Agent skill

Polymarket Copy Tracker

by aAAaqwq in aAAaqwq/AGI-Super-Team

Analyze top Polymarket traders for copy trading. An agent skill from aAAaqwq/AGI-Super-Team.

MITAuto-check passedBusiness, Finance & HR

Install Polymarket Copy Tracker

skills CLI
$ npx skills add aAAaqwq/AGI-Super-Team --skill polymarket-copy-tracker -a claude-code

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

GitHub CLI
$ gh skill install aAAaqwq/AGI-Super-Team polymarket-copy-tracker --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/aAAaqwq/AGI-Super-Team.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/polymarket-copy-tracker .claude/skills/polymarket-copy-tracker && 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
polymarket-copy-tracker
GitHub stars
105
Token cost
~1.1k tokens
SKILL.md length
335 words
Files
6 (incl. scripts, references)
Skills in repo
167
Repo updated
First seen
Licence
MIT

At a glance

Analyze top Polymarket traders for copy trading. An agent skill from aAAaqwq/AGI-Super-Team.

  • Works in 3 steps: Get wallet addresses → Analyze a wallet → Score multiple wallets
  • Asked to find best traders to copy
  • SKILL.md covers Data Sources, Quick Start, API Endpoints and Scoring Criteria, plus 6 more sections
  • Runs Python scripts from its folder; calls python3; reaches data-api.polymarket.com

What it does

Polymarket Copy Tracker is an agent skill from aAAaqwq/AGI-Super-Team. Analyze top Polymarket traders for copy trading. Use when asked to find best traders to copy, analyze trader performance/history, evaluate wallet PnL, discover high-ROI wallets, or research trader win rates on Polymarket. Supports Dune analytics, Polymarket Data API, and automated scoring.

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts and reference files (for example `references/discovery-methods.md`, `references/top-wallets.md` and `scripts/analyze_wallet.py`).

It sits in Business, Finance & HR, covering Trading and backtesting. It works with Polymarket. The repository describes itself as: An installable, cross-framework AI organization: C-suite agents, expert subagents, curated skills, independent review, and one-command setup across 18 AI client/runtime adapters. The licence is MIT.

When your agent uses it

  • Asked to find best traders to copy
  • Analyze trader performance/history
  • Evaluate wallet PnL
  • Discover high-ROI wallets

Example prompts

  • “/polymarket-copy-tracker”

Requirements

  • Python 3

Workflow steps

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

  1. Get wallet addresses
  2. Analyze a wallet
  3. Score multiple wallets

What it can do on your machine

Read from SKILL.md and the folder at commit 331ecd3. 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 3 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • data-api.polymarket.com

    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

Polymarket Copy Tracker loads about 1.1k tokens when it runs, and up to ~3k if it reads all its reference files. Until then it costs about 79 tokens; SKILL.md has 335 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~79
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3k

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

The full file from aAAaqwq/AGI-Super-Team at commit 331ecd3, republished under its MIT licence (© aAAaqwq). 335 words, ~1,130 tokens.

Download SKILL.mdSave it as .claude/skills/polymarket-copy-tracker/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.
name
polymarket-copy-tracker
description
Analyze top Polymarket traders for copy trading. Use when asked to find best traders to copy, analyze trader performance/history, evaluate wallet PnL, discover high-ROI wallets, or research trader win rates on Polymarket. Supports Dune analytics, Polymarket Data API, and automated scoring.

Polymarket Copy Tracker

Analyze top Polymarket traders for copy trading signals.

Data Sources

  1. Data API (data-api.polymarket.com) - Wallet history (public, no auth)
  2. Polymarket.com/leaderboard - Top traders page (extract wallet addresses)

Quick Start

Step 1: Get wallet addresses
bash
python3 scripts/find_top_traders.py --limit 20
Step 2: Analyze a wallet
bash
python3 scripts/analyze_wallet.py 0xWALLET_ADDRESS
python3 scripts/analyze_wallet.py 0xWALLET_ADDRESS --json  # raw JSON output
Step 3: Score multiple wallets
bash
python3 scripts/copy_score.py wallet1 wallet2 wallet3 ...

API Endpoints

Data API (Public)
bash
# Open positions
GET https://data-api.polymarket.com/positions?user=WALLET&limit=50

# Closed/resolved positions
GET https://data-api.polymarket.com/closed-positions?user=WALLET&limit=50

# Trade history
GET https://data-api.polymarket.com/trades?user=WALLET&limit=100

Key fields in positions:

  • title - Market name
  • size - Number of shares
  • avgPrice - Average entry price
  • currentValue - Current market value
  • cashPnl - Unrealized P&L (open positions)
  • realizedPnl - Realized P&L (resolved positions)
  • outcome - Selected outcome (Yes/No/Team name)
  • redeemable - True if resolved and can be redeemed

Scoring Criteria

MetricWeightGoodBad
Win Rate40%≥65%<45%
Total PnL30%≥$1000<$0
Risk Score20%<0.8≥1.0
Sample Size10%≥20 trades<5 trades

Risk Score = Avg Loss / Avg Win (lower = better, <1.0 means wins > losses)

Final Score: 0-100 → COPYABLE (≥70), CAUTION (45-69), NOT RECOMMENDED (<45)

Example Output

=== Analyzing Wallet: 0xf19572...8057 ===

CLOSED POSITIONS (Win Rate & PnL)
==================================================
Total Closed:    49
Win Rate:        67.3%  (33W / 16L)
Total PnL:       +$2,223,761
Avg Win:         $110,028
Avg Loss:        $87,948
Risk Score:      0.80  ✅ GOOD

OPEN POSITIONS: 8 | Value: $17,739 | Unrealized: -$445,325

COPY ASSESSMENT
==================================================
Score: 92/100  ✅ COPYABLE
  ✅ High win rate (67%)
  ✅ Excellent PnL ($2,223,761)
  ✅ Low risk (score 0.80)
  ✅ Good sample (49 trades)

Scripts

ScriptPurpose
find_top_traders.pyExtract wallet addresses from polymarket.com/leaderboard
analyze_wallet.pyDeep-dive a single wallet (positions, trades, score)
copy_score.pyScore and rank multiple wallets in parallel

Curated Wallet Database

See references/top-wallets.md for a curated list of high-quality wallets organized by tier:

  • Tier 2 wallets are best for copy trading (high ROI + human-scale activity)
  • Includes filtering notes (skip protocol addresses, bots, etc.)

Discovery Methods

See references/discovery-methods.md for 5 methods to find wallets:

  1. Dune Profitability Dashboard — PnL/ROI rankings (free, no login)
  2. Dune Wallet Analyzooooor — Per-wallet win rate (free, needs login)
  3. Polymarket Data API — Real-time positions (public API)
  4. Polymarket Leaderboard — Quick browse top traders
  5. Polymarket Profile Page — Visual current positions

Quick Workflow

bash
# 1. Score a known wallet
python3 scripts/analyze_wallet.py 0x2785e7022dc20757108204b13c08cea8613b70ae

# 2. Compare multiple candidates
python3 scripts/copy_score.py 0x2785e702... 0xed107a85... 0x6a72f618...

# 3. Find new top traders
python3 scripts/find_top_traders.py --limit 20

Notes

  • Data API is public (read-only, no auth required)
  • Rate limit: ~100 req/min
  • Not all wallets have public history (new or privacy)
  • closed-positions has resolved trades, positions has open trades
  • PnL is calculated from face value (shares × $1) minus cost (shares × avgPrice)
  • Dune data is all-time historical; API shows recent activity
  • Wallets with 0 trades but huge PnL are protocol addresses — skip them
  • Wallets with >500K trades are likely market-making bots — not suitable for copy trading

© aAAaqwq, 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 5 other files (scripts, references) in skills/polymarket-copy-tracker of aAAaqwq/AGI-Super-Team.

  • SKILL.md
  • references/discovery-methods.md
  • references/top-wallets.md
  • scripts/analyze_wallet.py
  • scripts/copy_score.py
  • scripts/find_top_traders.py

Open the folder on GitHubat commit 331ecd3

Compare with similar skills

Polymarket Copy Tracker 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.

Polymarket Copy Tracker compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Polymarket Copy Tracker this skillaAAaqwq/AGI-Super-Team105—~1.1kAutomated safety check: PassMIT
Digital Oraclekomako-workshop/digital-oracle875—~5.9kAutomated safety check: PassMIT
Polyclawchainstacklabs/polyclaw3591 repos~2kAutomated safety check: PassApache-2.0
Polymarket TradingBlockRunAI/ClawRouter6.6k—~1.4kAutomated safety check: PassMIT
Dr Manhattanguzus/dr-manhattan204—~2kAutomated safety check: PassApache-2.0
Fintoolsecond-state/fintool316—~5.9kAutomated safety check: PassNone

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Works with

Questions about Polymarket Copy Tracker

What does Polymarket Copy Tracker do?

Analyze top Polymarket traders for copy trading. An agent skill from aAAaqwq/AGI-Super-Team. Polymarket Copy Tracker is an agent skill from aAAaqwq/AGI-Super-Team. Analyze top Polymarket traders for copy trading.

When should I use Polymarket Copy Tracker?

Polymarket Copy Tracker fits situations like: asked to find best traders to copy; analyze trader performance/history; evaluate wallet PnL; discover high-ROI wallets.

How do I install Polymarket Copy Tracker in Claude Code?

Run `npx skills add aAAaqwq/AGI-Super-Team --skill polymarket-copy-tracker -a claude-code`. Or copy the skill folder (skills/polymarket-copy-tracker in aAAaqwq/AGI-Super-Team) into .claude/skills/polymarket-copy-tracker in your project. Claude Code loads it when a task matches its description.

How do I install Polymarket Copy Tracker in Codex?

Run `npx skills add aAAaqwq/AGI-Super-Team --skill polymarket-copy-tracker -a codex`. Or copy the skill folder (skills/polymarket-copy-tracker in aAAaqwq/AGI-Super-Team) into .agents/skills/polymarket-copy-tracker in your project. Codex loads it when a task matches its description.

Can I use Polymarket Copy Tracker 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 aAAaqwq/AGI-Super-Team --skill polymarket-copy-tracker -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/polymarket-copy-tracker, .gemini/skills/polymarket-copy-tracker, .github/skills/polymarket-copy-tracker and .opencode/skills/polymarket-copy-tracker in your project.

What does Polymarket Copy Tracker need to run?

Going by SKILL.md and its folder, Polymarket Copy Tracker needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.

Does Polymarket Copy Tracker access the network?

SKILL.md names 1 domain. In commands or code: data-api.polymarket.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Polymarket Copy Tracker 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 Polymarket Copy Tracker use?

Polymarket Copy Tracker 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 Polymarket Copy Tracker use?

About 1.1k tokens (SKILL.md is roughly 4.5k 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 1.9k tokens, read only when the agent opens those files.

What are the alternatives to Polymarket Copy Tracker?

Skills that share tags, products or a category with Polymarket Copy Tracker: Digital Oracle (komako-workshop/digital-oracle, 875 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 Polymarket Copy Tracker?

aAAaqwq (a GitHub user) maintains it in aAAaqwq/AGI-Super-Team, which has 105 GitHub stars. The repository holds 167 skills in this directory. The repository was last updated on October 8, 2026.

Source: aAAaqwq/AGI-Super-Team on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.