Agent Code Analyzer
ruvnet/ruflo
Agent skill for code-analyzer - invoke with $agent-code-analyzer
TileLang Ascend Pass 工作流分析。用于理解 Pass 之间的关系、执行顺序、数据依赖，以及帮助定位新 Pass 应该在哪里添加。触发时机：用户询问 Pass pipeline、Pass 执行顺序、Pass 之间的关系、如何添加新 Pass、Pass 依赖关系、"Pass 工作流"、"Pass 顺序"、"在哪里加 Pass" 等关键词时。
MITAuto-check passed
Install Tilelang Pass Workflow Analyzer
$ npx skills add tile-ai/tilelang-ascend --skill tilelang-pass-workflow-analyzer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install tile-ai/tilelang-ascend tilelang-pass-workflow-analyzer --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-pass-workflow-analyzer .claude/skills/tilelang-pass-workflow-analyzer && 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-pass-workflow-analyzer" agent skill from https://github.com/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-pass-workflow-analyzer into .claude/skills/tilelang-pass-workflow-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tilelang-pass-workflow-analyzer", 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-pass-workflow-analyzerType 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-pass-workflow-analyzer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install tile-ai/tilelang-ascend tilelang-pass-workflow-analyzer --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-pass-workflow-analyzer .agents/skills/tilelang-pass-workflow-analyzer && 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-pass-workflow-analyzer" agent skill from https://github.com/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-pass-workflow-analyzer into .agents/skills/tilelang-pass-workflow-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tilelang-pass-workflow-analyzer", 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-pass-workflow-analyzer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install tile-ai/tilelang-ascend tilelang-pass-workflow-analyzer --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-pass-workflow-analyzer .cursor/skills/tilelang-pass-workflow-analyzer && 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-pass-workflow-analyzer" agent skill from https://github.com/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-pass-workflow-analyzer into .cursor/skills/tilelang-pass-workflow-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tilelang-pass-workflow-analyzer", 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-pass-workflow-analyzer--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-pass-workflow-analyzer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install tile-ai/tilelang-ascend tilelang-pass-workflow-analyzer --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-pass-workflow-analyzer .gemini/skills/tilelang-pass-workflow-analyzer && 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-pass-workflow-analyzer" agent skill from https://github.com/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-pass-workflow-analyzer into .gemini/skills/tilelang-pass-workflow-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tilelang-pass-workflow-analyzer", 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-pass-workflow-analyzerInstalls 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-pass-workflow-analyzer -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-pass-workflow-analyzer .github/skills/tilelang-pass-workflow-analyzer && 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-pass-workflow-analyzer" agent skill from https://github.com/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-pass-workflow-analyzer into .github/skills/tilelang-pass-workflow-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tilelang-pass-workflow-analyzer", 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-pass-workflow-analyzer -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-pass-workflow-analyzer --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-pass-workflow-analyzer .opencode/skills/tilelang-pass-workflow-analyzer && 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-pass-workflow-analyzer" agent skill from https://github.com/tile-ai/tilelang-ascend/tree/ascendc_pto/.agents/skills/tilelang-pass-workflow-analyzer into .opencode/skills/tilelang-pass-workflow-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tilelang-pass-workflow-analyzer", 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.
Facts
- Skill name
tilelang-pass-workflow-analyzer- GitHub stars
- 400
- Token cost
- ~1.4k tokens
- SKILL.md length
- 419 words
- Files
- 5 (incl. references)
- Skills in repo
- 20
- Repo updated
- First seen
- Licence
- MIT
At a glance
TileLang Ascend Pass 工作流分析。用于理解 Pass 之间的关系、执行顺序、数据依赖，以及帮助定位新 Pass 应该在哪里添加。触发时机：用户询问 Pass pipeline、Pass 执行顺序、Pass 之间的关系、如何添加新 Pass、Pass 依赖关系、"Pass 工作流"、"Pass 顺序"、"在哪里加 Pass" 等关键词时。
- Works in 3 steps: 识别用户意图 → 选择合适的分析方式 → 提供分析报告
- SKILL.md covers ⭐ 核心约束：分阶段信息获取, 核心目标, 工作流程 and 两阶段 Pipeline 架构概要, plus 6 more sections
- Calls python
What it does
Tilelang Pass Workflow Analyzer is an agent skill from tile-ai/tilelang-ascend. TileLang Ascend Pass 工作流分析。用于理解 Pass 之间的关系、执行顺序、数据依赖，以及帮助定位新 Pass 应该在哪里添加。触发时机：用户询问 Pass pipeline、Pass 执行顺序、Pass 之间的关系、如何添加新 Pass、Pass 依赖关系、"Pass 工作流"、"Pass 顺序"、"在哪里加 Pass" 等关键词时。
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including reference files (for example `evals/evals.json`, `references/new-pass-placement-guide.md` and `references/pass-dependency-graph.md`).
The repository describes itself as: Ascend TileLang adapter. The licence is MIT.
Example prompts
- “Pass 工作流”
- “Pass 顺序”
- “在哪里加 Pass”
- “/tilelang-pass-workflow-analyzer”
Requirements
- Python 3
Workflow steps
3 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 3d17c28. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Shell commands in SKILL.md call:
python
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Tilelang Pass Workflow Analyzer loads about 1.4k tokens when it runs, and up to ~14k if it reads all its reference files. Until then it costs about 53 tokens; SKILL.md has 419 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.
Safety
Auto-check passed
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.
SKILL.md
The full file from tile-ai/tilelang-ascend at commit 3d17c28, republished under its MIT licence (© tile-ai). 419 words, ~1,438 tokens.
Download SKILL.mdSave it as
.claude/skills/tilelang-pass-workflow-analyzer/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.- name
- tilelang-pass-workflow-analyzer
- description
- TileLang Ascend Pass 工作流分析。用于理解 Pass 之间的关系、执行顺序、数据依赖，以及帮助定位新 Pass 应该在哪里添加。触发时机：用户询问 Pass pipeline、Pass 执行顺序、Pass 之间的关系、如何添加新 Pass、Pass 依赖关系、"Pass 工作流"、"Pass 顺序"、"在哪里加 Pass" 等关键词时。
TileLang Pass 工作流分析 Skill
⭐ 核心约束：分阶段信息获取
严格遵守以下信息获取优先级：
| 查询阶段 | 信息来源 | 工具使用 |
|---|---|---|
| 首次回答 | ✅ 优先使用 reference 文件 | read(references/*.md) |
| 用户追问深入细节 | ✅ 读取源码补充 | read(tilelang/engine/phase.py) |
执行规则：
用户首次提问 Pass 工作流
↓
1. 立即读取 reference 文件（pass-pipeline-overview.md / pass-dependency-graph.md）
↓
2. 基于 reference 信息生成报告（足够回答 90% 的查询）
↓
3. 仅在用户追问"具体实现"、"源码细节"时才读取源码禁止行为：
- ❌ 首次回答就读取源码文件
- ❌ 忽略 reference 文件中的已有信息
- ❌ 首次回答就并行读取 reference 和源码
核心目标
这个 skill 用于：
- 串联 Pass 关系 - 展示 Pass 之间的依赖关系和数据流传递
- 解释 Pipeline 架构 - 说明两阶段编译流程及其设计原理
- 定位新 Pass - 帮助用户确定新 Pass 应该添加在 Pipeline 的哪个位置
与 tilelang-pass-analyzer 的区别：
tilelang-pass-analyzer：侧重于单个 Pass 的功能、原理、实现细节tilelang-pass-workflow-analyzer：侧重于 Pass 之间的关系、整体工作流、新 Pass 定位
工作流程
当用户提出与 Pass 工作流相关的询问时，按照以下步骤响应：
Step 1: 识别用户意图
判断用户是想要：
- 了解整体架构 → 提供 Pipeline overview
- 理解 Pass 关系 → 展示依赖关系图
- 添加新 Pass → 提供定位指南和建议
- 查询特定阶段 → 定位到具体阶段并解释
Step 2: 选择合适的分析方式
根据意图，使用以下工具：
| 用户意图 | 参考文档 | 分析方式 |
|---|---|---|
| 了解整体架构 | references/pass-pipeline-overview.md | 展示两阶段架构图，解释设计原理 |
| 理解 Pass 关系 | references/pass-dependency-graph.md | 展示依赖关系图，说明数据传递 |
| 添加新 Pass | references/new-pass-placement-guide.md | 分析 Pass 功能特征，给出定位建议 |
| 查询特定阶段 | 根据阶段名称查找 | 定位到具体 Pass，展示上下游关系 |
Step 3: 提供分析报告
输出格式：
# Pass 工作流分析报告
## 用户问题
[用户的具体问题]
## 分析结果
### [根据意图提供对应内容]
### 关键要点
- [要点 1]
- [要点 2]
### 建议操作
[如果用户要添加新 Pass，给出具体建议]两阶段 Pipeline 架构概要
TileLang-Ascend 采用两阶段编译流程：
Python DSL (@tilelang.jit)
↓
[Phase 1: LowerAndLegalize] ← 前端标准化、Lowering
- 目标：将高级 DSL 转换为标准化 TIR
- 特点：语义保持、平台无关优化
↓
[Phase 2: OptimizeForTarget] ← 后端优化、平台特化
- 目标：针对 Ascend 硬件特性的优化
- 特点：硬件相关、性能导向
↓
CANN 工具链 → NPU 执行详细架构请查阅： references/pass-pipeline-overview.md
Pass 依赖关系核心概念
数据传递方式
Pass 之间通过 PrimFunc attrs 传递数据：
| 数据名称 | Attr 键 | 产生 Pass | 消费 Pass |
|---|---|---|---|
| Buffer Scope | buffer annotations | AscendInferBufferScope | CrossCorePipeline, CombineCV |
| Buffer Shapes | buffer_shapess | CollectBufferShapes | AscendMemoryPlanning |
| Address Map | address_map | AscendMemoryPlanning | AscendSyncInsert |
| Size Map | size_map | AscendMemoryPlanning | AscendSyncInsert |
详细依赖关系请查阅： references/pass-dependency-graph.md
新 Pass 定位指南核心原则
定位原则
添加新 Pass 时，遵循以下原则：
功能归属 - Pass 的功能属于哪个阶段？
- 前端 Lowering → Phase 1 (LowerAndLegalize)
- 后端优化 → Phase 2 (OptimizeForTarget)
数据依赖 - Pass 需要哪些输入数据？
- 识别上游 Pass 产生的 attrs
- 确保上游 Pass 已经执行
输出供给 - Pass 产生哪些输出数据？
- 识别下游 Pass 需要的 attrs
- 确保下游 Pass 可以访问
语义范围 - Pass 是平台无关还是平台特定？
- 平台无关 → Phase 1
- Ascend 特定 → Phase 2
典型定位场景
| Pass 功能特征 | 推荐位置 | 理由 |
|---|---|---|
| IR 合法化检查 | Phase 1 末尾 | 确保 lowered IR 正确性 |
| 新 Tile 操作 lowering | Phase 1，LowerTileOp 后 | 紧跟核心 lowering pass |
| 内存优化 | Phase 2，AscendStorageRewrite 后 | 利用 memory planning 信息 |
| 同步优化 | Phase 2，AscendSyncInsert 前 | 为 sync insert 提供信息 |
详细定位指南请查阅： references/new-pass-placement-guide.md
Show full SKILL.md (167 more words)Show less
参考资料
当需要详细信息时，查阅以下文档：
- Pipeline 架构详解：
references/pass-pipeline-overview.md（两阶段架构、每个阶段的 Pass 列表、设计原理） - 依赖关系图：
references/pass-dependency-graph.md（数据流、依赖链、关键 Pass 之间的关系） - 新 Pass 定位指南：
references/new-pass-placement-guide.md（定位原则、典型场景、案例分析） - 已有 Pass 注册表：
.agents/skills/tilelang-pass-analyzer/references/pass-registry-ascend.md（所有 Pass 的详细信息）
输出报告模板
当用户询问 Pass 工作流时，使用以下模板生成报告：
# Pass 工作流分析报告
## 问题类型
[整体架构 / Pass 关系 / 新 Pass 定位 / 特定阶段查询]
## 核心分析
### [根据问题类型提供对应分析]
#### [具体分析内容]
- [要点 1]
- [要点 2]
- [要点 3]
## 数据流分析
### 输入依赖
- [上游 Pass 1]: [提供的数据 1]
- [上游 Pass 2]: [提供的数据 2]
### 输出供给
- [下游 Pass 1]: [需要的数据 1]
- [下游 Pass 2]: [需要的数据 2]
## 定位建议
### 推荐位置
[具体位置描述，如 "Phase 2，在 Pass X 和 Pass Y 之间"]
### 理由
1. [理由 1]
2. [理由 2]
### 需要注意的依赖
- [依赖说明 1]
- [依赖说明 2]
## 实现建议
### 参考实现
可以参考以下 Pass 的实现：
- [Pass A]: [文件路径]
- [Pass B]: [文件路径]
### 关键步骤
1. C++ 实现：[说明]
2. Python Wrapper：[说明]
3. Pipeline 集成：[说明]
## 相关文件路径
- Pipeline 定义：`tilelang/engine/phase.py`
- Pass 注册：`src/transform/*.cc`
- Python API：`tilelang/transform/__init__.py`使用示例
示例 1: 用户询问整体架构
用户问题: "整个 Pass pipeline 是怎么组织的？"
响应策略:
- 读取
references/pass-pipeline-overview.md - 展示两阶段架构图
- 解释 Phase 1 和 Phase 2 的设计原理
- 提供关键 Pass 的简要说明
示例 2: 用户询问 Pass 关系
用户问题: "AscendMemoryPlanning 和 AscendSyncInsert 有什么关系？"
响应策略:
- 读取
references/pass-dependency-graph.md - 展示数据流：
AscendMemoryPlanning→address_map→AscendSyncInsert - 解释依赖关系：Sync Insert 需要 Memory Planning 提供的地址映射
- 说明如果要在它们之间添加新 Pass，需要注意数据传递
示例 3: 用户想添加新 Pass
用户问题: "我想加一个 Pass 来优化 L0C buffer 的数据布局，应该加在哪里？"
响应策略:
- 读取
references/new-pass-placement-guide.md - 分析 Pass 功能特征：
- 功能：优化 buffer 数据布局
- 依赖：需要知道 buffer scope (L0C)
- 平台：Ascend 特定
- 推荐位置：Phase 2，在
AscendStorageRewrite后 - 理由：
AscendStorageRewrite已经完成存储优化- 此时 buffer scope 和 shape 信息已经完备
- 属于 Ascend 后端优化范畴
- 给出实现建议和参考 Pass
注意事项
区分单个 Pass 分析 vs 工作流分析
- 用户询问单个 Pass 功能 → 使用
tilelang-pass-analyzerskill - 用户询问 Pass 关系/工作流 → 使用此 skill
- 用户询问单个 Pass 功能 → 使用
优先展示关键信息
- 避免一次性输出过多细节
- 先展示概要，再根据用户追问提供详细信息
定位建议需明确
- 提供具体位置（如 "Phase 2，第 X 步，在 Pass Y 之后"）
- 解释理由，不要只给出结论
关联已有文档
- 充分利用
tilelang-pass-analyzerskill 的注册表文档 - 当用户询问特定 Pass 时，引导其查看详细注册信息
- 充分利用
© 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
Files
SKILL.md and 4 other files (references) in .agents/skills/tilelang-pass-workflow-analyzer of tile-ai/tilelang-ascend.
- SKILL.md
- evals/evals.json
- references/new-pass-placement-guide.md
- references/pass-dependency-graph.md
- references/pass-pipeline-overview.md
Open the folder on GitHubat commit 3d17c28
Compare with similar skills
Tilelang Pass Workflow Analyzer 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 Pass Workflow Analyzer this skilltile-ai/tilelang-ascend | 400 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Agent Code Analyzerruvnet/ruflo | 74k | 3 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Agent Pagerank Analyzerruvnet/ruflo | 74k | 3 repos | ~2.9k | Automated safety check: Pass | MIT | |
| Agent Performance Analyzerruvnet/ruflo | 74k | 2 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Diff Analyzeruvnet/ruflo | 74k | — | ~450 | Automated safety check: Notes | MIT | |
| Analyze GitHub Flakeflutter/flutter | 179k | — | ~1.1k | Automated safety check: Pass | BSD-3-Clause |
Similar skills
Agent Pagerank Analyzer
ruvnet/ruflo
Agent skill for pagerank-analyzer - invoke with $agent-pagerank-analyzer
Agent Performance Analyzer
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Agent skill for performance-analyzer - invoke with $agent-performance-analyzer
Diff Analyze
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Analyze git diffs for risk scoring, reviewer recommendations, and change classification.
Analyze GitHub Flake
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Expertise in analyzing flake github issues in the flutter/flutter repository.
Agent Analyze Code Quality
ruvnet/ruflo
Agent skill for analyze-code-quality - invoke with $agent-analyze-code-quality
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Questions about Tilelang Pass Workflow Analyzer
What does Tilelang Pass Workflow Analyzer do?
TileLang Ascend Pass 工作流分析。用于理解 Pass 之间的关系、执行顺序、数据依赖，以及帮助定位新 Pass 应该在哪里添加。触发时机：用户询问 Pass pipeline、Pass 执行顺序、Pass 之间的关系、如何添加新 Pass、Pass 依赖关系、"Pass 工作流"、"Pass 顺序"、"在哪里加 Pass" 等关键词时。. Tilelang Pass Workflow Analyzer is an agent skill from tile-ai/tilelang-ascend.
How do I install Tilelang Pass Workflow Analyzer in Claude Code?
Run `npx skills add tile-ai/tilelang-ascend --skill tilelang-pass-workflow-analyzer -a claude-code`. Or copy the skill folder (.agents/skills/tilelang-pass-workflow-analyzer in tile-ai/tilelang-ascend) into .claude/skills/tilelang-pass-workflow-analyzer in your project. Claude Code loads it when a task matches its description.
How do I install Tilelang Pass Workflow Analyzer in Codex?
Run `npx skills add tile-ai/tilelang-ascend --skill tilelang-pass-workflow-analyzer -a codex`. Or copy the skill folder (.agents/skills/tilelang-pass-workflow-analyzer in tile-ai/tilelang-ascend) into .agents/skills/tilelang-pass-workflow-analyzer in your project. Codex loads it when a task matches its description.
Can I use Tilelang Pass Workflow Analyzer in Cursor, Gemini CLI or GitHub Copilot?
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-pass-workflow-analyzer -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-pass-workflow-analyzer, .gemini/skills/tilelang-pass-workflow-analyzer, .github/skills/tilelang-pass-workflow-analyzer and .opencode/skills/tilelang-pass-workflow-analyzer in your project.
What does Tilelang Pass Workflow Analyzer need to run?
Going by SKILL.md and its folder, Tilelang Pass Workflow Analyzer needs the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Tilelang Pass Workflow Analyzer access the network?
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.
Is Tilelang Pass Workflow Analyzer safe to install?
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.
What licence does Tilelang Pass Workflow Analyzer use?
Tilelang Pass Workflow Analyzer is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Tilelang Pass Workflow Analyzer use?
About 1.4k tokens (SKILL.md is roughly 5.8k 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 12k tokens, read only when the agent opens those files.
What are the alternatives to Tilelang Pass Workflow Analyzer?
Skills that share tags, products or a category with Tilelang Pass Workflow Analyzer: Agent Code Analyzer (ruvnet/ruflo, 74k stars), Agent Pagerank Analyzer (ruvnet/ruflo, 74k stars), Agent Performance Analyzer (ruvnet/ruflo, 74k stars) and Diff Analyze (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Tilelang Pass Workflow Analyzer?
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.