MCP Debugger
debugmcp/mcp-debugger
A skill your agent uses when investigating a bug, failing test, or unexpected runtime behavior and the mcp-debugger MCP server is available — drives real step-through debuggers (breakpoints, stack…
How to add debugging capabilities to TileLang Ascend example operators.
$ npx skills add tile-ai/tilelang-ascend --skill tilelang-debug-helper -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install tile-ai/tilelang-ascend tilelang-debug-helper --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/tile-ai/tilelang-ascend.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/tilelang-custom-skill/tilelang-debug-helper .claude/skills/tilelang-debug-helper && 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 "tilelang-debug-helper" agent skill from https://github.com/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-custom-skill/tilelang-debug-helper into .claude/skills/tilelang-debug-helper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tilelang-debug-helper", 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/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-custom-skill/tilelang-debug-helperType 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 tile-ai/tilelang-ascend --skill tilelang-debug-helper -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install tile-ai/tilelang-ascend tilelang-debug-helper --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tile-ai/tilelang-ascend.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/tilelang-custom-skill/tilelang-debug-helper .agents/skills/tilelang-debug-helper && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "tilelang-debug-helper" agent skill from https://github.com/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-custom-skill/tilelang-debug-helper into .agents/skills/tilelang-debug-helper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tilelang-debug-helper", 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 tile-ai/tilelang-ascend --skill tilelang-debug-helper -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install tile-ai/tilelang-ascend tilelang-debug-helper --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tile-ai/tilelang-ascend.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/tilelang-custom-skill/tilelang-debug-helper .cursor/skills/tilelang-debug-helper && 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 "tilelang-debug-helper" agent skill from https://github.com/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-custom-skill/tilelang-debug-helper into .cursor/skills/tilelang-debug-helper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tilelang-debug-helper", 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/tile-ai/tilelang-ascend.git --path .agents/skills/tilelang-custom-skill/tilelang-debug-helper--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 tile-ai/tilelang-ascend --skill tilelang-debug-helper -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install tile-ai/tilelang-ascend tilelang-debug-helper --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tile-ai/tilelang-ascend.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/tilelang-custom-skill/tilelang-debug-helper .gemini/skills/tilelang-debug-helper && 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 "tilelang-debug-helper" agent skill from https://github.com/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-custom-skill/tilelang-debug-helper into .gemini/skills/tilelang-debug-helper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tilelang-debug-helper", 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 tile-ai/tilelang-ascend tilelang-debug-helperInstalls 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 tile-ai/tilelang-ascend --skill tilelang-debug-helper -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/tile-ai/tilelang-ascend.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/tilelang-custom-skill/tilelang-debug-helper .github/skills/tilelang-debug-helper && 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 "tilelang-debug-helper" agent skill from https://github.com/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-custom-skill/tilelang-debug-helper into .github/skills/tilelang-debug-helper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tilelang-debug-helper", 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 tile-ai/tilelang-ascend --skill tilelang-debug-helper -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install tile-ai/tilelang-ascend tilelang-debug-helper --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tile-ai/tilelang-ascend.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/tilelang-custom-skill/tilelang-debug-helper .opencode/skills/tilelang-debug-helper && 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 "tilelang-debug-helper" agent skill from https://github.com/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-custom-skill/tilelang-debug-helper into .opencode/skills/tilelang-debug-helper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tilelang-debug-helper", 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.
tilelang-debug-helperHow to add debugging capabilities to TileLang Ascend example operators.
Tilelang Debug Helper is an agent skill from tile-ai/tilelang-ascend. How to add debugging capabilities to TileLang Ascend example operators. Use this skill whenever the user asks to debug a TileLang example, add GDB debugging code, create a debug version of an example, or mentions GDB, debugging, breakpoints, or VSCode debugging in the context of TileLang operators. This skill covers adding debug code to Python examples, configuring CMakeLists.txt for C++ debugging, and setting up VSCode for Python + C++ joint debugging.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including reference files (for example `evals/evals.json`, `examples/cmake-debug.md` and `examples/python-debug-code.md`).
It sits in Development, covering Debugging and Responsive design. It works with Python, C++ and Visual Studio Code. The repository describes itself as: Ascend TileLang adapter. The licence is MIT.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 3d17c28. 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:
aptFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From 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.
Tilelang Debug Helper loads about 1.7k tokens when it runs, and up to ~2.1k if it reads all its reference files. Until then it costs about 120 tokens; SKILL.md has 859 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.
sources `set_env.sh` and exports env to `.env` before launch.4. Verify `.env` file is generated when running "set env" task- GDB installed (`sudo apt install gdb`)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 tile-ai/tilelang-ascend at commit 3d17c28, republished under its MIT licence (© tile-ai). 859 words, ~1,748 tokens.
.claude/skills/tilelang-debug-helper/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.This skill helps you add debugging capabilities to TileLang Ascend example operators so they can be debugged with GDB in VSCode.
Debugging TileLang examples involves three main components:
Use this skill when:
When a user wants to debug a TileLang example, they need to:
First, read the example file that needs debugging. These are typically located in the examples/ directory and end with .py.
Find the best place to insert the debugging code. Look for:
@tilelang.jittorch.manual_seed() if presentThe goal is to pause execution before the actual kernel runs, so GDB can be attached.
Insert a small PID-printing + input() wait snippet before kernel execution. Snippet, complete file example, and 3 common patterns (single test / multi-config / multi-function) see examples/python-debug-code.md.
Save the modified file. Common naming conventions:
_debug suffix: sigmoid_debug.pyTo debug C++ code in TileLang, the project must be compiled with debug symbols (-g) and no optimizations (-O0).
Quick steps:
tilelang-ascend/CMakeLists.txtadd_library(tilelang_objs OBJECT ${TILE_LANG_SRCS})target_compile_options(tilelang_objs PRIVATE -g -O0) immediately afterComplete CMake snippet + rebuild commands see examples/cmake-debug.md.
VSCode needs two configurations:
Plus a tasks.json that sources set_env.sh and exports env to .env before launch.
Setting up VSCode for the first time in a project: copy the full
launch.json+tasks.jsonJSON and required extensions list from examples/vscode-config.md.
Configure CMakeLists.txt (if not already done)
target_compile_options(tilelang_objs PRIVATE -g -O0)Configure VSCode (if not already done)
.vscode/launch.json and .vscode/tasks.jsonAdd Debug Code to Python Example
Start Debugging
input()import os is presentinput() calltarget_compile_options line is present.vscode/launch.json exists and is valid JSON.vscode/tasks.json exists and is valid JSONset_env.sh path is correct in tasks.json.env file is generated when running "set env" taskWhen debugging session fails to start, breakpoints don't hit, or GDB can't find process — see references/troubleshooting.md covering Python debug code issues, C++ debugging issues (breakpoints / variable inspection), and VSCode configuration issues (launch / attach failures / process not found).
Always provide:
Before starting debugging, ensure:
sudo apt install gdb)-g -O0© tile-ai, 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 5 other files (references) in .agents/skills/tilelang-custom-skill/tilelang-debug-helper of tile-ai/tilelang-ascend.
Open the folder on GitHubat commit 3d17c28
Tilelang Debug Helper 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 |
|---|---|---|---|---|---|---|
| Tilelang Debug Helper this skilltile-ai/tilelang-ascend | 400 | — | ~1.7k | Automated safety check: Notes | MIT | |
| MCP Debuggerdebugmcp/mcp-debugger | 171 | — | ~3.8k | Automated safety check: Pass | MIT | |
| Dbgtheodo-group/debug-that | 158 | — | ~2.2k | Automated safety check: Pass | MIT | |
| Ue Live DebuggingJasonMa0012/MooaToon | 749 | — | ~2.9k | Automated safety check: Notes | Custom licence | |
| Gdbmohitmishra786/low-level-dev-skills | 253 | — | ~1.6k | Automated safety check: Pass | MIT | |
| SlintMoosync/Moosync | 259 | — | ~2.4k | Automated safety check: Pass | GPL-3.0 |
debugmcp/mcp-debugger
A skill your agent uses when investigating a bug, failing test, or unexpected runtime behavior and the mcp-debugger MCP server is available — drives real step-through debuggers (breakpoints, stack…
theodo-group/debug-that
Debug applications using the dbg CLI debugger. An agent skill from theodo-group/debug-that.
JasonMa0012/MooaToon
A skill your agent uses when debugging UE C++ crashes, runtime bugs, or unexpected behavior with Rider MCP available.
mohitmishra786/low-level-dev-skills
GDB debugger skill for C/C++ programs. An agent skill from mohitmishra786/low-level-dev-skills.
Moosync/Moosync
Expert guidance for building, debugging, and working with Slint GUI applications.
ArabelaTso/Skills-4-SE
Instrument programs (Python, C/C++, Java) to capture snapshots of key program states at runtime, including variables, memory, and call stacks.
tile-ai/tilelang-ascend
Automatically pull tilelang repository and its third-party code.
tile-ai/tilelang-ascend
将 tilelang example 脚本转换为可在 A5 camodel 仿真器上直接运行的版本。输入脚本路径,输出一个新的 sim.py 文件,不覆盖原始文件。触发:仿真运行、camodel、A5 仿真、sim 模式、转换脚本为仿真、不需要 NPU 跑 kernel、simulate A5。
tile-ai/tilelang-ascend
TileLang-Ascend 环境检查与配置验证技能。检查代码仓库完整性、编译安装状态、环境变量配置,并运行简单测试验证环境。发现问题会自动调用相关 skill 进行修复,并按依赖顺序重新执行后续步骤。触发关键词:"环境检查"、"检查环境"、"验证环境"、"环境配置"、"环境搭建"、"env check"、"check environment"、"verify…
tile-ai/tilelang-ascend
TileLang-Ascend 算子测试设计技能。支持多种场景:(1) 从 design.md 设计测试配置 (2) 从 examples/{op}/.py 补充测试 (3) 手动提供算子信息生成测试 (4) 测试覆盖率分析。理解算子实现逻辑后智能判断测试策略。触发:设计算子测试、生成测试用例、补充测试、测试覆盖率不足。
tile-ai/tilelang-ascend
检查代码格式是否符合 CI 规则。自动检测并安装缺失工具(ruff、clang-format),先运行检查生成报告,使用醒目方式询问用户后,仅在用户同意时执行修复。工作流程:检测环境→自动安装缺失工具→运行检查→生成报告→醒目询问→用户确认→执行修复。使用此技能当:用户要求"格式检查"、"格式化代码"、"代码格式化"、"检查代码格式"、"代码…
tile-ai/tilelang-ascend
基于设计文档生成 TileLang-Ascend 算子实现代码与测试。从 design.md 中提取关键信息,结合 examples/ 中的参考实现生成可运行代码。触发:实现算子、写 kernel、生成代码、算子编码、根据设计文档实现。
Works with
Categories
How to add debugging capabilities to TileLang Ascend example operators. Tilelang Debug Helper is an agent skill from tile-ai/tilelang-ascend. How to add debugging capabilities to TileLang Ascend example operators.
Tilelang Debug Helper fits situations like: the user asks to debug a TileLang example; add GDB debugging code; create a debug version of an example; VSCode debugging in the context of TileLang operators.
Run `npx skills add tile-ai/tilelang-ascend --skill tilelang-debug-helper -a claude-code`. Or copy the skill folder (.agents/skills/tilelang-custom-skill/tilelang-debug-helper in tile-ai/tilelang-ascend) into .claude/skills/tilelang-debug-helper in your project. Claude Code loads it when a task matches its description.
Run `npx skills add tile-ai/tilelang-ascend --skill tilelang-debug-helper -a codex`. Or copy the skill folder (.agents/skills/tilelang-custom-skill/tilelang-debug-helper in tile-ai/tilelang-ascend) into .agents/skills/tilelang-debug-helper 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 tile-ai/tilelang-ascend --skill tilelang-debug-helper -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tilelang-debug-helper, .gemini/skills/tilelang-debug-helper, .github/skills/tilelang-debug-helper and .opencode/skills/tilelang-debug-helper in your project.
Going by SKILL.md and its folder, Tilelang Debug Helper needs the command-line tools its instructions call (apt). Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (mentions a .env file; runs commands with sudo), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Tilelang Debug Helper is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 7k 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 377 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Tilelang Debug Helper: MCP Debugger (debugmcp/mcp-debugger, 171 stars), Dbg (theodo-group/debug-that, 158 stars), Ue Live Debugging (JasonMa0012/MooaToon, 749 stars) and Gdb (mohitmishra786/low-level-dev-skills, 253 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
tile-ai (a GitHub organization) maintains it in tile-ai/tilelang-ascend, which has 400 GitHub stars. The repository holds 20 skills in this directory. The repository was last updated on October 8, 2026.
Source: tile-ai/tilelang-ascend on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.