MCP dành cho người mới bắt đầu là một chương trình học mở nguồn về giao thức Model Context Protocol (MCP) - một khuôn khổ tiêu chuẩn hóa cho sự tương tác giữa các mô hình AI và các ứng dụng khách. Kho lưu trữ này cung cấp tài liệu học tập toàn diện với các ví dụ mã thực hành trên nhiều ngôn ngữ lập trình. Đây là kho tài liệu tập trung. Hầu hết việc thiết lập diễn…
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This document is the authoritative guide for AI agents working within the A2UI repository. It outlines design philosophy, repository structure, and synchronization guidelines. INSTRUCTION FOR ALL AGENTS (Gemini CLI, Claude, OpenAI, Antigravity, etc.): Before performing any specific tasks, load and read the respective skill recipe file in full: A2UI (Agent-to-User Interface) is a platform-agnostic, streaming-first UI protocol designed specifically to allow Large Language Models (LLMs) and autonomous agents to generate user interfaces. Key capabilities: The repository supports multiple versions of…
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Agents are server-side programs that generate A2UI messages in response to user requests. The actual component rendering is done by the renderer, after messages are transported to the client. The agent is only responsible for generating the A2UI messages. The agent workflow typically involves the following steps: User interactions from the client can be treated as new user input. The A2UI repository includes sample agents you can learn from: A user facing agent is one that is directly interacted with…
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This document is the authoritative rule file for AI agents operating within the swift/ directory tree. It outlines target boundaries, coding conventions, specification compliance rules, and verification protocols across all Swift modules. The Swift package uses targets defined in root Package.swift. Agents must respect target boundaries: 1. A2UIJSON (swift/core/Sources/A2UIJSON/): - Purpose: A2UI-specific JSON Schema definitions for types used across the v0.9.1 protocol. - Dependencies: JSONSchema, OrderedJSON (from swift-json-schema). - Rule: Common type schemas are generated from specification/ via A2UISchemaGeneratorPlugin as…
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Key cmake options: - -DCMAKE_BUILD_TYPE=Debug (default Release) - -DUSE_WERROR=ON for development - -DOPEN_FOR_IDE=ON to generate IDE project without building macOS: add -DBUILD_SWIFT_BINDING=OFF if Swift issues arise. Linux with Clang: CC=clang CXX=clang++ cmake -DUSE_LD=LLD -DUSE_LIBCXX=1 -G Ninja .. Unit tests use TEST_CASE("/path/to/test") macros (defined in flow/include/flow/UnitTest.h). Prefer the narrowest dedicated unit-test target instead of fdbserver -r unittests; these targets compile and run faster. Use fdbclient_test for client tests or the relevant fdbserver_<library>_test target defined via add_fdbserver_unit_test (for example, fdbserver_core_test, fdbserver_kvstore_test, or…
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Guidelines for AI agents working on the Vercel monorepo. This is a pnpm monorepo containing 44+ packages for the Vercel CLI and runtimes: Run tests for a specific package: Always create a changeset for all PRs. A changeset is a markdown file in .changeset/ with YAML frontmatter listing affected packages and their bump type (patch/minor/major). Example changeset for a package change: Example changeset for an internal package (the public packages that bundle it are added at version time): Example changeset…
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Always-loaded guidance for work inside packages/cli. Keep this file small. The CLI UX design system lives in packages/cli/.agents/skills/cli-ux/ and should be loaded only when the task or code review touches user-facing CLI behavior. Common shared areas:
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- Dependencies: PEP 440 compatible release clauses (rich ~= 14.0), avoid pinning patch releases (rich ~= 14.0.0). - Only add code that is actually used. No speculative APIs or exports. - _internal/ is private — no backwards compatibility needed when refactoring. - uv: uv sync, uv run <cmd>, uv add <pkg> - ruff: uv run ruff check . (lint), uv run ruff format . (format) - pytest: uv run pytest, uv run pytest tests/test_foo.py, uv run pytest -k test_name. Tests…
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Cloudflare's command-line tool and networking daemon written in Go. Production-grade tunneling and network connectivity services used by millions of developers and organizations worldwide. Notes on linting: - .golangci.yaml is configured with new-from-rev and whole-files: true. Touching a file triggers linting of the ENTIRE file, not just the changed hunks. Expect to fix pre-existing issues in files you modify, or add targeted // nolint: <linter> comments with a short justification. - Prefer defer func() { _ = resource.Close() }() over defer…
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This file governs AI-assisted contributions to the huggingface/transformers.js repository. Agentic users must read and follow it before proposing changes. - transformers-js — how to use the library itself. Load this skill when working on code that calls @huggingface/transformers. Before opening a pull request: - Check for existing work. Search open PRs and issues (gh pr list, gh issue list) for the area you're touching. Don't duplicate someone else's in-progress work. - Coordinate on the issue first. If an issue exists,…
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Packer is HashiCorp's open-source (BUSL-1.1) CLI for building automated machine images. It is a Go program that orchestrates pluggable builders, provisioners, post-processors, and data sources through the hashicorp/packer-plugin-sdk, driven by…
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Python bindings for Playwright. The client in playwright/_impl/ talks to the Node.js driver in playwright/driver/ over a pipe. Everything comes from microsoft/playwright at the commit in DRIVER_VERSION: the driver, the generated API and the code that we port. .upstream/ is a full clone of it (gitignored). Read upstream code there. Do not edit, commit or switch branches in it. You need Python 3.10+, git, Node.js and npm. When DRIVER_VERSION changes, for example after a pull, run python scripts/upstream.py checkout and…
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These rules say how to write tests/async/{page,library} and tests/sync/{page,library} from tests/page and tests/library in microsoft/playwright, at the commit in DRIVER_VERSION. Use them at each roll, for every new or changed upstream test. The upstream tests are in .upstream/, the checkout at that commit. The steps of a roll are in the playwright-roll skill. The port is line by line, with zero deviations. A reviewer reads the .spec.ts file and the two .py files side by side. Each upstream statement maps…
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TensorRT-LLM: open-source library for optimized LLM inference on NVIDIA GPUs. Python and C++ codebase with a PyTorch execution path. If a CLAUDE.local.md file exists alongside this file, read and respect…
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MicrosoftAGENTS.md
