Crypto Rl

STRONG · 74
Community indexed

Deep Reinforcement Learning toolkit: record and replay cryptocurrency limit order book data & train a DDQN agent

Downloads 0
Stars 962
Version 1.0.0
Quality 51/100 · Needs review
Trust 74/100 · Strong shortlist
Audit 63/100 · Needs review

Supply asset profile

Finance and quant workflows

Market data, SEC filings, portfolio analysis, quant research, backtesting, and risk workflows.

Browse track

Scenario

Finance and quant

I need my agent to analyze markets, financial data, filings, portfolios, and quant strategies.

Agent fit

Claude Code + CLI + Codex

Codex, Claude Code, Cursor, CLI, or custom agents.

Install

Ready

npx skills add sadighian/crypto-rl

Maintenance

stale

4y since push

Risk

Needs review

License is unclear

GitHub quality

962

51/100 quality · 74/100 trust

Coverage tags

FinanceFinance and quanttradingarcticbitcoin

Review notes

License is unclear · Repository appears stale

Agent adoption scorecard

Trust, audit, and install readiness at a glance

These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.

Quality

Needs review
51

Inspect the repository carefully before adding it to an agent workflow.

Trust

Strong shortlist
74

Good trust signals with a few areas worth checking before rollout.

Audit

Needs review
63

Install readiness, security metadata, maintenance, and adoption risk.

Trust Score v3

Human review before install

Test in a sandbox workflow and compare its install path with close alternatives.

PythonTradingCodexClaude CodeCursor

Stars

962 GitHub stars

Repo activity

962 stars, 239 forks

Maintenance

4y since push

License

Unknown

Install

npx skills add sadighian/crypto-rl

Install safety

standard package or runtime install path

Permission surface

filesystem or document access

Docs

Strong README/SKILL.md context

Risk summary

Review before production

  • License is unclear
  • Repository looks stale
  • Quality score needs review
  • Recent maintenance: 4y since push

Install readiness

Install path available

  • Install path is available
  • Repository evidence is available
  • License is unclear
  • 4y since push

Agent-readable metadata

Machine-readable decision data for this skill.

Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.

Open JSON

Suited tasks

  • Finance and quant workflows
  • Claude Code teams
  • teams that value GitHub adoption signals
  • Retrieve market data
  • Compare financial signals

Suited agents

PythonTradingCodexClaude CodeCursorOpenAgentSkill CLICLI

Trust and risk

Trust score
74/100
Risk level
Needs review
Auto install
review

Install command

npx skills add sadighian/crypto-rl

Do not use when

  • teams that require actively maintained dependencies
  • production agents without a repository review
  • Repository looks stale
  • No OpenAgentSkill engagement data yet
  • License is unclear

Agent safety v2

47/100 · Avoid automatic install

Experimentalreview

Sparse or mixed signals. Useful for discovery, but not for autonomous installation.

Test manually in an isolated workspace and compare against safer alternatives.

Resolve via API

medium

Network access

Skill likely fetches remote pages, APIs, repositories, or external services.

medium

Filesystem access

Skill may read or write project files, documents, generated artifacts, or local workspace state.

  • License is unclear

Install targets

Install this skill in your agent workflow

Copy the registry command or an agent-specific install prompt for Codex, Claude Code, and Cursor.

skill install

OpenAgentSkill CLI

Use the registry command when your workflow supports the OpenAgentSkill installer.

$ npx skills add sadighian/crypto-rl

Agent resolve plan

Let an agent verify fit before installing.

The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.

Open text plan

Agent should check

  • Task fit and alternatives from Resolve API.
  • Audit score, trust score, and safety policy warnings.
  • Install target compatibility for Codex, Claude Code, Cursor, or CLI.

Copy prompt

Task: Use Crypto Rl in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Crypto%20Rl%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/sadighian-crypto-rl/install
Install command: npx skills add sadighian/crypto-rl
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.

Agent handoff

Give an agent the install path, not another directory page.

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

Open install API

Agent prompt

Use Crypto Rl for this task. Review https://www.openagentskill.com/api/skills/sadighian-crypto-rl/install, then install with: npx skills add sadighian/crypto-rl

Registry metadata

Agent-readable profile for automatic skill selection.

This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.

Open manifest

Agent fit

53/100

Finance and quant

Platforms

Python, Trading, Claude Code

Audit report

Needs review · 63/100

Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.

View audit report

Agent decision cockpit

Needs validation for Finance and quant

Do a manual repository review before adding this to an agent workflow.

53
Readiness
Review
Stage

Role in stack

Needs validation

Primary fit

Finance and quant

Trust label

Needs manual review

Install path

Command ready

Use when

  • Finance and quant workflows
  • Claude Code teams
  • teams that value GitHub adoption signals

Evidence

  • 962 GitHub stars
  • install command or GitHub repo available
  • 51/100 quality profile

Review first

  • Repository looks stale
  • No OpenAgentSkill engagement data yet

Implementation path

  1. 1Install it in a sandbox agent and run one Finance and quant task end to end.
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.

Trust profile

Strong shortlist

Good trust signals with a few areas worth checking before rollout.

74
Trust score

GitHub adoption

INFO

962 GitHub stars

Stars/forks activity

INFO

962 stars, 239 forks; issue activity unavailable in current metadata

Recent maintenance

FIX

4y since push

License clarity

CHECK

Unknown

Good signals

  • AI review approved
  • Install path is available
  • Repository evidence is available
  • Meaningful GitHub adoption signal
  • Install command has no obvious high-risk pattern

Review before install

  • License is unclear
  • Repository looks stale
  • Quality score needs review
  • Recent maintenance: 4y since push
  • License clarity: Unknown

Recommended action

Test in a sandbox workflow and compare its install path with close alternatives.

Quality profile

Needs review candidate for agent workflows

Inspect the repository carefully before adding it to an agent workflow.

51
GitHub stars
962
Freshness
4y ago
Install ready
Yes
License
Unknown
Check before install: Repository looks stale

Workflow fit

Use this skill in these scenarios

Stack fit

Add it to a complete workflow

Alternative shortlist

Compare before you install

Similar skills in this category, ranked with the same readiness and quality signals.

Compare all

Overview

Deep Reinforcement Learning toolkit: record and replay cryptocurrency limit order book data & train a DDQN agent

Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, domain workflow, RAG, document-processing, data, finance, security, or developer-tool signals. Protocol-server projects are excluded from automated imports.

Platform Compatibility

pythonFULL
tradingFULL

Technical Details

Version
1.0.0
License
Unknown
Last Updated
6/14/2026
Published
6/12/2026

Frameworks & Tools

PythonTrading

Decision snapshot

Needs validation

53
Ready
Review
Stage

962 GitHub stars

Audit Snapshot

Install and adoption review

63
Needs review
Security
82/100
Maintenance
20/100
Install
92/100
Open full audit

Growth loop

Share this skill

X

Scenario-led draft for Crypto Rl, with the OpenAgentSkill Update theme and canonical URL.

OpenAgentSkill Update
Today: Crypto Rl

Use it when you want an agent to turn market noise into source-backed research, ranked candidates, and risk checks.

962 stars - finance
Link: https://www.openagentskill.com/skills/sadighian-crypto-rl?ref=x
#AIAgents #OpenAgentSkill
Open X draft
Optional reply with install command
Link for Crypto Rl:
https://www.openagentskill.com/skills/sadighian-crypto-rl?ref=x

Install: npx skills add sadighian/crypto-rl

Listing source

Community indexed

Claimable

This listing was indexed from public sources and is not marked official until a maintainer claim is approved.

Creator
sadighian
Indexed by
OpenAgentSkill community index

Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.

Claim this skill

Owner claim

Claim this skill listing

This community indexed listing is attributed to sadighian but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.

README badge

Add this badge to your GitHub README to show the listing, trust score, and install handoff.

[![OpenAgentSkill](https://www.openagentskill.com/api/badge/sadighian-crypto-rl)](https://www.openagentskill.com/skills/sadighian-crypto-rl)

Author

S

sadighian

@sadighian

Platform Fit

Health Signals

GitHub stars
962
Quality score
40/100
Last GitHub push
Jan 12, 2022
Framework hints
2
OpenAgentSkill views
0
Install copies
0
Outbound clicks
0

Community Signal

Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.

Trust & Safety

Strong shortlist

74
  • GitHub adoption962 GitHub starsINFO
  • Stars/forks activity962 stars, 239 forks; issue activity unavailable in current metadataINFO
  • Recent maintenance4y since pushFIX
  • License clarityUnknownCHECK
  • README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
  • Dependency/runtime riskno major dependency risk hints in public metadataPASS