AI & ML
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
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coddy-project Skill Configure CoddyChange Coddy's own configuration when the user asks for it: edit settings, providers, models, logging, permissions, or find, install, update, and remove MCP servers and skills. Stages UCI-style commands and commits only after the user confirms saving. Load when the user explicitly asks to change a Coddy setting, or when the request implies it (install an MCP server, add a skill, switch a model, roll back the config). Do not load for ordinary coding or unrelated tasks.
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olgasafonova-productplan-mcp-server Skill Productplan WorkflowsGenerates step-by-step workflows for managing ProductPlan roadmaps, OKRs, ideas, and launches via MCP server tools. Use when working with ProductPlan data, planning features, tracking objectives, or coordinating product launches.
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pranavj17 Skill TroubleshootingUse when Graylog MCP tools return errors (connection refused, 401, target not found, empty results when results are expected). Diagnoses connectivity, auth, and configuration. Triggers on graylog tool failures, "connection refused", "401", "target not found", "graylog isn't returning anything".
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agentlyhq Skill Use AgentlyDiscover (by searching) to use thousands of AI agents, MCP, tools, data sources, and APIs on the use-agently.com AI Agent Marketplace/Directory. You can get more effective "Web Search", "Web Fetch" or "Social Search" with use-agently. Sending messages via the A2A protocol, calling MCP tools, making HTTP/Web requests, or interacting with paid agents supporting x402 micropayments.
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agentlyhq Skill CLI For AgentDesign and build CLI tools optimized for AI agent consumption. Use this skill when creating a new CLI command, refactoring an existing CLI for agent compatibility, or reviewing whether a CLI follows agent-friendly design principles.
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djlougen Skill Konio MarketplaceConnect your Hermes agent to the KONIO A2A marketplace — browse jobs, apply with pitches, fulfill work, review output, and build reputation
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djlougen Skill Konio Marketplace PiConnect Pi agents to the KONIO A2A marketplace — find work, apply to jobs, submit deliverables, and earn reputation
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congmnguyen Skill Pytorch TrainingPyTorch model-building conventions and a neural-net training debug checklist. Use this skill whenever writing or reviewing PyTorch code that defines a model (nn.Linear, nn.Conv2d, BatchNorm) or trains one (training loop, optimizer, LR schedule), and ESPECIALLY when debugging training problems — loss not converging, loss stuck or flat, suspiciously slow learning, "hockey stick" loss curves, or a model that seems to ignore its inputs. Also consult it before starting any from-scratch training run, even if the user doesn't mention debugging.
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congmnguyen Skill Codex DelegateDelegate a heavy or mechanical coding task to the configured Codex CLI model via a low-effort Sonnet wrapper, so Codex's large transcript stays OUT of the main orchestrator context. Trigger when the user says "delegate to codex", "hand this to codex", "let codex do X", or when a well-specified implementation/refactor/migration/bulk task is large enough that doing it inline would flood context with tool round-trips. Do NOT use for small tasks you can one-shot.
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kostiantyn-matsebora Bundle Canopy RuntimeCanopy framework execution engine. Interprets canopy-flavored skills (any SKILL.md with a `## Tree` section) at runtime — platform detection, section semantics (`## Agent`/`## Tree`/`## Rules`/`## Response:`), tree notation (`<<`, `>>`, `|`), control-flow primitives (`IF`/`ELSE_IF`/`ELSE`/`SWITCH`/`CASE`/`DEFAULT`/`FOR_EACH`/`BREAK`/`END`), interaction primitives (`ASK`/`SHOW_PLAN`), execution primitives (`EXPLORE`/`VERIFY_EXPECTED`), op lookup chain, category directory semantics, subagent contract. Install this to execute existing canopy skills. Install `canopy` (the authoring agent) too if you need to create/edit/manage them.
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orbruno Skill Baml ScaffolderAutomatically create BAML functions, types, and clients when user describes LLM integration needs. Use when user wants to build LLM functionality without knowing BAML syntax.
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orbruno Skill Gemini Batch ProcessorAutomatically suggest and execute Gemini batch processing when user needs to process many files through BAML functions. Use when user mentions processing multiple documents, PDFs, CSVs, or wants cost-effective LLM processing.
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goplausible Bundle Algorand InteractionInteract with Algorand blockchain via the Algorand MCP server — wallet operations, ALGO/ASA transactions, smart contracts, account info, NFD lookups, atomic groups, Tinyman swaps, Haystack Router best-price swaps, Alpha Arcade prediction markets, Pera asset verification, TEAL compilation, knowledge base. Use when user asks about Algorand wallet, balances, sending ALGO or tokens, asset opt-in, transactions, NFD names, DEX swaps, DEX aggregation, best-price routing, prediction markets, Alpha Arcade, asset verification, smart contracts, or account details.
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goplausible Bundle Algorand X402 PaymentExecute x402 payments at runtime using Algorand MCP tools. Use whenever an HTTP request returns 402 Payment Required (or a PAYMENT-REQUIRED header), the user needs to access a paid API or x402-protected resource, or the user mentions x402, micropayments, paying for an endpoint, or "payment required" — even if they don't name the protocol.
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goplausible Bundle Haystack Router InteractionRoute and execute optimal token swaps on Algorand using Haystack Router via Algorand MCP tools. Use when getting best-price quotes across multiple Algorand DEXes and LST protocols, executing atomic swaps, and checking asset opt-in — all through the Algorand MCP server.
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pixelml Skill Agenticflow MCPAttach external tool providers (Google Docs, Google Sheets, Slack, Notion, GitHub, Apify, etc.) to an AgenticFlow agent via MCP clients. Use when the user wants their agent to read or write external data, call third-party APIs, save outputs to a doc/sheet, or use any tool beyond the model's built-in knowledge. Covers `af mcp-clients list --name-contains`, `af mcp-clients inspect --id` (classify pattern before attach), and the Pipedream vs Composio write-capability distinction — critical for parametric writes. Route traffic through the `af` CLI; the standalone `agenticflow-mcp` server repo lags the CLI and is not recommended.
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pixelml Skill Agenticflow AgentCreate, run, and iterate on a single AgenticFlow AI agent — one chat endpoint, one assistant, one persona. Use when the user wants a customer-facing bot, a support assistant, a single task agent, or a prompt experiment. Choose this skill over agenticflow-workforce when there's no orchestration between roles (no handoff, no coordinator → workers). Covers `af agent create/update/run/delete`, the `--patch` partial-update pattern for iteration, `af schema agent --field <name>` for nested payload shapes (including suggested_messages, mcp_clients, response_format), the `model_user_config` / `code_execution_tool_config` settings, and safe iteration loops.
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izar Skill Tmnt Threat Model New Thingsgiven a named technology, library, package, concept or any other form of "idea", perform deep research with threat modeling in mind
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izar Skill 4 Questions Pytmcreate an initial PyTM-based threat model of your system by asking questions after the 4 Questions Framework
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hex Bundle Deep ExecutionExecutes agent-enhanced council queries as one Workflow of parallel Claude analyst agents that each query a provider, evaluate response quality, ask follow-up questions, and return a schema-enforced analysis with confidence ratings and blind spot analysis. Invoked when the --agents flag is used or when complex architectural decisions are detected.
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hex Bundle Provider IntegrationAdds new AI providers to claude-council, configures provider API settings, troubleshoots provider connections, and documents the provider script interface. Covers creating provider shell scripts, setting API keys, and validating connectivity. Triggers on "add provider", "new AI agent", "provider not working", "API configuration", or "extend council".
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hex Bundle Local Council ExecutionRuns a local council when no external AI providers are configured. Spawns N independent Claude subagents (one per role, blind to each other) that each answer the question from a single assigned lens, then synthesizes their perspectives. Invoked by the ask command via --local, or when the user accepts the local-council offer after no providers are found. This is a same-model (Claude-only) panel, not a cross-vendor council.
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sharafmawjood Bundle Creating Antigravity SkillsSkill Architect for Antigravity. Activated when: creating a new skill, generating a skill, building agent capabilities, scaffolding a skill, improving a skill, polishing a skill, refactoring a skill, auditing a skill, fixing a skill, optimizing a skill, upgrading a skill, reviewing a skill, changelog, changes made. Creates and improves compliant SKILL.md files with supporting scripts, examples, and resources. Always delivers a structured Changes Made summary.
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anza-xyz Bundle Shipping GraphiteShipping workflow using Graphite CLI. Provides guidance for committing, branching, and creating PRs with Graphite's single-commit-per-branch model.
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greyhaven-ai Bundle AutocontextUse when a Hermes agent needs to evaluate agent behavior, run Autocontext scenarios, inspect Hermes curator state, export reusable knowledge, or prepare local MLX/CUDA training data through the autoctx CLI.
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greyhaven-ai Skill Autocontext CreatorUse when an agent needs to CREATE knowledge with Autocontext - run a scenario or plain-language task through the improvement loop, judge or improve a single output, and inspect what the run produced. Host-agnostic; requires only the autoctx CLI.
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greyhaven-ai Skill Autocontext ConsumerUse when an agent needs to USE knowledge Autocontext already produced - find which scenarios have knowledge, read the playbook and lessons for one, understand the on-disk file and folder layout, and move knowledge between checkouts. Host-agnostic; requires only the autoctx CLI and the filesystem.
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nvidia-omniverse-usd-convert-cad Bundle Omniverse Cad To UsdConvert supported CAD files to OpenUSD with the standalone usd-convert-cad Python wheel.
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appautomaton Bundle Collaborating With GrokDelegate tasks to Grok CLI (xAI) for prototyping, debugging, code review, research, and cross-model second opinions. Supports multi-turn sessions via SESSION_ID.
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appautomaton Bundle Collaborating With CodexDelegate tasks to Codex CLI for prototyping, debugging, code review, implementation handoff, cross-model second opinions, and multi-turn Codex sessions via SESSION_ID.
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sinewaveai Skill Security ScannerScan prompts and code for security threats using agent-security-scanner-mcp. Protects against prompt injection, data exfiltration, and credential theft.
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thinkoffapp Bundle Ide Agent KitFilesystem message bus and webhook relay for multi-agent IDE coordination. Use when agents need to share events, poll Ant Farm rooms, receive GitHub/GitLab webhooks, coordinate tasks across sessions, or run scheduled jobs. Local-first with zero network by default. Trigger on cross-agent messaging, webhook ingestion, room polling, cron scheduling, or tmux command execution.
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morningstar Bundle Medalist Rating AnalyzerAnalyze a fund's Morningstar Medalist Rating using live Morningstar MCP data. Use when asked to rate, analyze, or look up a specific fund by ticker, name, or Morningstar ID, including pillar scores, rating history, and PDF reports.
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oso95 Bundle Domain CheckCheck domain availability and pricing across TLDs. Use when the user asks if a domain is available, wants to find a domain name, or wants to compare TLD options. Requires domain-suite-mcp.
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oso95 Bundle Domain RegisterRegister a new domain name. Use when the user wants to purchase a domain. Requires domain-suite-mcp with Porkbun, Namecheap, or GoDaddy configured.
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oso95 Bundle Domain Dns SetupConfigure DNS records (A, CNAME, TXT) for a domain. Use when pointing a domain at a server, CDN, or hosting provider. Requires domain-suite-mcp with a DNS-capable provider configured.
Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include algorand-x402-payment, haystack-router-interaction, shipping-graphite. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do AI & ML skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.