u505a\u8fc7 SkillInstall · skills CLI | 19,137 | — | ||
| paper-claim-audit Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files. Uses a fresh cross-model reviewer with SkillInstall · skills CLI | 19,137 | — | ||
| paper-claim-audit Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files. Uses a fresh Codex reviewer with no pr SkillInstall · skills CLI | 19,137 | — | ||
| paper-compile Compile LaTeX paper to PDF, fix errors, and verify output. Use when user says \\\"\u7f16\u8bd1\u8bba\u6587\\\", \\\"compile paper\\\", \\\"build PDF\\ SkillInstall · skills CLI | 19,137 | — | ||
| paper-figure Generate publication-quality figures and tables from experiment results. Use when user says \\\"\u753b\u56fe\\\", \\\"\u4f5c\u56fe\\\", \\\"generate f SkillInstall · skills CLI | 19,137 | — | ||
| paper-illustration Generate publication-quality AI illustrations for academic papers using Gemini image generation. Creates architecture diagrams, method illustrations w SkillInstall · skills CLI | 19,137 | — |
Filters apply to the top 600 of 13,193 tools by stars.