Building Pydantic AI Agents
docling-project/docling
Patterns and tested examples for building agents with Pydantic AI: tools, capabilities, structured output, dependency injection, hooks, YAML specs, streaming and testing.
Create, update, refactor, explain, or review Microsoft Agent Framework solutions using shared guidance plus language-specific references for .NET and Python.
$ npx skills add github/awesome-copilot --skill microsoft-agent-framework -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install github/awesome-copilot microsoft-agent-framework --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/microsoft-agent-framework .claude/skills/microsoft-agent-framework && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "microsoft-agent-framework" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/microsoft-agent-framework into .claude/skills/microsoft-agent-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "microsoft-agent-framework", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/github/awesome-copilot/tree/main/skills/microsoft-agent-frameworkType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add github/awesome-copilot --skill microsoft-agent-framework -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install github/awesome-copilot microsoft-agent-framework --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/microsoft-agent-framework .agents/skills/microsoft-agent-framework && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "microsoft-agent-framework" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/microsoft-agent-framework into .agents/skills/microsoft-agent-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "microsoft-agent-framework", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add github/awesome-copilot --skill microsoft-agent-framework -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install github/awesome-copilot microsoft-agent-framework --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/microsoft-agent-framework .cursor/skills/microsoft-agent-framework && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "microsoft-agent-framework" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/microsoft-agent-framework into .cursor/skills/microsoft-agent-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "microsoft-agent-framework", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/github/awesome-copilot.git --path skills/microsoft-agent-framework--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add github/awesome-copilot --skill microsoft-agent-framework -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install github/awesome-copilot microsoft-agent-framework --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/microsoft-agent-framework .gemini/skills/microsoft-agent-framework && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "microsoft-agent-framework" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/microsoft-agent-framework into .gemini/skills/microsoft-agent-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "microsoft-agent-framework", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install github/awesome-copilot microsoft-agent-frameworkInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add github/awesome-copilot --skill microsoft-agent-framework -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/microsoft-agent-framework .github/skills/microsoft-agent-framework && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "microsoft-agent-framework" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/microsoft-agent-framework into .github/skills/microsoft-agent-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "microsoft-agent-framework", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add github/awesome-copilot --skill microsoft-agent-framework -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install github/awesome-copilot microsoft-agent-framework --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/microsoft-agent-framework .opencode/skills/microsoft-agent-framework && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "microsoft-agent-framework" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/microsoft-agent-framework into .opencode/skills/microsoft-agent-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "microsoft-agent-framework", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
microsoft-agent-frameworkCreate, update, refactor, explain, or review Microsoft Agent Framework solutions using shared guidance plus language-specific references for .NET and Python.
Microsoft Agent Framework is an agent skill from github/awesome-copilot, published by the product's own GitHub organization. Create, update, refactor, explain, or review Microsoft Agent Framework solutions using shared guidance plus language-specific references for .NET and Python.
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/dotnet.md` and `references/python.md`).
It sits in AI & LLM Engineering, covering Building AI agents. It works with .NET and Python. The repository describes itself as: Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 727ff2e. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
learn.microsoft.comFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Microsoft Agent Framework loads about 1k tokens when it runs, and up to ~1.5k if it reads all its reference files. Until then it costs about 46 tokens; SKILL.md has 487 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from github/awesome-copilot at commit 727ff2e, republished under its MIT licence (© github). 487 words, ~1,041 tokens.
.claude/skills/microsoft-agent-framework/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Use this skill when working with applications, agents, workflows, or migrations built on Microsoft Agent Framework.
Microsoft Agent Framework is the unified successor to Semantic Kernel and AutoGen, combining their strengths with new capabilities. Because it is still in public preview and changes quickly, always ground implementation advice in the latest official documentation and samples rather than relying on stale knowledge.
Choose the language workflow before making recommendations or code changes:
.cs, .csproj, .sln, .slnx, or other .NET project files, or when the user explicitly asks for C# or .NET guidance. Follow references/dotnet.md..py, pyproject.toml, requirements.txt, or the user explicitly asks for Python guidance. Follow references/python.md.When working with Microsoft Agent Framework in any language:
DefaultAzureCredential when Azure authentication is appropriate.© github, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 2 other files (references) in skills/microsoft-agent-framework of github/awesome-copilot.
Open the folder on GitHubat commit 727ff2e
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in github/awesome-copilot, which our catalogue first saw on October 7, 2026.
Microsoft Agent Framework next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Microsoft Agent Framework this skillgithub/awesome-copilot | 40k | 2 repos | ~1k | Automated safety check: Pass | MIT | |
| Building Pydantic AI Agentsdocling-project/docling | 68k | — | ~2.8k | Automated safety check: Pass | MIT | |
| Swarms Multi-Agent Frameworkkyegomez/swarms | 7.2k | — | ~5.5k | Automated safety check: Pass | Apache-2.0 | |
| Pydantic AI Harnesspydantic/pydantic-ai | 20k | — | ~4.9k | Automated safety check: Pass | MIT | |
| Agent Squad Python Guide2FastLabs/agent-squad | 7.8k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | |
| Azure AI Projects Python SDKmicrosoft/skills | 3.1k | 6 repos | ~2.8k | Automated safety check: Pass | MIT |
docling-project/docling
Patterns and tested examples for building agents with Pydantic AI: tools, capabilities, structured output, dependency injection, hooks, YAML specs, streaming and testing.
kyegomez/swarms
Teaches the Swarms Python framework: the Agent class, tools, loops, memory and multi-agent structures such as sequential, concurrent and graph workflows.
pydantic/pydantic-ai
Adds optional capabilities to Pydantic AI agents from pydantic-ai-harness, led by Code Mode, which runs many tool calls as one sandboxed Python script.
2FastLabs/agent-squad
Map of the agent-squad Python framework for async multi-agent orchestration: which agent, classifier, storage and tool provider to pick, and the pitfalls to avoid.
microsoft/skills
Reference for building on Microsoft Foundry with the azure-ai-projects Python SDK: project clients, versioned agents, evaluations, connections, datasets and indexes.
GetBindu/Bindu
Add a new self-contained example agent under examples/. An agent skill from GetBindu/Bindu.
github/awesome-copilot
Maps an unfamiliar codebase into seven evidence-backed documents in docs/codebase/, using a scan script and templates, for onboarding or architecture write-ups.
github/awesome-copilot
Designs Azure infrastructure from a natural-language description, or diagrams an existing resource group, then refines the design through conversation and deploys it with Bicep.
github/awesome-copilot
Generates, edits and validates draw.io files with correct mxGraph XML, covering flowcharts, architecture, sequence, ER and UML class diagrams.
github/awesome-copilot
Cleans raw credit data and screens variables before loan modeling, dropping unstable, noisy or redundant features and writing an Excel report of every step.
github/awesome-copilot
Builds a warm, browser-based daily focus board the user updates by talking to their agent, with Eisenhower priorities, a brain-dump box and kind not-today carryover.
github/awesome-copilot
End-to-end skill for building, testing, linting, versioning, and publishing a production-grade Python library to PyPI.
Categories
Create, update, refactor, explain, or review Microsoft Agent Framework solutions using shared guidance plus language-specific references for .NET and Python. Microsoft Agent Framework is an agent skill from github/awesome-copilot, published by the product's own GitHub organization.NET and Python.
Microsoft Agent Framework fits situations like: tasks that involve Building AI agents.
Run `npx skills add github/awesome-copilot --skill microsoft-agent-framework -a claude-code`. Or copy the skill folder (skills/microsoft-agent-framework in github/awesome-copilot) into .claude/skills/microsoft-agent-framework in your project. Claude Code loads it when a task matches its description.
Run `npx skills add github/awesome-copilot --skill microsoft-agent-framework -a codex`. Or copy the skill folder (skills/microsoft-agent-framework in github/awesome-copilot) into .agents/skills/microsoft-agent-framework in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add github/awesome-copilot --skill microsoft-agent-framework -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/microsoft-agent-framework, .gemini/skills/microsoft-agent-framework, .github/skills/microsoft-agent-framework and .opencode/skills/microsoft-agent-framework in your project.
SKILL.md names no scripts, command-line tools or credentials: Microsoft Agent Framework is instructions for the agent only. Our summary lists: Python 3.
SKILL.md names 1 domain. As links in the text: learn.microsoft.com. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Microsoft Agent Framework is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1k tokens (SKILL.md is roughly 4.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 440 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Microsoft Agent Framework: Building Pydantic AI Agents (docling-project/docling, 68k stars), Swarms Multi-Agent Framework (kyegomez/swarms, 7.2k stars), Pydantic AI Harness (pydantic/pydantic-ai, 20k stars) and Agent Squad Python Guide (2FastLabs/agent-squad, 7.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
github (a GitHub organization, an official publisher) maintains it in github/awesome-copilot, which has 39,748 GitHub stars. The repository holds 417 skills in this directory. The repository was last updated on October 7, 2026.
Source: github/awesome-copilot on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.