AI Ml AI agent skills

8,771 skills in the archive. Read a skill’s instructions or open its original repository.

• Obsidian Writer

  by @Atmosphere

  Write well-formatted notes to the atmosphere-vault Obsidian knowledge base. Use this skill whenever creating or updating an ADR, runbook, plan, API doc, guide, session output, or any structured document that should land in the…

• Obsidian Vault Setup

  by @Atmosphere

  Use when setting up the shared atmosphere-vault Obsidian vault on a new machine or for a new team member. Guides through cloning, installing plugins, symlinking claude_docs, and verifying the Obsidian CLI.

• Mcp Chat Summary

  by @Atmosphere

  Chat moderator that summarizes ongoing conversations. Use when invoked through the Atmosphere MCP server's chat-summary tool.

• Spec Test With Frontmatter

  by @Atmosphere

  Fixture used by PromptLoaderTest to verify frontmatter stripping.

• Research Agent

  by @Atmosphere

  Market research specialist that searches the web for market data, competitor intelligence, and industry reports, with curated fallback data when offline. Use when gathering external evidence for strategic decisions.

• Billing Agent

  by @Atmosphere

  Billing specialist for invoices, payments, refunds, and plan changes. Use when customers ask about charges, billing inquiries, or subscription management; typically reached via handoff from the support agent.

• Dentist Agent

  by @Atmosphere

  Emergency dental assistant (Dr. Molar) for triage, first aid, and severity classification of broken/chipped/cracked teeth, delivered over web, Slack, or Telegram. Use for non-diagnostic dental guidance only.

• Strategy Agent

  by @Atmosphere

  Market strategy analyst performing SWOT, competitive positioning, market-timing assessment, and go-to-market recommendations from research findings. Use after the research-agent has produced market data.

• Tool Assistant

  by @Atmosphere

  Tool-calling assistant with backend functions for time, city time, weather, and temperature conversion, plus cost metering and approval workflows. Use when a question needs real-time data via tool calls.

• Startup Ceo

  by @Atmosphere

  CEO coordinator that dispatches research, strategy, finance, and writer specialists via A2A and synthesizes their findings into a GO/NO-GO investment briefing. Use for multi-agent advisory workflows.

• Support Agent

  by @Atmosphere

  Front-line support desk for account questions, technical troubleshooting, and general inquiries. Use as the default customer entry point; routes billing questions to the billing-agent via handoff.

• Llm Judge

  by @Atmosphere

  AI quality judge that scores agent responses 0-10 across helpfulness, accuracy, completeness, and clarity. Use when evaluating multi-agent output or implementing LLM-as-judge quality gates.

• Classroom

  by @Atmosphere

  Multi-room AI classroom where all students see AI responses simultaneously, with per-room subject focus (math, science, code, general). Use for shared-broadcast educational settings.

• Finance Agent

  by @Atmosphere

  Financial analyst for startup economics — TAM/SAM/SOM, revenue projections, burn rate, runway, and break-even. Use when building financial models or evaluating investment cases.

• Rag Assistant

  by @Atmosphere

  Knowledge base assistant that retrieves and cites documents from a curated index. Use when answering questions that must be grounded in specific source material with citations.

• Writer Agent

  by @Atmosphere

  Business writer that synthesizes research, strategy, and financial findings into executive briefings and reports. Use after upstream specialist agents have produced their data.

• Omnichannel Chat

  by @Atmosphere

  General-purpose AI assistant that answers naturally over web chat and external messaging platforms (Telegram, Slack, Discord, WhatsApp, Messenger). One agent, every channel.

• Ai Assistant

  by @Atmosphere

  Streaming chat assistant with conversation memory. Use as a general-purpose assistant for multi-turn conversations where streaming output and context retention matter.

• Koog Assistant

  by @Atmosphere

  Concise general-purpose assistant powered by JetBrains Koog. Use when a brief, focused answer is preferable to long-form output.

• Inbox Triage

  by @gnekt

  Process all notes in 00-Inbox/: scan, classify by content, route to correct vault location, update MOCs, extract action items, and generate a daily digest. Triggers: EN: "triage the inbox", "clean up the inbox", "sort my notes",…

• Acontext Installer

  by @memodb-io

  Install Acontext, Login & Init Acontext Project, Add Skill Memory to Agent.

• Daily Logs

  by @memodb-io

  Track daily activity logs and summaries for the user. TRIGGER BY: read/edit user memory

• User General Facts

  by @memodb-io

  Capture and organize general facts about the user by topic

• Geomaster

  by @foryourhealth111-pixel

  Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR,…

• Knowledge Steward

  by @foryourhealth111-pixel

  AI工作经验知识库管理。适用于用户明确要求'保存到Obsidian'、'记录这个'、'save this insight'、'memo this'、'capture this'等知识沉淀场景。将对话中的提示词、模式、问题修复、想法和效率优化保存到Obsidian知识库，并自动同步到GitHub。

• Fred Economic Data

  by @foryourhealth111-pixel

  Query FRED (Federal Reserve Economic Data) API for 800,000+ economic time series from 100+ sources. Access GDP, unemployment, inflation, interest rates, exchange rates, housing, and regional data. Use for macroeconomic analysis,…

• Imagegen

  by @foryourhealth111-pixel

  Use when the user asks to generate or edit images via the OpenAI Image API (for example: generate image, edit/inpaint/mask, background removal or replacement, transparent background, product shots, concept art, covers, or batch…

• Imaging Data Commons

  by @foryourhealth111-pixel

  Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index. Use for accessing large-scale radiology (CT, MR, PET) and pathology datasets for AI training or research. No authentication required.…

• Latex Posters

  by @foryourhealth111-pixel

  Use when creating or revising LaTeX research posters with beamerposter, tikzposter, or baposter, including poster layout, typography, color, print sizing, figure placement, QR codes, compilation, and print-ready PDF checks.

• Claude Skills

  by @foryourhealth111-pixel

  Claude Skills meta-skill: extract domain material (docs/APIs/code/specs) into a reusable Skill (SKILL.md + references/scripts/assets), and refactor existing Skills for clarity, activation reliability, and quality gates.

• Fda Database

  by @foryourhealth111-pixel

  Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research.

• Hedgefundmonitor

  by @foryourhealth111-pixel

  Query the OFR (Office of Financial Research) Hedge Fund Monitor API for hedge fund data including SEC Form PF aggregated statistics, CFTC Traders in Financial Futures, FICC Sponsored Repo volumes, and FRB SCOOS dealer financing…

• Geopandas

  by @foryourhealth111-pixel

  Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for spatial analysis, geometric operations, coordinate transformations, spatial…

• Lamindb

  by @foryourhealth111-pixel

  This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow…

• Fluidsim

  by @foryourhealth111-pixel

  Framework for computational fluid dynamics simulations using Python. Use when running fluid dynamics simulations including Navier-Stokes equations (2D/3D), shallow water equations, stratified flows, or when analyzing turbulence,…

• Figma Implement Design

  by @foryourhealth111-pixel

  Translate Figma nodes into production-ready code with 1:1 visual fidelity using the Figma MCP workflow (design context, screenshots, assets, and project-convention translation). Trigger when the user provides Figma URLs or node…

• Gtars

  by @foryourhealth111-pixel

  High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage tracks, overlap detection, tokenization for ML models, or fragment analysis in…

• Explaining Machine Learning Models

  by @foryourhealth111-pixel

  Explain trained machine learning models through feature attribution, local explanations, and behavior summaries. Use as an explicit/manual helper once a model already exists, not for training ownership, leakage auditing, or…

• Generating Test Reports

  by @foryourhealth111-pixel

  Generate structured test reports with pass/fail rollups, coverage summaries, and test artifacts. Use when the user is asking for test-result packaging or delivery, not for root-cause debugging or feature implementation.

• Histolab

  by @foryourhealth111-pixel

  Lightweight WSI tile extraction and preprocessing. Use for basic slide processing tissue detection, tile extraction, stain normalization for H&E images. Best for simple pipelines, dataset preparation, quick tile-based analysis.…

• Evaluating Machine Learning Models

  by @foryourhealth111-pixel

  Evaluate trained machine learning models with the right metrics and comparison logic. Use for benchmark review, threshold selection, calibration, validation, and model comparison; not for feature engineering or leakage auditing.

• Latchbio Integration

  by @foryourhealth111-pixel

  Latch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deploy serverless workflows, LatchFile/LatchDir, Nextflow/Snakemake integration.

• Latex Submission Pipeline

  by @foryourhealth111-pixel

  Use when building a LaTeX manuscript submission pipeline with templates, latexmk, BibTeX/Biber, chktex, latexindent, CI PDF builds, compile debugging, and submission zip packaging.

• Get Available Resources

  by @foryourhealth111-pixel

  This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and…

• Generate Image

  by @foryourhealth111-pixel

  Generate or edit images using AI models (FLUX, Nano Banana 2). Use for general-purpose image generation including photos, illustrations, artwork, visual assets, concept art, and any image that is not a technical diagram or…

• G2 Legend Expert

  by @foryourhealth111-pixel

  Expert skill for G2 legend development - provides comprehensive knowledge about legend rendering implementation, component architecture, layout algorithms, and interaction handling. Use when implementing, customizing, or…

• Geo Database

  by @foryourhealth111-pixel

  Access NCBI GEO for gene expression/genomics data. Search/download microarray and RNA-seq datasets (GSE, GSM, GPL), retrieve SOFT/Matrix files, for transcriptomics and expression analysis.

• Flashrag Evidence

  by @foryourhealth111-pixel

  Local evidence retrieval (FlashRAG-style) for VCO/vibe: search protocols/config/skills docs and return citeable snippets with file+line anchors.

• File Organizer

  by @foryourhealth111-pixel

  Intelligently organizes your files and folders across your computer by understanding context, finding duplicates, suggesting better structures, and automating cleanup tasks. Reduces cognitive load and keeps your digital…

• Curating Memory Palace

  by @letta-ai

  Rules for the Memory Palace (palace/), the view on your Memory page in the Letta dashboard that shows the user where things stand, what you could do next, and how to make you more useful. Load it before creating or editing…

• Workflow Authoring

  by @letta-ai

  Reference for writing a Workflow tool script (script API and gotchas, pipeline-vs-barrier rules, quality patterns, worked examples). Load before authoring a script for a workflow the user already opted into; it does not itself…

• Ambient Healthcare Agent With Nemotron Voice Agent

  by @NVIDIA

  Customize NVIDIA Nemotron Voice Agent's Generic Pipecat example for healthcare appointment, five-field patient intake, or custom tool-calling workflows without a separate backend.

• Proteinmpnn Nim

  by @NVIDIA

  Run ProteinMPNN inverse folding via NVIDIA NIM to design protein sequences for a target backbone. Sends user-provided PDB files and design parameters to NVIDIA's hosted API, authenticated with an environment API key, or to a…

• Msa Search Nim

  by @NVIDIA

  Generate multiple sequence alignments (MSAs) for protein sequences using the ColabFold MSA-Search NIM. Use for homolog search, UniRef30/ColabFold env searches, A3M or FASTA alignments, paired MSA search for complexes, PDB70…

• Codonfm Finetune

  by @NVIDIA

  Fine-tune public CodonFM Encodon checkpoints on labeled coding-sequence or coding-variant data using LoRA, head-only, or full fine-tuning. Use when a user explicitly asks to fine-tune CodonFM or Encodon for regression or…

• Rfdiffusion Nim

  by @NVIDIA

  Run RFDiffusion protein backbone design via NVIDIA NIM. Use for de novo protein backbones, motif scaffolding, binder design, hotspot residues, contigs syntax, diffusion steps, hosted NVIDIA API calls, local Docker deployment,…

• Boltz2 Nim

  by @NVIDIA

  Use Boltz2 NIM for biomolecular structure prediction and binding affinity. Invoke for Boltz2, protein structures, protein-ligand/DNA/RNA complexes, SMILES or CCD ligands, pIC50/IC50 affinity scoring, mmCIF output, hosted NVIDIA…

• Codonfm Embed

  by @NVIDIA

  Validate coding-sequence CSVs, extract public CodonFM/Encodon embeddings, and choose checkpoints for downstream property modeling.

• Openfold3 Nim

  by @NVIDIA

  Use this skill for OpenFold3, NVIDIA's BioNeMo NIM microservice for biomolecular structure prediction. Invoke whenever the user mentions OpenFold3 or needs protein, protein-ligand, protein-DNA/RNA, or multi-chain complex…

• Codonfm Score

  by @NVIDIA

  Validate, prepare, or run public CodonFM Encodon masked-codon variant scoring and review compatibility of its scoring workflows. Use only when the user explicitly requests CodonFM or Encodon, or that context is already…

• Codonfm Setup

  by @NVIDIA

  Set up the public CodonFM v1 repository and download public Encodon checkpoints. Use for requests to build or launch the CodonFM development container, configure local data/checkpoint mounts, verify GPU access, or download…

• Drug Discovery Pipeline

  by @NVIDIA

  NOTE: molecule and target inputs and your NGC_API_KEY are transmitted to external NVIDIA-hosted API endpoints on every call. Use local NIM containers for confidential or proprietary data. Run a complete computational drug…

• Clarify Ambiguous Requests

  by @aiming-lab

  Use this skill when the user's request is ambiguous, under-specified, or could be interpreted in multiple ways. If proceeding with a wrong assumption would waste significant work, always ask exactly one focused clarifying…

• Verify Before Irreversible Action

  by @aiming-lab

  Use this skill before taking any action that is hard to reverse — deleting files, overwriting data, sending messages, pushing to remote, modifying production systems. Always pause, state what you are about to do, and confirm…

• Secrets Management

  by @aiming-lab

  Use this skill when handling API keys, passwords, tokens, private keys, or any sensitive credential. Never hardcode secrets in source code — apply this whenever the word "key", "token", "password", or "secret" appears in the task.

• Context Window Management

  by @aiming-lab

  Use this skill in long conversations or multi-turn agentic sessions where context may be lost or the conversation is approaching token limits. Summarize, prioritize, and compact context proactively before it becomes a problem.

• Secure Code Review

  by @aiming-lab

  Use this skill when reviewing or writing code that handles user input, authentication, file I/O, network requests, or database queries. Always check for common security vulnerabilities before considering the code complete.

• Graceful Error Recovery

  by @aiming-lab

  Use this skill when a tool call, command, or API request fails. Diagnose the root cause systematically before retrying or changing approach. Do not retry the same failing call without first understanding why it failed.

• Structured Step By Step Reasoning

  by @aiming-lab

  Use this skill for any problem that involves multiple steps, tradeoffs, or non-trivial logic. Think out loud before answering to improve accuracy and transparency. Apply whenever the answer is not immediately obvious.

• Codebase Navigation

  by @aiming-lab

  Use this skill when exploring an unfamiliar codebase, tracing code paths, or answering questions about how the system works. Read before writing, and build a mental model of the architecture before making changes.

• Agent Task Handoff

  by @aiming-lab

  Use this skill when delegating a subtask to a sub-agent, spawning a parallel worker, or handing off work across sessions. Write a self-contained task description so the receiving agent needs no prior context.

• Auth And Authorization Patterns

  by @aiming-lab

  Use this skill when implementing authentication (login, token issuance) or authorization (access control, permissions). Apply whenever the task involves login flows, JWT, OAuth2, session management, or RBAC.

• Git Workflow

  by @aiming-lab

  Use this skill when working with git — making commits, creating branches, resolving merge conflicts, opening pull requests, or reviewing diffs. Apply whenever the user asks about version control operations.

• Avoid Hallucinating Specifics

  by @aiming-lab

  Common mistake — stating specific facts (API endpoints, library versions, config options, function signatures) with false confidence when uncertain. Always flag uncertainty rather than guessing specifics.

• Avoid Acting On Assumptions

  by @aiming-lab

  Common mistake — proceeding with assumptions about ambiguous requirements instead of asking a clarifying question first. This skill reminds you to stop and ask before acting on uncertain interpretations.

• Debug Systematically

  by @aiming-lab

  Use this skill when diagnosing a bug, unexpected behavior, test failure, or any situation where code does not behave as expected. Follow a structured debugging process instead of randomly changing code.

• Structured Logging And Observability

  by @aiming-lab

  Use this skill when building production services, pipelines, or automation that needs to be debugged, monitored, or audited. Add structured logs, metrics, and health checks before shipping any service.

• Input Validation And Sanitization

  by @aiming-lab

  Use this skill when implementing any endpoint, form handler, CLI tool, or function that accepts external input. Validate and sanitize all untrusted data before processing — never assume input is safe.

• Structured Research Workflow

  by @aiming-lab

  Use this skill when conducting research on a topic from scratch — literature review, competitive analysis, technical due diligence, or fact-finding. Apply before starting any open-ended research task.

• Uncertainty Acknowledgment

  by @aiming-lab

  Use this skill when you are not sure about a fact, have outdated knowledge, or the question is contested. Explicitly communicate the level of confidence instead of asserting uncertain things as fact.

• Technical Writing Clarity

  by @aiming-lab

  Use this skill when writing documentation, READMEs, technical specs, runbooks, or any text that explains a system or process to other engineers. Apply before writing any developer-facing document.

• Test Before Ship

  by @aiming-lab

  Use this skill when implementing a new feature or fixing a bug. Write or update tests before marking the task done. Never consider code complete without verifying it works through automated tests.

• Audience Aware Communication

  by @aiming-lab

  Use this skill when writing any explanation, documentation, or response that will be read by someone else. Match vocabulary, depth, and format to the audience's expertise level before writing.

• Sql Best Practices

  by @aiming-lab

  Use this skill when writing SQL queries — selects, joins, aggregations, window functions, or schema modifications. Apply whenever SQL is needed to ensure correctness, safety, and performance.

• Task Decomposition

  by @aiming-lab

  Use this skill when a user presents a large, vague goal. Break it into concrete, ordered sub-tasks before starting any work. Apply whenever the request is larger than a single focused action.

• Idempotent Script Design

  by @aiming-lab

  Use this skill when writing scripts, cron jobs, data pipelines, or any automated process that may be run multiple times. Design every operation to be safely re-runnable without side effects.

• Avoid Scope Creep

  by @aiming-lab

  Common mistake — doing unrequested work (refactoring, adding extra features, cleaning up style) when the user asked for a specific, targeted change. Only change what was explicitly asked.

• Plan Before Multi Step Execution

  by @aiming-lab

  Use this skill before executing a sequence of 3 or more steps, especially when steps are irreversible or depend on each other. Write out the plan and verify it before starting execution.

• Professional Email Drafting

  by @aiming-lab

  Use this skill when drafting emails, Slack messages, announcements, or any external/internal communication. Apply professional structure and appropriate tone before writing any message.

• Structured Progress Update

  by @aiming-lab

  Use this skill when summarizing progress on an ongoing project or multi-step task. Give a clear, scannable status report whenever asked for an update or at the end of a work session.

• Prioritize By Impact

  by @aiming-lab

  Use this skill when the user has a list of tasks and needs help deciding what to do first. Rank by impact and urgency — not order of mention — and surface the highest-leverage work.

• Async Communication Etiquette

  by @aiming-lab

  Use this skill when writing messages in async channels (Slack, GitHub issues, email threads) where the reader may not have context and cannot ask follow-up questions immediately.

• Tool Selection Strategy

  by @aiming-lab

  Use this skill when deciding which tools to call in an agentic workflow. Always choose the minimal, most direct tool for each step and avoid redundant or speculative tool calls.

• Source Evaluation

  by @aiming-lab

  Use this skill when presenting information from external sources, citing research, or answering factual questions. Assess source credibility and recency before relying on it.

• Visualization Selection

  by @aiming-lab

  Use this skill when creating charts, plots, or dashboards. Choose the visualization type that best communicates the data relationship before writing any plotting code.

• Robust Error Handling In Scripts

  by @aiming-lab

  Use this skill when writing shell scripts, Python automation, or any unattended batch job. Ensure failures are detected, logged, and handled — never silently ignored.

• Data Validation First

  by @aiming-lab

  Use this skill before any data analysis, transformation, or modeling. Always inspect and validate the data before drawing conclusions or writing transformations.

• Do Not Retry Without Diagnosis

  by @aiming-lab

  Common mistake — retrying the same failing command or API call without understanding why it failed. Always diagnose the root cause before retrying anything.

• Skill Risk Scanner

  by @ZJU-REAL

  内容原创度与版权风险评估：分析文案是否存在洗稿/搬运嫌疑，评估素材版权风险， 检查引用规范。基于 LLM 文本分析，不包含技术查重。 当用户说"查重"、"原创度"、"是不是抄的"、"版权风险"、"能不能用这张图"、 "音乐版权"、"原创检测"、"有没有侵权"、"素材版权"、"会不会被投诉"时触发。 和 skill-quality-gate 的区别：quality-gate 查敏感词和平台规则合规， risk-scanner 专注原创度和版权侵权风险。

• Evo2 Nim

  by @NVIDIA

  Generate and analyze DNA sequences using NVIDIA's Evo 2 BioNeMo NIM microservice. Use for Evo2/Evo 2, DNA generation, genomic sequence generation, hosted generation, local Docker deployment, local forward passes, layer outputs,…