Sources you can inspect. Scores you can challenge.

Developer pain and visible open-source supply.

Data consulted

Public issues, repository metadata, stars, forks, comments and reactions.

Commercial-use rule

Official API; bounded use under GitHub terms and rate limits.

Attribution

Repository and issue links point back to GitHub.

Licence / terms

GitHub Terms

Explicit buyer needs backed by public procurement budgets.

Data consulted

Published procurement titles, descriptions, dates, locations and declared values.

Commercial-use rule

Published notices are open for analysis and commercial value-added reuse.

Attribution

Each notice links to the official TED publication.

Licence / terms

EU open-data reuse

Funded demand from French public buyers.

Data consulted

Published contract notices, descriptions, dates, buyers and declared values.

Commercial-use rule

French public-procurement open data, reusable under the portal licence.

Attribution

Each result links to the official BOAMP notice.

Licence / terms

Licence Ouverte 2.0

New software supply and release activity in the Python ecosystem.

Data consulted

New package and release metadata from official RSS feeds.

Commercial-use rule

Official RSS feeds; only bounded metadata and links are retained.

Attribution

Every package signal links to its PyPI project page.

Licence / terms

PyPI terms / package metadata

Early research momentum and emerging technology themes.

Data consulted

Work titles, topics, publication dates, citations and open-access metadata.

Commercial-use rule

The complete OpenAlex dataset is reusable under CC0; API quotas apply.

Attribution

Research records link to OpenAlex and their primary work location.

Licence / terms

CC0

Company creation, change and distress signals by activity and region.

Data consulted

Aggregated business-event category, activity, region and publication date.

Commercial-use rule

Open public data; personal data is excluded from VentureSift signals.

Attribution

Signals link to the official BODACC notice; no personal profile is built.

Licence / terms

Licence Ouverte 2.0

Cross-language public-interest momentum.

Data consulted

Daily human page-view totals for selected Wikipedia topics.

Commercial-use rule

Official open analytics API; aggregate page-view metrics only.

Attribution

Every signal links to the corresponding Wikipedia article.

Licence / terms

Wikimedia API terms

Confirmed exploitation in the wild and urgent security remediation needs.

Data consulted

CVE identifier, affected vendor and product, date added, required action and ransomware flag.

Commercial-use rule

Official public JSON catalog; bounded metadata and attribution retained.

Attribution

Every signal names CISA KEV and links to the corresponding NVD record.

Licence / terms

U.S. government public data / CISA website policy

Newly disclosed security problems and their measured severity.

Data consulted

Recent CVE descriptions, publication dates, CVSS scores and severity.

Commercial-use rule

Official API; public metadata reused with NIST attribution and rate limits.

Attribution

Every vulnerability links to its official NVD detail page.

Licence / terms

NIST public data

Public funding priorities that reveal institutionally backed demand.

Data consulted

Open and forecast funding titles, agencies, dates, statuses and listing codes.

Commercial-use rule

Official public search API; no authentication or page scraping used.

Attribution

Every funding signal links to its Grants.gov opportunity page.

Licence / terms

U.S. government public information

Regulatory change that can create new compliance and workflow needs.

Data consulted

Titles, summaries, publication dates and links for EU acts and proposals.

Commercial-use rule

Official RSS metadata reused with source acknowledgement.

Attribution

Every regulatory signal links directly to EUR-Lex.

Licence / terms

European Commission reuse policy

EU-funded research projects that reveal emerging investment priorities.

Data consulted

Project titles, identifiers, start dates and published EU funding amounts.

Commercial-use rule

Official public SPARQL endpoint; bounded queries and attribution used.

Attribution

Every project signal links to its official CORDIS page.

Licence / terms

EU linked open data reuse

Funded demand from U.S. federal procurement, alongside TED and BOAMP.

Data consulted

Recent federal contract award titles, descriptions, agencies, recipients, amounts and start dates.

Commercial-use rule

Official public search API; no authentication or page scraping used.

Attribution

Every award signal links to its official USAspending.gov award page.

Licence / terms

U.S. government public information

New software supply and release activity in the Rust ecosystem.

Data consulted

New and recently updated Rust crate names, descriptions and download counts.

Commercial-use rule

Official public summary API; bounded metadata and links are retained.

Attribution

Every crate signal links to its crates.io project page.

Licence / terms

crates.io terms

Fresh global news coverage signaling public and media interest momentum.

Data consulted

Recent English-language news article titles, source domains, and publication dates matching topic keywords.

Commercial-use rule

Official public DOC 2.0 search API; GDELT data is released for unrestricted reuse of any kind.

Attribution

Every signal links to the original news article and names its source domain.

Licence / terms

GDELT open reuse terms

Fresh AI, security and software-engineering research preprints.

Data consulted

Recent preprint titles, abstracts, categories and publication dates from official arXiv RSS feeds.

Commercial-use rule

Official public RSS feeds; bounded metadata reused with attribution.

Attribution

Every signal links to the original arXiv abstract page.

Licence / terms

arXiv API terms of use