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copilot-sdk

Embed the GitHub Copilot agent runtime into your own application using the Copilot SDK. USE FOR: CopilotClient/createSession setup, streaming responses, custom tools, permission handlers, hooks (pre/post-tool-use, session-start), custom agents and sub-agent delegation, MCP servers, skill and plugin directories, session persistence, fleet mode, steering/queueing, calling the SDK from skill scripts/ to run one bounded non-deterministic AI step inside an otherwise deterministic script, and choosing an auth/deployment path (CLI setup, backend services, multi-tenancy, GitHub OAuth, BYOK). Covers Node.js/TypeScript (@github/copilot-sdk), Python (github-copilot-sdk), Go (github.com/github/copilot-sdk/go), Rust (github-copilot-sdk crate), .NET (GitHub.Copilot.SDK), and Java (copilot-sdk-java). DO NOT USE FOR: authoring SKILL.md files consumed by VS Code Copilot (use create-skill instead); using the Copilot IDE extension or chat UI directly; general LLM/chat API integration unrelated to the Copilot SDK.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

NetFabric/NetFabric.Numerics스타 36(GitHub 36 + cccskills 0)
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포함된 파일(5)

  • SKILL.md5.2 KB
  • references/advanced-features.md4.4 KB
  • references/core-session-api.md4.4 KB
  • references/language-quickstarts.md3.3 KB
  • references/setup-and-auth.md3.7 KB

SKILL.md(원문)

설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.

Copilot SDK

Library for embedding the GitHub Copilot agent (via the copilot CLI over JSON-RPC) as the reasoning engine inside your own app, across six languages.

Core concepts

ConceptDescription
CopilotClientTop-level object; starts/stops the underlying CLI process
SessionOne conversation; holds model, tools, hooks, agents, MCP servers
sendAndWait / sendSend a prompt and await the final reply, or fire-and-forget with event streaming
Custom toolFunction Copilot can call mid-conversation (name, JSON-schema params, handler)
Permission handlerApproves/denies tool calls (approve-once, approve-for-session, deny, ask)
HookIntercepts lifecycle points (onPreToolUse, onPostToolUse, onSessionStart, ...)
Custom agentNamed sub-agent with its own prompt + scoped tools, auto-delegated to
MCP serverExternal tool provider (stdio subprocess or HTTP) wired into a session
Skill directoryFolder of SKILL.md files injected into session context
Plugin directoryBundle of skills/hooks/MCP servers/agents behind one manifest, loaded via --plugin-dir

Pattern: deterministic scripts, non-deterministic steps

A skill's scripts/ automation doesn't have to be 100% deterministic. Have the script call the SDK for one bounded, ambiguous sub-step (classify input, pick a strategy, summarize a diff), then resume plain code for the rest — the AI call is scoped and its output validated/parsed like any other function result, so the surrounding pipeline stays testable and reproducible. See create-skill's Scripts & Assets conventions for where this fits in a skill's folder layout.

Language support

LanguagePackageRuntimeCLI required separately?
Node.js / TS@github/copilot-sdkNode 20+No (bundled)
Pythongithub-copilot-sdkPython 3.11+No (bundled)
.NETGitHub.Copilot.SDK.NET 8+No (bundled)
Gogithub.com/github/copilot-sdk/goGo 1.24+Yes, unless app bundles it
Javacom.github:copilot-sdk-javaJava 17+Yes, unless app bundles it
Rustgithub-copilot-sdk crateRust 1.94+Yes, unless app bundles it

Verify any environment with copilot --version before writing code.

Minimal session (Node.js; other languages in language-quickstarts.md)

import { CopilotClient } from "@github/copilot-sdk";

const client = new CopilotClient();
const session = await client.createSession({ model: "auto" });
const response = await session.sendAndWait({ prompt: "What is 2 + 2?" });
console.log(response?.data.content);
await client.stop();

Workflow: build an app

  1. Pick a deployment persona (hobbyist/internal/ISV/platform) and auth method → setup-and-auth.md
  2. Install the SDK for your language, confirm copilot --version → language-quickstarts.md
  3. Create client + session (model, streaming, onPermissionRequest), send prompts, subscribe to events → core-session-api.md
  4. Layer in custom tools, hooks, custom agents, MCP servers, or skill/plugin directories as needed → advanced-features.md
  5. For production, revisit auth/scaling (multi-tenancy, per-session tokens) → setup-and-auth.md

Reference Files

FileLoad When
references/setup-and-auth.mdChoosing a setup path, configuring auth (OAuth, BYOK, server-to-server), scaling/multi-tenancy
references/core-session-api.mdClient/session lifecycle, sending messages, streaming events, custom tools, permission decisions
references/advanced-features.mdHooks, custom agents, MCP servers, skill directories, plugin directories, fleet mode, persistence
references/language-quickstarts.mdPer-language install commands and hello-world snippets

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같은 저장소의 스킬

3d-rotation-theory

무료

Abstract math for 3D rotation representations and conversions. USE FOR: understanding axis-angle representation; Euler angles (yaw/pitch/roll, convention choices); rotation matrices (SO(3)); quaternion-based rotation; converting between representations; identifying and avoiding gimbal lock; composing rotations; half-angle formula; right-hand rule. DO NOT USE FOR: quaternion arithmetic details (use quaternion-algebra); slerp/lerp interpolation (use interpolation-on-manifolds); coordinate system definitions (use coordinate-system-conversions).

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

NetFabric/NetFabric.Numerics362026년 8월 10일 업데이트

agent-graph-orchestration

무료

Design and scaffold multi-agent squads/swarms using the graph orchestration pattern (nodes = agents, edges = dependencies/data flow). USE FOR: designing a coordination topology for a multi-agent squad (sequential pipeline, parallel fan-out/aggregation, branching, feedback loop, cyclic); building an orchestrator agent that delegates to specialist agents; setting up an adversarial/tribunal code or document review with independent reviewers; scaffolding a squad's agent files for a target coding-agent harness (e.g. Copilot CLI or Claude Code custom agents). DO NOT USE FOR: authoring a single agent's frontmatter/prompt body (use copilot-cli-custom-agents, claude-code-custom-agents, or the target harness's own skill); SKILL.md authoring (use create-skill); ad-hoc multi-agent chat with no explicit topology.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

NetFabric/NetFabric.Numerics362026년 8월 10일 업데이트

agent-harness-logs

무료

Find, inspect, query, redact, and troubleshoot logs, transcripts, sessions, and OpenTelemetry data from coding-agent harnesses on Windows, macOS, Linux, and WSL. USE FOR: GitHub Copilot in VS Code; Copilot CLI; Claude Code; OpenAI Codex; Gemini CLI; OpenCode; Cursor, Windsurf, Kiro, or other VS Code-family editors; locating log files; diagnosing tool or model failures; correlating turns, subagents, and tool calls; querying JSONL, plaintext, or SQLite without spending model tokens; preparing sanitized diagnostics. DO NOT USE FOR: application logs unrelated to coding agents; uploading raw logs; treating unstable transcript schemas as public APIs.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

NetFabric/NetFabric.Numerics362026년 8월 10일 업데이트

agents-md

무료

Author and maintain AGENTS.md files — the open, tool-agnostic format for giving coding agents project context. Use when: creating AGENTS.md; writing an agent instructions file; root or nested AGENTS.md for monorepos; migrating CLAUDE.md, AGENT.md, .cursor/rules, or copilot-instructions.md to AGENTS.md; greenfield project setup before code exists; brownfield onboarding for an existing codebase; documenting build/test/lint commands, code style, PR/commit conventions, and security considerations for agents; AGENTS.md discovery and precedence rules. Works for any language, framework, or project size. DO NOT USE FOR: authoring SKILL.md skill files (use create-skill); APM package/plugin authoring (use apm-producer); language-specific style rules (use language skills e.g. csharp-best-practices).

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

NetFabric/NetFabric.Numerics362026년 8월 10일 업데이트

angles-and-circular-arithmetic

무료

Abstract math for angle measurement, unit systems, and circular arithmetic. USE FOR: implementing angle types; converting between degrees/radians/gradians/revolutions; reducing angles to canonical range [0, Full); computing reference angles and quadrants; implementing safe modular arithmetic with negative inputs; angle addition and subtraction; classifying angles by sign and size. DO NOT USE FOR: trigonometric functions (use trigonometric-functions); coordinate conversions (use coordinate-system-conversions); interpolation (use interpolation-on-manifolds).

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

NetFabric/NetFabric.Numerics362026년 8월 10일 업데이트

claude-code-custom-agents

무료

Create and maintain Claude Code custom subagents (.claude/agents/*.md files). USE FOR: authoring project (.claude/agents/) or user (~/.claude/agents/) subagent files; frontmatter fields (name, description, tools, disallowedTools, model, permissionMode, maxTurns, skills, mcpServers, hooks, memory, background, effort, isolation, color, initialPrompt); writing descriptions that drive automatic delegation and 'use proactively' phrasing; invoking subagents via natural language, @-mention, session-wide --agent, or the Agent tool; restricting which subagent types a coordinator can spawn with Agent(name1, name2); nested subagents and depth limits; built-in subagents (Explore, Plan, general-purpose, claude); troubleshooting a subagent that won't load or isn't invoked. DO NOT USE FOR: GitHub Copilot CLI custom agents (use copilot-cli-custom-agents); agent teams/teammates (a different, session-spanning feature); MCP server authoring; SKILL.md authoring (use create-skill).

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

NetFabric/NetFabric.Numerics362026년 8월 10일 업데이트

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