Reproduce the research
Start with the inputs, assumptions and method linked from a published result. Record the exact source you used and explain where your reproduction agrees or differs.
Find a research question ↗Build in the open
Make the next result
easier to trust.
Canli Capital's research, tools and source evidence are open to inspection. Help someone reproduce a result, find a mistake or ask a better question.
Choose a useful piece of work
Small changes.
A stronger public record.
Improve an open tool
Fix a bug, make an error clearer or add a useful example. Include enough information for someone else to reproduce the problem and assess the change.
Explore the developer tools ↗Correct the evidence
Name the claim, link its source and describe the discrepancy. Corrections preserve the earlier record and explain what changed.
Read the correction record ↗Review financial data
The annotation work has its own expertise, consent and source-rights requirements. Read those requirements before preparing a submission.
Explore expert annotation ↗Contributor rewards / in development
More access for the people
improving the work.
More room to research
A higher hosted API quota for contributors.
Help shape what comes next
Early access to new MCP tools for contributors.
The contributor reward program is in development. Quota amounts, eligibility and activation instructions will be published when the API integration is ready.
Use the current free API ↗Accountable authorship
See who changed what.
Arhan Canli is the founder and accountable maintainer. The repositories keep the public contribution history. Follow the actual changes to see who contributed to each part of the project.
Start with a question
you can check.
Read the contribution guide and an existing issue, then describe the change you want to make. Keep inputs, sources and reproduction steps with your work.
Get started ↗