Agent skill

Large Fill Pressure

by Superior-Trade in Superior-Trade/superior-skills

A skill your agent uses when repeated large fills on a Polymarket prediction market suggest directional participation or informed flow worth trading behind.

MITAuto-check passedBusiness, Finance & HR

Install Large Fill Pressure

skills CLI

$ npx skills add Superior-Trade/superior-skills --skill large-fill-pressure -a claude-code

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

GitHub CLI

$ gh skill install Superior-Trade/superior-skills large-fill-pressure --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/Superior-Trade/superior-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/large-fill-pressure .claude/skills/large-fill-pressure && 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/

Paste into Claude Code

Install the "large-fill-pressure" agent skill from https://github.com/Superior-Trade/superior-skills/tree/main/skills/large-fill-pressure into .claude/skills/large-fill-pressure/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "large-fill-pressure", 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

$skill-installer install https://github.com/Superior-Trade/superior-skills/tree/main/skills/large-fill-pressure

Type 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.

skills CLI

$ npx skills add Superior-Trade/superior-skills --skill large-fill-pressure -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install Superior-Trade/superior-skills large-fill-pressure --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/Superior-Trade/superior-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/large-fill-pressure .agents/skills/large-fill-pressure && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "large-fill-pressure" agent skill from https://github.com/Superior-Trade/superior-skills/tree/main/skills/large-fill-pressure into .agents/skills/large-fill-pressure/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "large-fill-pressure", 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.

skills CLI

$ npx skills add Superior-Trade/superior-skills --skill large-fill-pressure -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install Superior-Trade/superior-skills large-fill-pressure --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/Superior-Trade/superior-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/large-fill-pressure .cursor/skills/large-fill-pressure && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "large-fill-pressure" agent skill from https://github.com/Superior-Trade/superior-skills/tree/main/skills/large-fill-pressure into .cursor/skills/large-fill-pressure/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "large-fill-pressure", 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

$ gemini skills install https://github.com/Superior-Trade/superior-skills.git --path skills/large-fill-pressure

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add Superior-Trade/superior-skills --skill large-fill-pressure -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install Superior-Trade/superior-skills large-fill-pressure --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/Superior-Trade/superior-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/large-fill-pressure .gemini/skills/large-fill-pressure && rm -rf skills-src

Use ~/.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/

Paste into Gemini CLI

Install the "large-fill-pressure" agent skill from https://github.com/Superior-Trade/superior-skills/tree/main/skills/large-fill-pressure into .gemini/skills/large-fill-pressure/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "large-fill-pressure", 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.

GitHub CLI

$ gh skill install Superior-Trade/superior-skills large-fill-pressure

Installs 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).

skills CLI

$ npx skills add Superior-Trade/superior-skills --skill large-fill-pressure -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/Superior-Trade/superior-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/large-fill-pressure .github/skills/large-fill-pressure && rm -rf skills-src

Use ~/.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/

Paste into GitHub Copilot

Install the "large-fill-pressure" agent skill from https://github.com/Superior-Trade/superior-skills/tree/main/skills/large-fill-pressure into .github/skills/large-fill-pressure/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "large-fill-pressure", 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.

skills CLI

$ npx skills add Superior-Trade/superior-skills --skill large-fill-pressure -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install Superior-Trade/superior-skills large-fill-pressure --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/Superior-Trade/superior-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/large-fill-pressure .opencode/skills/large-fill-pressure && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "large-fill-pressure" agent skill from https://github.com/Superior-Trade/superior-skills/tree/main/skills/large-fill-pressure into .opencode/skills/large-fill-pressure/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "large-fill-pressure", 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: large-fill-pressure
GitHub stars: 215
Token cost: ~686 tokens
SKILL.md length: 325 words
Files: 1
Skills in repo: 31
Repo updated: Sep 10, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

A skill your agent uses when repeated large fills on a Polymarket prediction market suggest directional participation or informed flow worth trading behind.

Works in 4 steps: A one-off large fill may be risk… → Fill size does not equal… → One market can show repeated prints… → …
Repeated large fills on a Polymarket prediction market suggest directional participation
SKILL.md covers When to use, What the agent should look for, Backtest fit with filled data and Strategy logic, plus 5 more sections
Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Large Fill Pressure is an agent skill from Superior-Trade/superior-skills. Use when repeated large fills on a Polymarket prediction market suggest directional participation or informed flow worth trading behind.

Its SKILL.md is about 690 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Business, Finance & HR, covering Trading and backtesting. It works with Polymarket. The repository describes itself as: Open agent skills and tool schemas for Superior Trade — build, backtest, and deploy trading strategies on Hyperliquid. The licence is MIT.

When your agent uses it

Repeated large fills on a Polymarket prediction market suggest directional participation
Informed flow worth trading behind

Example prompts

“/large-fill-pressure”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

A one-off large fill may be risk transfer or hedge activity, not directional pressure.
Fill size does not equal resting-likelihood in live execution.
One market can show repeated prints during low liquidity and still revert immediately.
Backtest quality can degrade if fill data coverage is noisy or sparse.

What it can do on your machine

Read from SKILL.md and the folder at commit 9d41db5. 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
No scripts in the folder and no shell commands in SKILL.md (its code samples are json).
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

Large Fill Pressure loads about 686 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 325 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~39
When it runs · the whole SKILL.md, loaded when a task matches: ~686

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 Superior-Trade/superior-skills at commit 9d41db5, republished under its MIT licence (© Superior-Trade). 325 words, ~686 tokens.

Download SKILL.mdSave it as .claude/skills/large-fill-pressure/SKILL.md (or your agent's skills folder).

name: large-fill-pressure
description: Use when repeated large fills on a Polymarket prediction market suggest directional participation or informed flow worth trading behind.
metadata.version: 0.1.0
metadata.updated: 2026-06-17

Strategy: Polymarket · Large-Fill Pressure

When to use

Use this when the user asks about whales, big fills, unusual size, or "who is moving this market."

What the agent should look for

Canonical Polymarket market from GET /context/markets?venue=polymarket.
High-quality filled volume history with enough ticks.
Fill sizes meaningfully above that market's recent median.
Multiple large fills in a short interval with same-direction follow-through.
No single fill dominating the backtest window.

Backtest fit with filled data

Good fit for directional-signal detection, weak fit for proving source-side confidence. Filled TradeTick replay can show whether big prints were associated with sustained movement, but it cannot reveal maker intent, hidden liquidity, or queue position.

Treat this as an archetype template that helps generate custom Nautilus strategy code; do not imply it is a proven edge.

Strategy logic

Count large fill clusters over a rolling window. Enter when both size and direction align with the configured cluster threshold. Exit after a fixed window, reversal signal, or price giveback.

Nautilus strategy shape

Keep a rolling median of recent fill sizes.
Tag a fill as large when size exceeds a multiplier of the median.
Track clusters of large fills by direction and time window.
Enter after a minimum cluster size and directional confirmation.
Exit on fixed holding duration, reverse cluster, or price retrace.

Example strategyConfig

json

{
  "size_window_ticks": 80,
  "large_fill_multiple": 3.0,
  "cluster_ticks": 12,
  "min_cluster_count": 3,
  "order_size": 10,
  "exit_after_ticks": 40
}

Iteration knobs

Knob	Effect
`large_fill_multiple`	Higher = only react to more unusual fills.
`cluster_ticks`	Lower = require tighter timing between fills.
`min_cluster_count`	Higher = fewer, higher-confidence entries.
`exit_after_ticks`	Lower = shorter reaction window.

Failure modes

A one-off large fill may be risk transfer or hedge activity, not directional pressure.
Fill size does not equal resting-likelihood in live execution.
One market can show repeated prints during low liquidity and still revert immediately.
Backtest quality can degrade if fill data coverage is noisy or sparse.

User-facing framing

"This is a filled-trade pressure archetype. It uses exact slugs and TradeTick backtests to shape a custom Nautilus strategy, not to promise profit."

Files

Just SKILL.md in skills/large-fill-pressure of Superior-Trade/superior-skills.

Open the folder on GitHubat commit 9d41db5

Compare with similar skills

Large Fill Pressure 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.

Large Fill Pressure compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Large Fill Pressure this skillSuperior-Trade/superior-skills	215	—	~686	Automated safety check: Pass	MIT	1 mo ago
Digital Oraclekomako-workshop/digital-oracle	878	—	~5.9k	Automated safety check: Pass	MIT	2 mo ago
Polyclawchainstacklabs/polyclaw	359	1 repos	~2k	Automated safety check: Pass	Apache-2.0	5 mo ago
Polymarket TradingBlockRunAI/ClawRouter	6.6k	—	~1.4k	Automated safety check: Pass	MIT	5 days ago
Dr Manhattanguzus/dr-manhattan	204	—	~2k	Automated safety check: Pass	Apache-2.0	2 mo ago
Fintoolsecond-state/fintool	316	—	~5.9k	Automated safety check: Pass	None	4 mo ago

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Works with

Polymarket

Questions about Large Fill Pressure

What does Large Fill Pressure do?

A skill your agent uses when repeated large fills on a Polymarket prediction market suggest directional participation or informed flow worth trading behind. Large Fill Pressure is an agent skill from Superior-Trade/superior-skills. Use when repeated large fills on a Polymarket prediction market suggest directional participation or informed flow worth trading behind.

When should I use Large Fill Pressure?

Large Fill Pressure fits situations like: repeated large fills on a Polymarket prediction market suggest directional participation; informed flow worth trading behind.

How do I install Large Fill Pressure in Claude Code?

Run `npx skills add Superior-Trade/superior-skills --skill large-fill-pressure -a claude-code`. Or copy the skill folder (skills/large-fill-pressure in Superior-Trade/superior-skills) into .claude/skills/large-fill-pressure in your project. Claude Code loads it when a task matches its description.

How do I install Large Fill Pressure in Codex?

Run `npx skills add Superior-Trade/superior-skills --skill large-fill-pressure -a codex`. Or copy the skill folder (skills/large-fill-pressure in Superior-Trade/superior-skills) into .agents/skills/large-fill-pressure in your project. Codex loads it when a task matches its description.

Can I use Large Fill Pressure 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 Superior-Trade/superior-skills --skill large-fill-pressure -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/large-fill-pressure, .gemini/skills/large-fill-pressure, .github/skills/large-fill-pressure and .opencode/skills/large-fill-pressure in your project.

What does Large Fill Pressure need to run?

SKILL.md names no scripts, command-line tools or credentials: Large Fill Pressure is instructions for the agent only.

Does Large Fill Pressure 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 Large Fill Pressure 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 Large Fill Pressure use?

Large Fill Pressure 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 Large Fill Pressure use?

About 686 tokens (SKILL.md is roughly 2.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Large Fill Pressure?

Skills that share tags, products or a category with Large Fill Pressure: Digital Oracle (komako-workshop/digital-oracle, 878 stars), Polyclaw (chainstacklabs/polyclaw, 359 stars), Polymarket Trading (BlockRunAI/ClawRouter, 6.6k stars) and Dr Manhattan (guzus/dr-manhattan, 204 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Large Fill Pressure?

Superior-Trade (a GitHub organization) maintains it in Superior-Trade/superior-skills, which has 215 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on September 10, 2026.

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

Install Large Fill Pressure

Facts

At a glance

What it does

When your agent uses it

Example prompts

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Strategy: Polymarket · Large-Fill Pressure

When to use

What the agent should look for

Backtest fit with filled data

Strategy logic

Nautilus strategy shape

Example strategyConfig

Iteration knobs

Failure modes

User-facing framing

Files

Compare with similar skills

Similar skills

More from Superior-Trade/superior-skills

Related

Questions about Large Fill Pressure