Agent skill

Pulse

by Nunchi-trade in Nunchi-trade/agent-cli

Detects assets with sudden capital inflow via OI/volume/funding proxy signals

MITAuto-check passedBusiness, Finance & HR

Install Pulse

skills CLI
$ npx skills add Nunchi-trade/agent-cli --skill pulse -a claude-code

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

GitHub CLI
$ gh skill install Nunchi-trade/agent-cli pulse --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/Nunchi-trade/agent-cli.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/pulse .claude/skills/pulse && 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
pulse
GitHub stars
521
Token cost
~1.1k tokens
SKILL.md length
457 words
Files
2 (incl. scripts)
Skills in repo
7
Repo updated
First seen
Licence
MIT

At a glance

Detects assets with sudden capital inflow via OI/volume/funding proxy signals

  • Works in 3 steps: Erratic detection (rank bouncing ->… → Minimum 24h volume ($500K default) → Minimum scan history for baseline (2…
  • Business, Finance & HR work in your project
  • SKILL.md covers Signal Types, Direction Classification, Quality Filters and Usage, plus 6 more sections
  • Runs Python scripts from its folder

What it does

Pulse is an agent skill from Nunchi-trade/agent-cli. Detects assets with sudden capital inflow via OI/volume/funding proxy signals

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/standalone_runner.py`).

It sits in Business, Finance & HR. The licence is MIT.

When your agent uses it

  • Business, Finance & HR work in your project

Example prompts

  • “Use the pulse skill to detect assets with sudden capital inflow via OI/volume/funding proxy signals”
  • “/pulse”

Requirements

  • Python 3

Workflow steps

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

  1. Erratic detection (rank bouncing -> filtered)
  2. Minimum 24h volume ($500K default)
  3. Minimum scan history for baseline (2 scans)

What it can do on your machine

Read from SKILL.md and the folder at commit 58619a2. 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.

    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

Pulse loads about 1.1k tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 457 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~21
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

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 Nunchi-trade/agent-cli at commit 58619a2, republished under its MIT licence (© Nunchi-trade). 457 words, ~1,057 tokens.

Download SKILL.mdSave it as .claude/skills/pulse/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
pulse
description
Detects assets with sudden capital inflow via OI/volume/funding proxy signals
version
1.0.0
author
Nunchi Trade
tags
pulse, detector, smart-money, signals, hyperliquid

Pulse — Capital Inflow Detector

Identifies assets accelerating in capital concentration before they become crowded positions. Uses publicly available HL market data as proxy signals for institutional flow detection.

Signal Types

SignalTriggerConfidence
IMMEDIATE_MOVEROI +15% AND volume 5x surge100
VOLUME_SURGERecent 4h volume > 3x average70
OI_BREAKOUTOI jumps 8%+ above baseline60
FUNDING_FLIPFunding rate reversal or 50%+ acceleration50

Direction Classification

Majority vote across available signals:

  • Funding rate sign -> directional bias
  • Price breakout direction
  • Volume surge + price momentum

Quality Filters

  1. Erratic detection (rank bouncing -> filtered)
  2. Minimum 24h volume ($500K default)
  3. Minimum scan history for baseline (2 scans)

Usage

bash
hl pulse once              # Single scan
hl pulse run --tick 60     # Continuous (60s intervals)
hl pulse once --json       # JSON output
hl pulse once --mock       # Mock data
hl pulse status            # Last scan results
hl pulse presets           # List presets

Agent Mandate

You are the Pulse capital inflow detector. Your job is to catch capital inflow signals BEFORE the crowd. You detect timing — Radar detects setups. Together they form the APEX entry pipeline.

RULES:

  • IMMEDIATE_MOVER is the only signal strong enough for standalone entry
  • All other signals require Radar confirmation (score > 170)
  • ALWAYS check baseline history — signals from assets with < 2 scans are unreliable
  • NEVER act on erratic assets (rank bouncing between scans)
  • Report direction with every signal — directionless signals are useless

Decision Rules

Signal TypeConfidenceStandalone Entry?Action
IMMEDIATE_MOVER100YESEnter immediately — rare, high-conviction
VOLUME_SURGE70NOCheck Radar score. Enter if > 170
OI_BREAKOUT60NOCheck Radar score. Enter if > 200
FUNDING_FLIP50NOInformational only — do not enter on funding alone
Multiple signals same assetVariesYES if combined > 150Compound conviction — enter with caution
Baseline StateAction
< 2 scans in historyIgnore all signals — insufficient baseline
Erratic rank changesIgnore — likely data noise or manipulation
Consistent accelerationHigh confidence — act on signal
Signal appeared then disappearedStale — do not enter
Show full SKILL.md (176 more words)Show less

Anti-Patterns

  • Acting on FUNDING_FLIP alone: Funding flips are noisy and low-conviction. Only useful as confirming signal.
  • Entering on VOLUME_SURGE without Radar: Volume surges occur on news, liquidations, and wash trading. 30% are false positives without Radar confirmation.
  • Ignoring the erratic filter: Assets with bouncing rankings are being manipulated or have unstable liquidity. The erratic filter exists for a reason.
  • Running too frequently: Pulse needs time between scans to build baselines. Running every 10s wastes API calls without improving signal quality. Use 60s minimum.

Error Recovery

ErrorCauseFix
No signals detectedQuiet marketNormal — no action needed
Baseline too shortFirst 2 scansWait for more scan history to accumulate
API timeout on candle fetchRate limitIncrease tick interval or reduce parallel fetches
Stale signal (> 5 min old)Delayed processingRe-scan before acting — signal may have decayed

Composition

Pulse is a sub-component of APEX (runs every tick). Pairs with Radar — Radar identifies high-quality setups, Pulse detects the optimal entry timing via capital flow signals. When used standalone, always cross-check with hl radar once.

Cron Template

bash
# Standalone Pulse scan every 60s during trading hours
* 8-20 * * 1-5 cd ~/agent-cli && hl pulse once --json >> data/pulse/signals.jsonl 2>&1

© Nunchi-trade, 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 1 other file (scripts) in skills/pulse of Nunchi-trade/agent-cli.

  • SKILL.md
  • scripts/standalone_runner.py

Open the folder on GitHubat commit 58619a2

Compare with similar skills

Pulse 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.

Pulse compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Pulse this skillNunchi-trade/agent-cli521—~1.1kAutomated safety check: PassMIT
Technical Analysttradermonty/claude-trading-skills3k4 repos~4.6kAutomated safety check: PassMIT
Theme Detectortradermonty/claude-trading-skills3k2 repos~4.9kAutomated safety check: PassMIT
Creating Financial ModelsChen-zexi/open-ptc-agent7293 repos~1.3kAutomated safety check: PassMIT
Stock APIzhangxiangliang/stock-api2k—~507Automated safety check: PassMIT
Itr Walakaranb192/itr-wala871—~3.6kAutomated safety check: PassMIT

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Questions about Pulse

What does Pulse do?

Detects assets with sudden capital inflow via OI/volume/funding proxy signals. Pulse is an agent skill from Nunchi-trade/agent-cli.

When should I use Pulse?

Pulse fits situations like: business, Finance & HR work in your project.

How do I install Pulse in Claude Code?

Run `npx skills add Nunchi-trade/agent-cli --skill pulse -a claude-code`. Or copy the skill folder (skills/pulse in Nunchi-trade/agent-cli) into .claude/skills/pulse in your project. Claude Code loads it when a task matches its description.

How do I install Pulse in Codex?

Run `npx skills add Nunchi-trade/agent-cli --skill pulse -a codex`. Or copy the skill folder (skills/pulse in Nunchi-trade/agent-cli) into .agents/skills/pulse in your project. Codex loads it when a task matches its description.

Can I use Pulse 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 Nunchi-trade/agent-cli --skill pulse -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pulse, .gemini/skills/pulse, .github/skills/pulse and .opencode/skills/pulse in your project.

What does Pulse need to run?

Going by SKILL.md and its folder, Pulse needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Pulse 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 Pulse 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 Pulse use?

Pulse 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 Pulse use?

About 1.1k tokens (SKILL.md is roughly 4.2k 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 Pulse?

Skills that share tags, products or a category with Pulse: Technical Analyst (tradermonty/claude-trading-skills, 3k stars), Theme Detector (tradermonty/claude-trading-skills, 3k stars), Creating Financial Models (Chen-zexi/open-ptc-agent, 729 stars) and Stock API (zhangxiangliang/stock-api, 2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Pulse?

Nunchi-trade (a GitHub organization) maintains it in Nunchi-trade/agent-cli, which has 521 GitHub stars. The repository holds 7 skills in this directory. The repository was last updated on July 8, 2026.

Source: Nunchi-trade/agent-cli on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.