The Source Taster ์ ์์: Jeff Nawroth
Verify academic references and spot hallucinated citations directly in your browser.
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ChatGPT and other LLMs are known to generate academic references that look real but don't exist โ up to 40% of AI-generated citations are fabricated. Traditional plagiarism checkers can't catch them.
The Source Taster is an openโsource browser extension that extracts, searches, and validates academic references in seconds. It checks each citation against five academic databases simultaneously and provides a transparent, fieldโbyโfield confidence score using fuzzyโstring matching (LevenshteinโDamerau).
โโ Features โโ
โ Extract references from any text or PDF โ paste them or dragโandโdrop a PDF; AnyStyle or an LLM parses them into structured data.
โ Search 5 databases at once โ OpenAlex, Crossref, Semantic Scholar, Europe PMC, and arXiv. Smart early termination stops searching once a highโconfidence match is found.
โ Fieldโbyโfield scoring โ every decision is transparent. See exactly which fields matched (title, authors, year, journal, DOI) and by how much.
โ Classify results instantly โ Exact Match, Strong Match, Possible Match, or No Match. Each classification includes the evidence behind it.
โ Batchโverify entire bibliographies โ check a full reference list in one pass. Average time: under 3 seconds per source.
โ Privacyโfirst โ the extension is stateless. API keys are AESโ256โGCM encrypted and stored in the backend keystore; no data persists on your machine.
โโ Validated Accuracy โโ
Tested in a controlled study (Master's thesis, University of Siegen, 2025):
โข 93% exactโmatch rate on genuine APA references (avg score 99.11%)
โข 100% hallucination detection โ every fabricated reference was correctly flagged
โข 96.22% robustness score on perturbed references
โข <3 seconds average processing time per reference
Supports 10+ citation styles: APA, MLA, Chicago, IEEE, Vancouver, Harvard, ACS, AMA, Oxford, Springer.
โโ Open Source โโ
The Source Taster is MITโlicensed and available on GitHub. Selfโhost the backend with Docker and bring your own AI key to use it completely free and without limits.
โ GitHub: https://github.com/jeffnawroth/source-taster
โ Documentation: https://sourcetaster.com
โโ Compatibility โโ
Works on Chrome 114+, Edge 114+, Brave, Opera, and other Chromiumโbased browsers. Also available for Firefox.
The Source Taster is an openโsource browser extension that extracts, searches, and validates academic references in seconds. It checks each citation against five academic databases simultaneously and provides a transparent, fieldโbyโfield confidence score using fuzzyโstring matching (LevenshteinโDamerau).
โโ Features โโ
โ Extract references from any text or PDF โ paste them or dragโandโdrop a PDF; AnyStyle or an LLM parses them into structured data.
โ Search 5 databases at once โ OpenAlex, Crossref, Semantic Scholar, Europe PMC, and arXiv. Smart early termination stops searching once a highโconfidence match is found.
โ Fieldโbyโfield scoring โ every decision is transparent. See exactly which fields matched (title, authors, year, journal, DOI) and by how much.
โ Classify results instantly โ Exact Match, Strong Match, Possible Match, or No Match. Each classification includes the evidence behind it.
โ Batchโverify entire bibliographies โ check a full reference list in one pass. Average time: under 3 seconds per source.
โ Privacyโfirst โ the extension is stateless. API keys are AESโ256โGCM encrypted and stored in the backend keystore; no data persists on your machine.
โโ Validated Accuracy โโ
Tested in a controlled study (Master's thesis, University of Siegen, 2025):
โข 93% exactโmatch rate on genuine APA references (avg score 99.11%)
โข 100% hallucination detection โ every fabricated reference was correctly flagged
โข 96.22% robustness score on perturbed references
โข <3 seconds average processing time per reference
Supports 10+ citation styles: APA, MLA, Chicago, IEEE, Vancouver, Harvard, ACS, AMA, Oxford, Springer.
โโ Open Source โโ
The Source Taster is MITโlicensed and available on GitHub. Selfโhost the backend with Docker and bring your own AI key to use it completely free and without limits.
โ GitHub: https://github.com/jeffnawroth/source-taster
โ Documentation: https://sourcetaster.com
โโ Compatibility โโ
Works on Chrome 114+, Edge 114+, Brave, Opera, and other Chromiumโbased browsers. Also available for Firefox.
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