Original source
Open the linked SKILL.md file and inspect every referenced file or script.
Agent Skills · AI Agents & Models
AI Agents and Models Agent Skills
Browse source-indexed workflows for agent design, models, prompting, context, MCP, and evaluation.
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AI Agents & Models source records
Sorted by current source-index order. Each record links to its original GitHub file.
claude-api
Reference for the Claude API / Anthropic SDK — model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration. TRIGGER — read BEFORE opening the target file; don't skip because it "looks like a one-liner" — whenever: the prompt names Claude/Anthropic in any form (Claude, Anthropic, Fable, Opus, Sonnet, Haiku, `anthropic`, `@anthropic-ai`, `claude-*`, `us.anthropic.*`, `[1m]`); the user asks about an LLM (pricing/model choice/limits/caching) — never answer from memory; OR the task is LLM-shaped with provider unstated (agent/MCP/tool-definition/multi-agent/RAG/LLM-judge/computer-use; generate/summarize/extract/classify/rewrite/converse over NL; debugging refusals/cutoffs/streaming/tool-calls/tokens). SKIP only when another provider is being worked on (overrides all triggers): OpenAI/GPT/Gemini/Llama/Mistral/Cohere/Ollama named in the query; OR `grep -rE 'openai|langchain_openai|google.generativeai|genai|mistralai|cohere|ollama'` over the project hits (run this grep FIRST if no provider named — don't Read the file).
Source checked 2026-08-26slack-gif-creator
Knowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users request animated GIFs for Slack like "make me a GIF of X doing Y for Slack."
Source checked 2026-08-26template-skill
Replace with description of the skill and when Claude should use it.
Source checked 2026-08-26acreadiness-generate-instructions
Generate tailored AI agent instruction files via AgentRC instructions command. Produces .github/copilot-instructions.md (default, recommended for Copilot in VS Code) plus optional per-area .instructions.md files with applyTo globs for monorepos. Use after running /acreadiness-assess to close gaps in the AI Tooling pillar.
Source checked 2026-08-26add-educational-comments
Add educational comments to the file specified, or prompt asking for file to comment if one is not provided.
Source checked 2026-08-26agent-supply-chain
Verify supply chain integrity for AI agent plugins, tools, and dependencies. Use this skill when: - Generating SHA-256 integrity manifests for agent plugins or tool packages - Verifying that installed plugins match their published manifests - Detecting tampered, modified, or untracked files in agent tool directories - Auditing dependency pinning and version policies for agent components - Building provenance chains for agent plugin promotion (dev → staging → production) - Any request like "verify plugin integrity", "generate manifest", "check supply chain", or "sign this plugin"
Source checked 2026-08-26apple-appstore-reviewer
Serves as a reviewer of the codebase with instructions on looking for Apple App Store optimizations or rejection reasons.
Source checked 2026-08-26aws-cost-optimize
Analyze AWS resources used in the app (IaC files and/or resources in a target account/region) and optimize costs - creating GitHub issues for identified optimizations.
Source checked 2026-08-26aws-resource-health-diagnose
Analyze AWS resource health, diagnose issues from CloudWatch logs and metrics, and create a remediation plan for identified problems.
Source checked 2026-08-26aws-resource-query
Query AWS resources using natural language. Covers EC2, S3, RDS, Lambda, ECS, EKS, Secrets Manager, IAM, VPC, networking, messaging, and more. Strictly read-only — no writes, deletes, or mutations.
Source checked 2026-08-26az-cost-optimize
Analyze Azure resources used in the app (IaC files and/or resources in a target rg) and optimize costs - creating GitHub issues for identified optimizations.
Source checked 2026-08-26azure-resource-health-diagnose
Analyze Azure resource health, diagnose issues from logs and telemetry, and create a remediation plan for identified problems.
Source checked 2026-08-26azure-resource-visualizer
Analyze Azure resource groups and generate detailed Mermaid architecture diagrams showing the relationships between individual resources. Use this skill when the user asks for a diagram of their Azure resources or help in understanding how the resources relate to each other.
Source checked 2026-08-26azure-role-selector
When user is asking for guidance for which role to assign to an identity given desired permissions, this agent helps them understand the role that will meet the requirements with least privilege access and how to apply that role.
Source checked 2026-08-26bench-read
Read artifacts from the shared bench — the workspace where desks leave findings, verdicts, and work products for each other and the operator.
Source checked 2026-08-26breakdown-feature-implementation
Prompt for creating detailed feature implementation plans, following Epoch monorepo structure.
Source checked 2026-08-26breakdown-feature-prd
Prompt for creating Product Requirements Documents (PRDs) for new features, based on an Epic.
Source checked 2026-08-26bug-receipt
Close defects and incidents with a BUG RECEIPT and VERIFIED, PARTIAL, or BLOCKED status after diagnosis, repair, or recovery.
Source checked 2026-08-26centos-linux-triage
Triage and resolve CentOS issues using RHEL-compatible tooling, SELinux-aware practices, and firewalld.
Source checked 2026-08-26cli-mastery
Interactive training for the GitHub Copilot CLI. Guided lessons, quizzes, scenario challenges, and a full reference covering slash commands, shortcuts, modes, agents, skills, MCP, and configuration. Say "cliexpert" to start.
Source checked 2026-08-26containerize-aspnet-framework
Containerize an ASP.NET .NET Framework project by creating Dockerfile and .dockerfile files customized for the project.
Source checked 2026-08-26containerize-aspnetcore
Containerize an ASP.NET Core project by creating Dockerfile and .dockerfile files customized for the project.
Source checked 2026-08-26context-map
Generate a map of all files relevant to a task before making changes
Source checked 2026-08-26copilot-instructions-blueprint-generator
Technology-agnostic blueprint generator for creating comprehensive copilot-instructions.md files that guide GitHub Copilot to produce code consistent with project standards, architecture patterns, and exact technology versions by analyzing existing codebase patterns and avoiding assumptions.
Source checked 2026-08-26copilot-sdk
Build agentic applications with GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses, managing sessions, connecting to MCP servers, or creating custom agents. Triggers on Copilot SDK, GitHub SDK, agentic app, embed Copilot, programmable agent, MCP server, custom agent.
Source checked 2026-08-26copilot-usage-metrics
Retrieve and display GitHub Copilot usage metrics for organizations and enterprises using the GitHub CLI and REST API.
Source checked 2026-08-26create-agentsmd
Prompt for generating an AGENTS.md file for a repository
Source checked 2026-08-26create-canvas-extension
Create or register a canvas extension in the awesome-copilot repository. Use when asked to scaffold a new canvas extension, create its plugin.json, add a reusable extension to one or more plugins, or migrate extension metadata. Extensions are reusable source under extensions/; shippable plugin manifests belong under plugins/.
Source checked 2026-08-26create-github-issue-feature-from-specification
Create GitHub Issue for feature request from specification file using feature_request.yml template.
Source checked 2026-08-26create-github-issues-feature-from-implementation-plan
Create GitHub Issues from implementation plan phases using feature_request.yml or chore_request.yml templates.
Source checked 2026-08-26create-github-issues-for-unmet-specification-requirements
Create GitHub Issues for unimplemented requirements from specification files using feature_request.yml template.
Source checked 2026-08-26create-readme
Create a README.md file for the project
Source checked 2026-08-26create-specification
Create a new specification file for the solution, optimized for Generative AI consumption.
Source checked 2026-08-26create-spring-boot-java-project
Create Spring Boot Java Project Skeleton
Source checked 2026-08-26create-spring-boot-kotlin-project
Create Spring Boot Kotlin Project Skeleton
Source checked 2026-08-26create-technical-spike
Create time-boxed technical spike documents for researching and resolving critical development decisions before implementation.
Source checked 2026-08-26create-tldr-page
Create a tldr page from documentation URLs and command examples, requiring both URL and command name.
Source checked 2026-08-26creating-oracle-to-postgres-master-migration-plan
Discovers all projects in a .NET solution, classifies each for Oracle-to-PostgreSQL migration eligibility, and produces a persistent master migration plan. Use when starting a multi-project Oracle-to-PostgreSQL migration, creating a migration inventory, or assessing which .NET projects contain Oracle dependencies.
Source checked 2026-08-26creating-oracle-to-postgres-migration-bug-report
Creates structured bug reports for defects found during Oracle-to-PostgreSQL migration. Use when documenting behavioral differences between Oracle and PostgreSQL as actionable bug reports with severity, root cause, and remediation steps.
Source checked 2026-08-26csharp-docs
Ensure that C# types are documented with XML comments and follow best practices for documentation.
Source checked 2026-08-26debian-linux-triage
Triage and resolve Debian Linux issues with apt, systemd, and AppArmor-aware guidance.
Source checked 2026-08-26desk-open
Create and open a new desk in the workshop. Sets up the folder structure, initial journal, and desk identity so the next session that sits down finds the trail.
Source checked 2026-08-26ef-core
Get best practices for Entity Framework Core
Source checked 2026-08-26entra-agent-user
Create Agent Users in Microsoft Entra ID from Agent Identities, enabling AI agents to act as digital workers with user identity capabilities in Microsoft 365 and Azure environments.
Source checked 2026-08-26excalidraw-diagram-generator
Generate Excalidraw diagrams from natural language descriptions. Use when asked to "create a diagram", "make a flowchart", "visualize a process", "draw a system architecture", "create a mind map", or "generate an Excalidraw file". Supports flowcharts, relationship diagrams, mind maps, and system architecture diagrams. Outputs .excalidraw JSON files that can be opened directly in Excalidraw.
Source checked 2026-08-26fedora-linux-triage
Triage and resolve Fedora issues with dnf, systemd, and SELinux-aware guidance.
Source checked 2026-08-26finalize-agent-prompt
Finalize prompt file using the role of an AI agent to polish the prompt for the end user.
Source checked 2026-08-26from-the-other-side-quinn
Collaboration profile for Quinn: curious, energetic, and implementation-focused partnership patterns for Ember sessions with Alison.
Source checked 2026-08-26This page shows the first 48 records. Use the paginated complete directory to reach every source record.