Agent skill

External Mindstudio Ascend Profiler DB Explorer

by ascend-ai-coding in ascend-ai-coding/awesome-ascend-skills

面向 Ascend PyTorch Profiler / msprof DB(如 ascendpytorchprofiler.db、msprof.db)的 SQL 分析技能。将自然语言问题(算子耗时、通信、下发、调度、schema/table 查询)转为安全可执行 SQL,并按需从官方文档提取表结构详情。

No licenceAuto-check passedDevelopment

Install External Mindstudio Ascend Profiler DB Explorer

skills CLI
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-ascend-profiler-db-explorer -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-mindstudio-ascend-profiler-db-explorer --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/external/mindstudio/ascend-profiler-db-explorer .claude/skills/external-mindstudio-ascend-profiler-db-explorer && rm -rf skills-src

Use ~/.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/

Facts

Skill name
external-mindstudio-ascend-profiler-db-explorer
GitHub stars
174
Token cost
~1.4k tokens
SKILL.md length
285 words
Files
3 (incl. scripts, references)
Skills in repo
70
Repo updated
First seen
Licence
None found

At a glance

面向 Ascend PyTorch Profiler / msprof DB(如 ascendpytorchprofiler.db、msprof.db)的 SQL 分析技能。将自然语言问题(算子耗时、通信、下发、调度、schema/table 查询)转为安全可执行 SQL,并按需从官方文档提取表结构详情。

  • Works in 6 steps: 先获取当前 db 的真实表名(推荐) → 用脚本做文档/DB 对齐(推荐) → get_schema_by_table_name(table_name) → …
  • Tasks that involve Performance optimization
  • SKILL.md covers 技能目标, 角色定位, 使用场景 and 触发词(召回增强), plus 5 more sections
  • Runs Python scripts from its folder; calls python3 and sqlite3

What it does

External Mindstudio Ascend Profiler DB Explorer is an agent skill from ascend-ai-coding/awesome-ascend-skills. 面向 Ascend PyTorch Profiler / msprof DB(如 ascendpytorchprofiler.db、msprof.db)的 SQL 分析技能。将自然语言问题(算子耗时、通信、下发、调度、schema/table 查询)转为安全可执行 SQL,并按需从官方文档提取表结构详情。

Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts and reference files (for example `references/profiler_db_data_format.md` and `scripts/get_schema.py`).

It sits in Development, covering Performance optimization, Deep learning and SQL. It works with SQL, PyTorch and SQLite. The repository describes itself as: A comprehensive knowledge base for Huawei Ascend NPU development, structured as distributed Agent Skills. https://ascend-ai-coding.github.io/awesome-ascend-skills/.

When your agent uses it

  • Tasks that involve Performance optimization
  • Tasks that involve Deep learning
  • Tasks that involve SQL

Example prompts

  • “/external-mindstudio-ascend-profiler-db-explorer”

Requirements

  • Python 3

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. 先获取当前 db 的真实表名(推荐)
  2. 用脚本做文档/DB 对齐(推荐)
  3. get_schema_by_table_name(table_name)
  4. 算子计算明细宏 (Compute Macro)
  5. 通信明细宏 (Communication Macro)
  6. 下发映射宏 (Dispatch Macro)

What it can do on your machine

Read from SKILL.md and the folder at commit 62a4ecb. 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

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3
    • sqlite3

    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

External Mindstudio Ascend Profiler DB Explorer loads about 1.4k tokens when it runs, and up to ~8.4k if it reads all its reference files. Until then it costs about 52 tokens; SKILL.md has 285 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~52
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~8.4k

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); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 285 words (~1,401 tokens).

name
external-mindstudio-ascend-profiler-db-explorer
keywords
db, sqlite, sql, table, schema, ascend-pytorch-profiler-db, ascend_pytorch_profiler, 算子耗时, 通信耗时, 下发分析, 调度分析
original-name
ascend_pytorch_profiler_db_explorer
synced-from
https://github.com/kali20gakki/mindstudio-skills
synced-date
2026-05-26
synced-commit
f6695da3cfa864a100db5a94f594b638aeff6389
license
UNKNOWN

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files (scripts, references) in external/mindstudio/ascend-profiler-db-explorer of ascend-ai-coding/awesome-ascend-skills.

  • SKILL.md
  • references/profiler_db_data_format.md
  • scripts/get_schema.py

Open the folder on GitHubat commit 62a4ecb

Compare with similar skills

External Mindstudio Ascend Profiler DB Explorer 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.

External Mindstudio Ascend Profiler DB Explorer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
External Mindstudio Ascend Profiler DB Explorer this skillascend-ai-coding/awesome-ascend-skills174—~1.4kAutomated safety check: PassNone
Pytorch Clickhousepytorch/test-infra113—~2.8kAutomated safety check: PassCustom licence
The Art of Debuggingstas00/the-art-of-debugging1.7k—~6.1kAutomated safety check: NotesCC-BY-SA-4.0
Android Profilerarindamxd/camerax-android1322 repos~493Automated safety check: PassApache-2.0
Torch Performance Optimizationalbumentations-team/albucore123—~895Automated safety check: PassMIT
Database Scoutzebbern/claude-code-guide4.7k—~1.1kAutomated safety check: PassMIT

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Questions about External Mindstudio Ascend Profiler DB Explorer

What does External Mindstudio Ascend Profiler DB Explorer do?

面向 Ascend PyTorch Profiler / msprof DB(如 ascendpytorchprofiler.db、msprof.db)的 SQL 分析技能。将自然语言问题(算子耗时、通信、下发、调度、schema/table 查询)转为安全可执行 SQL,并按需从官方文档提取表结构详情。. External Mindstudio Ascend Profiler DB Explorer is an agent skill from ascend-ai-coding/awesome-ascend-skills.

When should I use External Mindstudio Ascend Profiler DB Explorer?

External Mindstudio Ascend Profiler DB Explorer fits situations like: tasks that involve Performance optimization; tasks that involve Deep learning; tasks that involve SQL.

How do I install External Mindstudio Ascend Profiler DB Explorer in Claude Code?

Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-ascend-profiler-db-explorer -a claude-code`. Or copy the skill folder (external/mindstudio/ascend-profiler-db-explorer in ascend-ai-coding/awesome-ascend-skills) into .claude/skills/external-mindstudio-ascend-profiler-db-explorer in your project. Claude Code loads it when a task matches its description.

How do I install External Mindstudio Ascend Profiler DB Explorer in Codex?

Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-ascend-profiler-db-explorer -a codex`. Or copy the skill folder (external/mindstudio/ascend-profiler-db-explorer in ascend-ai-coding/awesome-ascend-skills) into .agents/skills/external-mindstudio-ascend-profiler-db-explorer in your project. Codex loads it when a task matches its description.

Can I use External Mindstudio Ascend Profiler DB Explorer 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 ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-ascend-profiler-db-explorer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/external-mindstudio-ascend-profiler-db-explorer, .gemini/skills/external-mindstudio-ascend-profiler-db-explorer, .github/skills/external-mindstudio-ascend-profiler-db-explorer and .opencode/skills/external-mindstudio-ascend-profiler-db-explorer in your project.

What does External Mindstudio Ascend Profiler DB Explorer need to run?

Going by SKILL.md and its folder, External Mindstudio Ascend Profiler DB Explorer needs Python for the scripts in its folder and the command-line tools its instructions call (python3 and sqlite3). Our summary lists: Python 3.

Does External Mindstudio Ascend Profiler DB Explorer 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 External Mindstudio Ascend Profiler DB Explorer 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does External Mindstudio Ascend Profiler DB Explorer use?

No licence was found for External Mindstudio Ascend Profiler DB Explorer or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does External Mindstudio Ascend Profiler DB Explorer use?

About 1.4k tokens (SKILL.md is roughly 5.6k 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 7k tokens, read only when the agent opens those files.

What are the alternatives to External Mindstudio Ascend Profiler DB Explorer?

Skills that share tags, products or a category with External Mindstudio Ascend Profiler DB Explorer: Pytorch Clickhouse (pytorch/test-infra, 113 stars), The Art of Debugging (stas00/the-art-of-debugging, 1.7k stars), Android Profiler (arindamxd/camerax-android, 132 stars) and Torch Performance Optimization (albumentations-team/albucore, 123 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains External Mindstudio Ascend Profiler DB Explorer?

ascend-ai-coding (a GitHub organization) maintains it in ascend-ai-coding/awesome-ascend-skills, which has 174 GitHub stars. The repository holds 70 skills in this directory. The repository was last updated on October 9, 2026.

Source: ascend-ai-coding/awesome-ascend-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.