Expert Panel Agent Skill

Multi-framework content review with convergent synthesis.

Context cost
7.2k tokensestimated from the bundle, loaded when it triggers
Bundle
1 file · 28.6 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

Multi-framework content review with convergent synthesis. Each lens applies a named analytical framework — grounded in published source material, not persona impersonation — to the target content. Parallel dispatch, web research or user-provided references, convergent synthesis, prioritized action list. Triggers: expert panel, expert review, expert audit, panel review, multi-lens review, framework review, content audit, workshop audit, strategy review, get expert feedback, advisory review.

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.

content

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.md28.6 kB · preview
--- name: expert-panel allowed-tools: - Read - Grep - Glob - Agent - AskUserQuestion - WebSearch - WebFetch - Bash ---
22# Expert Panel
23
24Apply multiple analytical frameworks to content in parallel, then synthesize the findings into convergent signals, productive disagreements, and a prioritized action list.
25
26## What this skill is — and what it is not
27
28Each lens is a **named analytical framework** (evolutionary design, learning science, practitioner reality-check, etc.) with traceable sources (books, articles, published talks). The skill applies those frameworks to the target content and cites specific concepts by name.
29
30Each lens is **NOT a persona impersonation**. The skill never claims "Fowler says" or "Newport would argue." It claims "applying the evolutionary-design framework (source: Fowler, Refactoring 2nd ed.) to this content, the following pattern emerges." The framework is the lens. The author is the source. The AI is the reader applying the framework — like a careful graduate student who read the book, not like the author in the room.
31
32This distinction matters because:
33- AI cannot faithfully represent what a specific person thinks. It can apply their published frameworks.
34- Persona impersonation fabricates opinions and creates false authority. Framework application is traceable and falsifiable.
35- If a framework produces a wrong finding, you can check it against the source material. If a persona produces a wrong finding, there's nothing to check — it's just plausible-sounding noise.
36
37## Grounding tiers
38
39The skill supports three tiers of grounding, from highest to lowest fidelity:
40
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md4,054 words
Files1
LicenceMIT
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.

≈160
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
6,990
on trigger
The instruction body, read only when the skill fires.
3.6%
of a 200k window
Ten skills this size would take about 36% of the window before you open a file.
050k100k150k200k context window

7.2k 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 for pages to be fetched through your client’s own network access. Whether it writes files is not declared.

What it asks for
Writes filesnot declared
Network accessyes

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

1 file, 28.6 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md28.6 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 1 file you can review in full before installing. The MIT 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.

# Expert Panel · 7.2k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/expert-panel/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/expert-panel" ] && { [ ! -e .claude/skills/expert-panel ] || { mv .claude/skills/expert-panel "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/expert-panel" .claude/skills/ && echo "Installed .claude/skills/expert-panel"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add ondrej-svec/expert-panel

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/expert-panel/ 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/expert-panel/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/expert-panel" ] && { [ ! -e ~/.claude/skills/expert-panel ] || { mv ~/.claude/skills/expert-panel "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/expert-panel" ~/.claude/skills/ && echo "Installed ~/.claude/skills/expert-panel" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/expert-panel/ 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.

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
Versionnot versioned
Publishedno release date on file
PriceFree
Referenceondrej-svec/expert-panel

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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