Ms Agent Framework RAG
shuyu-labs/WebCode
Comprehensive guide for building Agentic RAG systems using Microsoft Agent Framework in C.
Guides a one-question-at-a-time design interview, captures alignment in agent/EVE-BRIEF.md, then scaffolds and implements a runnable eve agent with verbose teaching comments.
$ npx skills add Asymmetric-al/core --skill create-agent -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Asymmetric-al/core create-agent --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/Asymmetric-al/core.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/create-agent .claude/skills/create-agent && 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 "create-agent" agent skill from https://github.com/Asymmetric-al/core/tree/develop/.agents/skills/create-agent into .claude/skills/create-agent/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "create-agent", 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/Asymmetric-al/core/tree/develop/.agents/skills/create-agentType 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 Asymmetric-al/core --skill create-agent -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Asymmetric-al/core create-agent --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Asymmetric-al/core.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/create-agent .agents/skills/create-agent && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "create-agent" agent skill from https://github.com/Asymmetric-al/core/tree/develop/.agents/skills/create-agent into .agents/skills/create-agent/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "create-agent", 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 Asymmetric-al/core --skill create-agent -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Asymmetric-al/core create-agent --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Asymmetric-al/core.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/create-agent .cursor/skills/create-agent && 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 "create-agent" agent skill from https://github.com/Asymmetric-al/core/tree/develop/.agents/skills/create-agent into .cursor/skills/create-agent/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "create-agent", 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/Asymmetric-al/core.git --path .agents/skills/create-agent--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 Asymmetric-al/core --skill create-agent -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Asymmetric-al/core create-agent --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Asymmetric-al/core.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/create-agent .gemini/skills/create-agent && 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 "create-agent" agent skill from https://github.com/Asymmetric-al/core/tree/develop/.agents/skills/create-agent into .gemini/skills/create-agent/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "create-agent", 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 Asymmetric-al/core create-agentInstalls 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 Asymmetric-al/core --skill create-agent -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Asymmetric-al/core.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/create-agent .github/skills/create-agent && 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 "create-agent" agent skill from https://github.com/Asymmetric-al/core/tree/develop/.agents/skills/create-agent into .github/skills/create-agent/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "create-agent", 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 Asymmetric-al/core --skill create-agent -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Asymmetric-al/core create-agent --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Asymmetric-al/core.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/create-agent .opencode/skills/create-agent && 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 "create-agent" agent skill from https://github.com/Asymmetric-al/core/tree/develop/.agents/skills/create-agent into .opencode/skills/create-agent/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "create-agent", 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.
create-agentGuides a one-question-at-a-time design interview, captures alignment in agent/EVE-BRIEF.md, then scaffolds and implements a runnable eve agent with verbose teaching comments.
Create Agent is an agent skill from Asymmetric-al/core. Guides a one-question-at-a-time design interview, captures alignment in agent/EVE-BRIEF.md, then scaffolds and implements a runnable eve agent with verbose teaching comments. Use when the user wants to create a new eve agent, build an agent from scratch, or invokes /create-agent.
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `reference.md` and `references/upstream.md`).
It sits in AI & LLM Engineering, covering Building AI agents and Project scaffolding. The repository describes itself as: A high-performance, enterprise-grade Next.js 16 application for mission-focused non-profit organizations. Built for high impact teams. The licence is AGPL-3.0.
3 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 225c02e. 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.
Shell commands in SKILL.md call:
npxpnpmFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npx and pnpm, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
AI_GATEWAY_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Create Agent loads about 2.6k tokens when it runs, and up to ~2.9k if it reads all its reference files. Until then it costs about 73 tokens; SKILL.md has 1,201 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 noted patterns worth knowing about, such as sudo or a known installer.
- Do not commit `.env` or secretsAutomated 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 Asymmetric-al/core at commit 225c02e, republished under its AGPL-3.0 licence (© Asymmetric-al). 1,201 words, ~2,594 tokens.
.claude/skills/create-agent/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Turn a rough agent idea into a runnable eve agent through structured Q&A, a written brief, then scaffold + implementation.
Task Progress:
- [ ] Phase 1 — Design interview (one question at a time)
- [ ] Phase 2 — Write agent/EVE-BRIEF.md and get confirmation
- [ ] Phase 3 — Scaffold eve, implement, verifyDo not skip Phase 1 or Phase 2. Do not scaffold or write agent code until the user confirms the brief.
Interview the user until you have a shared, implementable picture of the agent.
| Area | Goal |
|---|---|
| Purpose | One sentence: what job does this agent do? |
| Users & entry | Who talks to it, and through what channel(s)? |
| Core loop | Typical turn: user says X → agent does Y → user sees Z |
| Eve surfaces | Which slots matter? (tools, skills, channels, connections, subagents, schedules, hooks, sandbox, evals) |
| Tools & data | Named capabilities, inputs/outputs, real APIs vs connections |
| Scope | What is deliberately out of scope for v1? |
| Model | Preferred model string (default: openai/gpt-4.1-mini via AI Gateway) |
| Secrets | Env vars needed for real integrations (always include AI_GATEWAY_API_KEY) |
| Location | Project directory name and whether it lives inside an existing monorepo |
Stop interviewing when you can fill every section of EVE-BRIEF template without guessing.
Summarize decisions in a short bullet list. Ask: "Does this match what you want? Ready for me to write EVE-BRIEF.md?"
Write agent/EVE-BRIEF.md using the template in reference.md.
agent/EVE-BRIEF.md after init — then place it there immediately after scaffold.After eve is installed, must read bundled docs at node_modules/eve/docs/ before writing agent code:
Never rely on hardcoded snippets from this skill or training memory. API shapes, imports, and conventions change — local docs are the source of truth. See reference.md.
Before scaffolding, inspect the repo:
| Situation | Action |
|---|---|
No agent/ directory anywhere | npx eve@latest init <dir> (standalone) or npx eve@latest init . (add to existing app) |
| One existing eve agent | Mirror its project structure (package.json scripts, tsconfig, env pattern) |
| Multiple eve agents (monorepo) | Inventory siblings; mirror naming, workspace deps, and folder conventions from the nearest agent |
Do not assume a specific monorepo shape. Discover conventions from the codebase. See reference.md.
No eve project yet:
npx eve@latest init <agent-dir>init installs deps and may start the dev server — run in a controllable process and stop the server before editing files.
Existing project, no agent/ directory:
cd <project-root>
npx eve@latest init .eve already present: skip init; ensure agent/agent.ts and agent/instructions.md exist.
Optional: --channel-web-nextjs only when the user asked for Web Chat and they are using Next.js.
Write or move agent/EVE-BRIEF.md into the scaffolded agent/ directory.
Minimum bar for every agent:
agent/agent.ts — model config per brief (follow docs for current defineAgent API)agent/instructions.md — identity, when to use tools, tone, guardrails from the brief.env.example with AI_GATEWAY_API_KEY= and every env var for real integrationsImplement only surfaces listed in the brief. For each surface, read the matching page in node_modules/eve/docs/ and follow patterns from the nearest existing agent in the repo when one exists.
Teaching comments (required):
Every file you create or substantially edit during scaffold + implementation must include verbose, educational comments that teach the user how eve works — not just what the line does. Treat the generated agent as a guided tutorial the user will read while running it.
See reference.md — Teaching comments for the full checklist. At minimum:
agent/**/*.ts file: which eve surface this file belongs to, how eve discovers/loads it, and what role it plays in a turn.defineAgent slots, channel request lifecycle).node_modules/eve/docs/ when helpful.instructions.md: short callouts above each major section explaining how system instructions shape model behavior in eve.Do not strip comments eve init generated if they teach a concept. Prefer adding over removing. Skip comments only on truly obvious TypeScript (e.g. import of a local type). Never use placeholder comments like // TODO: explain — write the explanation.
Conventions:
agent/tools/foo.ts → fooagent/connections/) and real data/APIs when feasibleEVE-BRIEF.md.env or secretsIf the repo already hosts multiple eve agents under a shared parent directory:
agents/README.md and the root README.md with Eve surfaces and Eve capabilities demonstrated (use labels from the capabilities key in agents/README.md)pnpm-workspace.yaml, package.json workspaces, etc.)Skip this step for standalone projects.
pnpm install # or npm install
pnpm typecheck # if available
pnpm build # eve buildTell the user how to run pnpm dev, what to ask in the TUI, and how to exercise the agent over HTTP per the eve docs. Point them to the most-commented files as the learning path. Do not commit unless asked.
User: "I want an agent that summarizes my GitHub PRs"
→ Phase 1 asks: which repo/PR scope? channel? recommended: GitHub connection or API-backed get_pr tool with real token, HTTP channel for v1. Mock only if the user has no credentials yet — note that in the brief.
User: "/create-agent" in a repo that already has eve agents
→ Inventory sibling agents, mirror their layout, interview, brief, scaffold alongside them, update any repo index.
© Asymmetric-al, AGPL-3.0. 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 .agents/skills/create-agent of Asymmetric-al/core.
Open the folder on GitHubat commit 225c02e
Create Agent 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 |
|---|---|---|---|---|---|---|
| Create Agent this skillAsymmetric-al/core | 381 | — | ~2.6k | Automated safety check: Notes | AGPL-3.0 | |
| Ms Agent Framework RAGshuyu-labs/WebCode | 278 | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| Google Agents CLI Adk Codepifferologo/cloud-agents-cli | 129 | 1 repos | ~768 | Automated safety check: Pass | Apache-2.0 | |
| System 1 Agent BuilderThinkFlowLab/system1-agents | 126 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Building Multi Connector Agentairbytehq/airbyte-agent-sdk | 135 | — | ~1.7k | Automated safety check: Notes | Custom licence | |
| Google Agents CLI Workflowpifferologo/cloud-agents-cli | 129 | 1 repos | ~5.6k | Automated safety check: Notes | Apache-2.0 |
shuyu-labs/WebCode
Comprehensive guide for building Agentic RAG systems using Microsoft Agent Framework in C.
pifferologo/cloud-agents-cli
This skill should be used when the user wants to "write agent code", "build an agent with ADK", "add a tool", "create a callback", "define an agent", "use state management", or needs ADK (Agent…
ThinkFlowLab/system1-agents
Scaffolds a new System 1 agent module for a named task in the system1-agents repo, after a fit probe, with its test and README row, verified model by model.
airbytehq/airbyte-agent-sdk
Builds a complete agent with multiple Airbyte connectors using PydanticAI or Claude SDK.
pifferologo/cloud-agents-cli
This skill should be used when the user wants to "develop an agent", "build an agent using ADK", "run the agent locally", "debug agent code", "test an agent", "deploy an agent", "publish an agent"…
ucsandman/DashClaw
Contribute to the DashClaw codebase — architecture, scaffolding, tests, CI
Asymmetric-al/core
Implement idempotency keys and handling to ensure operations can be safely retried without duplicate effects.
Asymmetric-al/core
Audit and fix accessibility in Core UI. An agent skill from Asymmetric-al/core.
Asymmetric-al/core
A skill your agent uses when building any system where email content triggers actions — AI agent inboxes, automated support handlers, email-to-task pipelines, or any workflow processing untrusted…
Asymmetric-al/core
Build modern, composable, and accessible React UI components following the components.build specification.
Asymmetric-al/core
Design engineering principles and patterns for building polished, accessible web interfaces.
Asymmetric-al/core
Use only when the user explicitly invokes grill-for-unknowns or asks for a map-vs-territory unknowns pass, blindspot discovery, unknown-known prototypes, or a subagent launch packet before…
Categories
Guides a one-question-at-a-time design interview, captures alignment in agent/EVE-BRIEF.md, then scaffolds and implements a runnable eve agent with verbose teaching comments. Create Agent is an agent skill from Asymmetric-al/core.md, then scaffolds and implements a runnable eve agent with verbose teaching comments.
Create Agent fits situations like: the user wants to create a new eve agent; build an agent from scratch; invokes /create-agent.
Run `npx skills add Asymmetric-al/core --skill create-agent -a claude-code`. Or copy the skill folder (.agents/skills/create-agent in Asymmetric-al/core) into .claude/skills/create-agent in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Asymmetric-al/core --skill create-agent -a codex`. Or copy the skill folder (.agents/skills/create-agent in Asymmetric-al/core) into .agents/skills/create-agent 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 Asymmetric-al/core --skill create-agent -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/create-agent, .gemini/skills/create-agent, .github/skills/create-agent and .opencode/skills/create-agent in your project.
Going by SKILL.md and its folder, Create Agent needs the command-line tools its instructions call (npx and pnpm) and credentials named AI_GATEWAY_API_KEY. Our summary lists: Node.js; A credential in AI_GATEWAY_API_KEY.
SKILL.md contains no URLs. Its commands use npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Create Agent is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.6k tokens (SKILL.md is roughly 10k 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 333 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Create Agent: Ms Agent Framework RAG (shuyu-labs/WebCode, 278 stars), Google Agents CLI Adk Code (pifferologo/cloud-agents-cli, 129 stars), System 1 Agent Builder (ThinkFlowLab/system1-agents, 126 stars) and Building Multi Connector Agent (airbytehq/airbyte-agent-sdk, 135 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Asymmetric-al (a GitHub organization) maintains it in Asymmetric-al/core, which has 381 GitHub stars. The repository holds 45 skills in this directory. The repository was last updated on October 8, 2026.
Source: Asymmetric-al/core on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.