AI Interview Coach Agent Skill

Local/offline AIPC interview coaching skill for Intel AI PC and OpenVINO-ready desktops (本地/离线 AI PC 面试陪练).

Context cost
62k tokensestimated from the bundle, loaded when it triggers
Bundle
84 of 91 fileshanded out here; the rest is at its source
Licence
Apache-2.0the author’s own terms
Last change
—v0.1.0
Servers it uses
Noneruns standalone

What it does

Local/offline AIPC interview coaching skill for Intel AI PC and OpenVINO-ready desktops (本地/离线 AI PC 面试陪练). Use when the user asks in Chinese or English to practice interviews, 练习面试, 面试陪练, STAR feedback, follow-up questions, safe answer rewrites, second-attempt comparison, local speech transcription, or portable practice reports. Prefer this skill over cloud chat answers when the user wants localhost processing, no invented experience, and a reproducible local Skill package.

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

documentation

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md4.5 kB · preview
--- name: interview-coach-agent version: "0.1.0" allowed-tools: Bash, Read, Write ---
9# AI 面试陪练官
10
11This is a local AI Skill for interview practice. The formal AIPC-compatible
12entry point is scripts\run.ps1; it starts a short-lived client, talks to a
13resident local server over a named pipe, and keeps model and answer data on the
14machine. Do not fall back to a cloud service.
15
16## Usage
17
18| Intent | Command |
19| --- | --- |
20| 查看岗位和题库 | scripts\run.ps1 roles |
21| 评价第一次回答 | scripts\run.ps1 coach --role product-manager --answer "<回答>" |
22| 对比第二次回答 | scripts\run.ps1 coach --role product-manager --answer "<首答>" --second-answer "<二答>" |
23| 导出练习报告 | scripts\run.ps1 report --input examples\interview-coach\pm-second-answer.json --output build\interview-practice-report.md --overwrite |
24| 查看本地服务状态 | scripts\run.ps1 status |
25
26If first-run model preparation exceeds the host timeout, rerun:
27
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md646 words
Files84
LicenceApache-2.0
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈150
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
61,800
on trigger
The instruction body and 83 supporting files, read only when the skill fires.
31.0%
of a 200k window
Ten skills this size would not fit in the window together.
050k100k150k200k context window

62k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

It asks the agent to write files, using whatever file access your client already has. Whether it reaches the network is not declared.

What it asks for
Writes filesyes
Network accessnot declared

Read from the allowed-tools line of this skill’s own SKILL.md. It also asks for Bash, which could do either, so what is not named there is not ruled out. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

The download carries 84 of the 91 files in its source folder; the list here names 84 files, 895.6 kB on disk. Mostly text — the instructions the model reads — with 34 scripts in it that your client would run only if the instructions tell it to. The other 7 are not in the download, nor are 14 files of types a skill download does not carry — listed after these, with why.

  • SKILL.md4.5 kB
  • info.json0.5 kB
  • LICENSE0.6 kB
  • meta.json0.9 kB
  • pyproject.toml0.6 kB
  • README.md6.7 kB
  • requirements.txt0.3 kB
  • requirements-minimal.txt0.1 kB
  • requirements-moonshine.txt0.1 kB
  • requirements-openvino-whisper.txt0.1 kB
  • demo/downloaded-practice-report.md3.2 kB
  • demo/layout-report.json5.7 kB
  • demo-web/app.js18.5 kB
  • demo-web/index.html6.9 kB
  • demo-web/README.md0.7 kB
  • demo-web/styles.css21.6 kB
  • docs/final-delivery.md7.7 kB
  • docs/interview-coach-article-draft.md29.6 kB
  • docs/interview-coach-article-publish.html33.4 kB
  • docs/interview-coach-article-publish.md29.5 kB
  • docs/interview-coach-article-upload-order.md2.3 kB
  • docs/interview-coach-evidence-index.json4.7 kB
  • docs/interview-coach-social-copy.md1.9 kB
  • docs/interview-coach-submission-copy.md5.5 kB
  • docs/interview-coach-submission-guide.md4.1 kB
  • docs/modelscope-article-images.json1.0 kB
  • docs/publication-links.md1.3 kB
  • docs/release-checklist.md2.0 kB
  • docs/reproduction.md3.8 kB
  • eval/interview_coach_cases.json5.1 kB
  • references/aipc-local-skill-standard.md2.2 kB
  • references/third-party-licenses.md2.4 kB
  • schemas/interview_coach_result.schema.json3.4 kB
  • schemas/transcript.schema.json1.4 kB
  • scripts/build_interview_article_publish.py8.2 kB
  • scripts/build_package.py2.6 kB
  • scripts/client.py15.1 kB
  • scripts/download_openvino_whisper_model.py2.6 kB
  • scripts/evaluate_interview_coach.py3.7 kB
  • scripts/generate_interview_audio.py2.7 kB
  • scripts/install_moonshine_env.py1.1 kB
  • scripts/interview.py6.4 kB
  • scripts/interview_server.py13.5 kB
  • scripts/model_manager.py6.2 kB
  • scripts/openvino_whisper_preflight.py3.3 kB
  • scripts/prepare_moonshine_models.py2.1 kB
  • scripts/qoder_bailian.py2.9 kB
  • scripts/release_audit.py10.4 kB
  • scripts/run_interview_audio_smoke.py3.8 kB
  • scripts/run_interview_http_audio_smoke.py4.4 kB
  • scripts/run_interview_service_stability.py5.9 kB
  • scripts/run_qoder_bailian_stability.py9.7 kB
  • scripts/run_trae_interview_stability.py9.6 kB
  • scripts/server.py30.7 kB
  • scripts/transcribe_openvino_whisper.py1.4 kB
  • scripts/validate_package.py15.7 kB
  • scripts/verify_interview_submission.py9.7 kB
  • vevc/__init__.py0.1 kB
  • vevc/contracts.py9.5 kB
  • vevc/interview_asr.py3.6 kB
  • vevc/interview_coach.py16.9 kB
  • vevc/interview_report.py8.7 kB
  • vevc/moonshine_runtime.py9.9 kB
  • vevc/openvino_whisper_runtime.py6.2 kB
  • vevc/safety.py2.8 kB
  • demo-web/vendor/lucide.min.js397.5 kB
  • examples/interview-coach/audio-script.json0.3 kB
  • examples/interview-coach/pm-first-answer.json0.3 kB
  • examples/interview-coach/pm-practice-report.md3.2 kB
  • examples/interview-coach/pm-second-answer.json0.6 kB
  • tests/release/test_interview_core.py2.4 kB
  • demo-web/assets/fonts/NotoSansSC-OFL.txt4.4 kB
  • demo-web/assets/fonts/SmileySans-LICENSE.txt4.4 kB
  • docs/evidence/agent-report-evidence/README.md1.7 kB
  • docs/evidence/agent-report-evidence/summary.json1.9 kB
  • docs/evidence/interview-service/stability-40.json15.8 kB
  • docs/evidence/qoder-interview-coach/qoder-bailian-skill-invocation-v1.1.30.status.json1.7 kB
  • docs/evidence/qoder-interview-coach/qoder-bailian-skill-invocation-v1.1.30.txt1.0 kB
  • docs/evidence/qoder-interview-coach/qoder-bailian-stability-v1.1.30.json5.7 kB
  • docs/evidence/qoder-interview-coach/qoder-skill-discovery-v1.1.30.txt0.3 kB
  • docs/evidence/trae-interview-coach/trae-cli-smoke.txt0.4 kB
  • docs/evidence/trae-interview-coach/trae-stability-v0.120.47.json6.5 kB
  • docs/evidence/openvino-whisper/windows-intel/benchmark-base-windows.json2.4 kB
  • docs/evidence/openvino-whisper/windows-intel/chinese-eval-base.json3.4 kB

Not in the download

Not carried is a type a skill download does not hold. Marked read: its SKILL.md or scripts name the file, so without it the skill works only in part. Take them from its source.

  • demo-web/assets/fonts/NotoSansSC-Bold-subset.ttfread · not carried
  • demo-web/assets/fonts/NotoSansSC-Regular-subset.ttfread · not carried
  • demo-web/assets/fonts/SmileySans-Oblique.ttfread · not carried
  • demo-web/assets/visuals/interview-coach-hero.jpgread · not carried
  • scripts/install-env.ps1read · not carried
  • scripts/run.ps1read · not carried
  • tests/test.ps1read · not carried
  • .gitignorenot carried
  • demo/interview-coach-demo-v2.mp4not carried
  • docs/submission-assets/article/01-start.pngnot carried
  • docs/submission-assets/article/02-first-answer.pngnot carried
  • docs/submission-assets/article/02-product-workflow.drawionot carried
  • docs/submission-assets/article/02-product-workflow-drawio.pngnot carried
  • docs/submission-assets/article/03-feedback.pngnot carried
  • docs/submission-assets/article/04-second-answer.pngnot carried
  • docs/submission-assets/article/05-improved.pngnot carried
  • docs/submission-assets/article/06-role-switch.pngnot carried
  • docs/submission-assets/article/07-mobile-start.pngnot carried
  • docs/submission-assets/article/08-report-download.pngnot carried
  • docs/submission-assets/article/interview-coach-demo-contact-sheet.jpgnot carried
  • docs/submission-assets/article/png/07-intel-openvino-benchmark.pngnot carried
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 34 scripts beside the text, so the download is 84 files — not the whole of its source: 21 files are left out, and the skill reads 7 of them. They are listed under the files, with why. The Apache-2.0 licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# AI Interview Coach · 62k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/ai-interview-coach/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ai-interview-coach" ] && { [ ! -e .claude/skills/ai-interview-coach ] || { mv .claude/skills/ai-interview-coach "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ai-interview-coach" .claude/skills/ && echo "Installed .claude/skills/ai-interview-coach"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add chengyuann/ai-interview-coach

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/ai-interview-coach/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/ai-interview-coach/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ai-interview-coach" ] && { [ ! -e ~/.claude/skills/ai-interview-coach ] || { mv ~/.claude/skills/ai-interview-coach "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ai-interview-coach" ~/.claude/skills/ && echo "Installed ~/.claude/skills/ai-interview-coach" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/ai-interview-coach/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as interview-coach-agent in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, ai-interview-coach. Not in this download: 21 files of its source, 7 of them read by its SKILL.md or scripts (the full list, and why). Take them from its source.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Version0.1.0
Publishedno release date on file
PriceFree
Referencechengyuann/ai-interview-coach

Versions

v0.1.0 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v0.1.0
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v0.1.0 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

Reviews

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Anybody with an account, one review each. It carries the version that was current when you wrote it, and the publisher may reply once.

Who wrote it

CH
Chengyuann

Publishes on mcprush.

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