Star0

Vectorbt

STRONG · 82
Registry indexed

Fast quantitative research and backtesting workflows for financial agents.

Downloads6.5K
Stars5.4K
Version1.0.0
Quality100/100 · Excellent
Trust82/100 · Strong shortlist
Audit90/100 · 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

OpenAI Agents + CLI + Codex

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

Install

Ready

npx skills add polakowo/vectorbt

Maintenance

fresh

17d since push

Risk

Needs review

License is unclear

GitHub quality

5.4K

100/100 quality · 82/100 trust

Coverage tags

FinanceFinance and quantquantbacktestingportfolio

Review notes

License is unclear · Documentation summary is thin

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

Excellent
100

High-confidence pick with strong adoption and healthy maintenance signals.

Trust

Strong shortlist
82

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

Audit

Needs review
90

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.

PythonCodexClaude CodeCursorOpenAgentSkill CLI

Stars

5.4K GitHub stars

Repo activity

5.4K stars, 0 forks

Maintenance

17d since push

License

Unknown

Install

npx skills add polakowo/vectorbt

Install safety

standard package or runtime install path

Permission surface

no high-risk permission surface in public metadata

Docs

Thin public metadata

Risk summary

Review before production

  • License is unclear
  • Documentation summary is thin
  • License clarity: Unknown
  • README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context

Install readiness

Install path available

  • Install path is available
  • Repository evidence is available
  • License is unclear
  • 17d 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
  • OpenAI Agents teams
  • teams that value GitHub adoption signals
  • Retrieve market data
  • Compare financial signals

Suited agents

PythonCodexClaude CodeCursorOpenAgentSkill CLIOpenAI AgentsCLI

Trust and risk

Trust score
82/100
Risk level
Needs review
Auto install
review

Install command

npx skills add polakowo/vectorbt
Public auditResolve APIInstall handoff

Do not use when

  • teams that need a vendor-supported SLA
  • high-compliance environments without internal security review
  • No OpenAgentSkill engagement data yet
  • License is unclear
  • Documentation summary is thin
No close alternatives indexed yet.

Agent safety v2

78/100 · Review before install

Reviewed with permission notesreview

Usable candidate, but the agent should surface permission and audit notes before installation.

Require human approval before installing into a real workspace.

Resolve via API

medium

Network access

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

  • 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 polakowo/vectorbt

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

Resolve JSON

/api/agent/resolve?task=Use%20Vectorbt%20for%20an%20agent%20workflow&agent=codex&max_risk=medium

Resolve text

/api/agent/resolve?task=Use%20Vectorbt%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text

Install handoff

/api/skills/vectorbt/install

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 Vectorbt in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Vectorbt%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/vectorbt/install
Install command: npx skills add polakowo/vectorbt
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

Install handoff

/api/skills/vectorbt/install

LLM text format

/api/skills/vectorbt/install?format=text

Find alternatives

/api/skills/search?q=Vectorbt&limit=3

Agent prompt

Use Vectorbt for this task. Review https://www.openagentskill.com/api/skills/vectorbt/install, then install with: npx skills add polakowo/vectorbt

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

Manifest

/api/registry/manifest/vectorbt

LLM text

/api/registry/manifest/vectorbt?format=text

Install alias

/api/registry/install/vectorbt

Recommend

/api/registry/recommend?task=Use%20Vectorbt%20in%20an%20agent%20workflow&limit=3

Agent fit

100/100

Finance and quant

Use-case tags

Finance and quantTesting and QACoding agents

Platforms

Python, Codex, OpenAI Agents

Audit report

Needs review · 90/100

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

View audit report

Agent decision cockpit

Primary pick for Finance and quant

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100
Readiness
Adopt
Stage

Role in stack

Primary pick

Primary fit

Finance and quant

Trust label

Production-ready

Install path

Command ready

Use when

  • Finance and quant workflows
  • OpenAI Agents teams
  • teams that value GitHub adoption signals

Evidence

  • 5,400 GitHub stars
  • recent repository activity
  • install command or GitHub repo available
  • 100/100 quality profile

Review first

  • 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.

82
Trust score

GitHub adoption

PASS

5.4K GitHub stars

Stars/forks activity

INFO

5.4K stars, 0 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

17d since push

License clarity

CHECK

Unknown

Good signals

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

Review before install

  • License is unclear
  • Documentation summary is thin
  • License clarity: Unknown
  • README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context

Recommended action

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

Quality profile

Excellent candidate for agent workflows

High-confidence pick with strong adoption and healthy maintenance signals.

100
GitHub stars
5.4K
Freshness
17d ago
Install ready
Yes
License
Unknown

Workflow fit

Use this skill in these scenarios

Analyze markets

Finance and quant

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

Verify behavior

Testing and QA

I need my agent to test a web app, reproduce bugs, and verify fixes.

Build and ship code

Coding agents

I need a coding agent that can understand a repository, edit code, and review pull requests.

Stack fit

Add it to a complete workflow

Inspect, patch, and verify code

Coding review agent

A stack for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.

Ingest, retrieve, and cite

RAG knowledge base

A stack for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.

Find, compare, and synthesize

Research report agent

A stack for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.

Overview

Fast quantitative research and backtesting workflows for financial agents.

Platform Compatibility

pythonFULL
codexFULL

Technical Details

Version
1.0.0
License
Unknown
Last Updated
6/1/2026
Published
6/1/2026

Frameworks & Tools

PythonCodex

Decision snapshot

Primary pick

100
Ready
Adopt
Stage

5,400 GitHub stars

Audit snapshot

Install review

Install and adoption review

90
Needs review
Security
78/100
Maintenance
100/100
Install
92/100
Open full audit

Install

Add to agent workflow

Free and open source. Review the audit before production use.

Compare AlternativesAuto-resolve PlanView on GitHubDocumentation

Growth loop

Share kit

X

Scenario-led draft for Vectorbt, ready for a manual X post.

OpenAgentSkill Update
OpenAgentSkill Update
Today: Vectorbt

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

5.4K stars - Finance
Link: https://www.openagentskill.com/skills/vectorbt?ref=x
#AIAgents #OpenAgentSkill
Open X draft
Optional reply with install command
Link for Vectorbt:
https://www.openagentskill.com/skills/vectorbt?ref=x

Install: npx skills add polakowo/vectorbt
Open reply draft

Listing source

Registry indexed

Claimable

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

Creator
polakowo
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 registry indexed listing is attributed to polakowo 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/vectorbt)](https://www.openagentskill.com/skills/vectorbt)
Preview badgeAudit badge

Author

P

polakowo

@polakowo

Tags

quantbacktestingfinanceportfolio

Platform Fit

OpenAI Agents

Health Signals

GitHub stars
5.4K
Quality score
83/100
Last GitHub push
Jun 1, 2026
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

82
  • GitHub adoption5.4K GitHub starsPASS
  • Stars/forks activity5.4K stars, 0 forks; issue activity unavailable in current metadataINFO
  • Recent maintenance17d since pushPASS
  • License clarityUnknownCHECK
  • README/SKILL.md completenessPublic metadata needs stronger README/SKILL.md contextCHECK
  • Dependency/runtime riskno major dependency risk hints in public metadataPASS