Quantstats
Portfolio analytics for quants, written in Python
Supply asset profile
Finance and quant workflows
Market data, SEC filings, portfolio analysis, quant research, backtesting, and risk workflows.
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 ranaroussi/quantstats
Maintenance
active
5mo since push
Risk
Safe to try
No major risk signals from available metadata
GitHub quality
7.3K
100/100 quality · 90/100 trust
Coverage tags
Review notes
No major risk signals from available metadata
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
ExcellentHigh-confidence pick with strong adoption and healthy maintenance signals.
Trust
Production candidateStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency risk, and install availability.
Audit
Safe to tryInstall readiness, security metadata, maintenance, and adoption risk.
Agent safety v2
84/100 · Safe to install with normal review
Strong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.
Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.
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.
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.
OpenAgentSkill CLI
Use the registry command when your workflow supports the OpenAgentSkill installer.
$ npx skills add ranaroussi/quantstatsAgent 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.
Resolve JSON
/api/agent/resolve?task=Use%20Quantstats%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Quantstats%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/ranaroussi-quantstats/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 Quantstats in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Quantstats%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/ranaroussi-quantstats/install
Install command: npx skills add ranaroussi/quantstats
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.
Install handoff
/api/skills/ranaroussi-quantstats/install
LLM text format
/api/skills/ranaroussi-quantstats/install?format=text
Find alternatives
/api/skills/search?q=Quantstats&limit=3
Agent prompt
Use Quantstats for this task. Review https://www.openagentskill.com/api/skills/ranaroussi-quantstats/install, then install with: npx skills add ranaroussi/quantstatsRegistry 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.
Manifest
/api/registry/manifest/ranaroussi-quantstats
LLM text
/api/registry/manifest/ranaroussi-quantstats?format=text
Install alias
/api/registry/install/ranaroussi-quantstats
Recommend
/api/registry/recommend?task=Use%20Quantstats%20in%20an%20agent%20workflow&limit=3
Agent fit
Finance and quant
Use-case tags
Platforms
Python, Finance, Claude Code
Audit report
Safe to try · 92/100
Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.
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.
Role in stack
Primary pick
Primary fit
Finance and quant
Trust label
Production-ready
Install path
Command ready
Use when
- Finance and quant workflows
- Claude Code teams
- teams that value GitHub adoption signals
Evidence
- 7,291 GitHub stars
- recent repository activity
- install command or GitHub repo available
- 100/100 quality profile
Review first
- No OpenAgentSkill engagement data yet
Implementation path
- 1Install it in a sandbox agent and run one Finance and quant task end to end.
- 2Compare output quality, latency, and failure behavior against at least one alternative.
- 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.
Trust profile
Production candidate
Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency risk, and install availability.
GitHub adoption
PASS7.3K GitHub stars
Recent maintenance
INFO5mo since push
License clarity
PASSApache-2.0
README/SKILL.md completeness
INFOPublic metadata needs stronger README/SKILL.md context
Good signals
- Manually verified listing
- AI review approved
- Install path is available
- Repository evidence is available
- Large GitHub adoption signal
Review before install
No major trust warnings detected from available metadata.
Recommended action
Shortlist for production use, then run a normal repository and dependency review.
Quality profile
Excellent candidate for agent workflows
High-confidence pick with strong adoption and healthy maintenance signals.
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.
Search private knowledge
RAG and knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Investigate faster
Research agents
I need my agent to research a topic, compare sources, and produce a concise report.
Stack fit
Add it to a complete workflow
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.
Turn skills into distribution
Content growth agent
A stack for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Alternative shortlist
Compare before you install
Similar skills in this category, ranked with the same readiness and quality signals.
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Overview
Portfolio analytics for quants, written in Python
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
Technical Details
- Version
- 1.0.0
- License
- Apache-2.0
- Last Updated
- 6/15/2026
- Published
- 6/12/2026
Frameworks & Tools
Decision snapshot
Primary pick
7,291 GitHub stars
Audit Snapshot
Install and adoption review
- Security
- 96/100
- Maintenance
- 76/100
- Install
- 92/100
Growth loop
Share this skill
Scenario-led draft for Quantstats, with the OpenAgentSkill Update theme and canonical URL.
OpenAgentSkill Update Today: Quantstats Use it when you want an agent to turn market noise into source-backed research, ranked candidates, and risk checks. 7.3K stars - finance Link: https://www.openagentskill.com/skills/ranaroussi-quantstats?ref=x #AIAgents #OpenAgentSkill
Optional reply with install command
Link for Quantstats: https://www.openagentskill.com/skills/ranaroussi-quantstats?ref=x Install: npx skills add ranaroussi/quantstats
Listing source
Community indexed
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
- Creator
- ranaroussi
- Source
- ranaroussi/quantstats
- 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 skillOwner claim
Claim this skill listing
This community indexed listing is attributed to ranaroussi 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.
[](https://www.openagentskill.com/skills/ranaroussi-quantstats)Author
ranaroussi✓
@ranaroussi
Tags
Platform Fit
Health Signals
- GitHub stars
- 7.3K
- Quality score
- 62/100
- Last GitHub push
- Jan 13, 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
Production candidate
- GitHub adoption7.3K GitHub starsPASS
- Recent maintenance5mo since pushINFO
- License clarityApache-2.0PASS
- README/SKILL.md completenessPublic metadata needs stronger README/SKILL.md contextINFO
- Dependency riskno major dependency risk hints in public metadataPASS
- Install availabilitynpx skills add ranaroussi/quantstatsPASS
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