Indago Research bundle
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Bundle 08 · ResearchAudience · PhDs, staff scientists, technical writers, librarians

Eight hundred papers, one search by meaning.

Cross-reference at any scale — ten academic sources joined with your own drafts, with literature-anomaly scans alongside.

Early access · Index your reading list in 90 seconds
See the demosJoin the waitlist →
THE STACKS800 papers, one search.
An afternoon → a second"Did we already cite this?" answered in < 1 ms. Reading list, drafts and pre-prints all in one index.
250 M+ scholarly itemsarXiv + OpenAlex + IEEE + Semantic Scholar + RFC + Papers-with-Code · cross-disciplinary by default.
Catch the bad figurep-hacking, missing-error-bars and AI-generated-paper scans before you cite the paper.
On your machineDrafts and notes stay local. Free trial. Lab / department licenses available. Try yourself for free →

The reference you already read last summer.

Cross-disciplinary work means juggling six search engines and trusting your memory of "where was that pre-print again?" Indago collapses arXiv, OpenAlex, IEEE, Semantic Scholar and standards collections into a single local search — and runs the methodology-anomaly scans that surface p-hacked figures, AI-generated prose and replication gaps before you cite them.

I · Three questions a working researcher asks

From "where was that?" to novelty to replication.

Demo 1 · Literature lookup across domains1.1 ms · local
contrastive learning · audio-text alignment · before 2022 · with code
01
CLAP · contrastive language-audio pretraining; code on GitHub. arXiv · 2206.04769 · Papers-with-Code · 2022-06
0.95
02
Earlier · "audio-set + text head, NT-Xent loss" — 2021 workshop. Semantic Scholar · 2021 · § 3.2
0.89
03
Your old reading list — exactly this paper, annotated. file://reading/audio-text/clap.pdf#highlights · local
0.82
arXiv + Semantic Scholar + your notesBibTeX export with the snippet
Demo 2 · Methodology-anomaly scan on a draftscan · per-PDF
scan · draft/manuscript-v4.pdf · p-hacking · missing-error-bars · ai-generated-paper
01
Fig. 3 — p = 0.049 across all 4 sub-groups; flagged for p-hacking. scan · anomaly.bio.p-hacking-signal · file://draft/manuscript-v4.pdf#p11
0.93
02
Manuscript prose matches AI-generated stylometric signature in §3; ai-generated-paper. scan · anomaly.research.ai-generated-paper · §3
0.85
2 anomalies surfaced pre-submissionfix recipes included

Demos illustrative. Your drafts and notes never leave the workstation.

II · What's included

arXiv, OpenAlex, IEEE — plus your draft.

Pair with Medical for clinical literature, Life for genomics, Patent for non-patent literature in IP work.

  • arXiv (broad) · OpenAlex · IEEE Xplore · Semantic Scholarcross-disciplinary scholarly graph · ~250 M+ items
  • full RFC set · OpenLibrary · Project Gutenbergstandards + monographs + classics
  • p-hacking · missing-error-bars · replication-gapscan · anomaly.bio.p-hacking-signal · anomaly.physics.missing-error-bars · anomaly.bio.replication-gap
  • AI-generated-paper · footnote-drift · outcome-switching · token-driftscan · anomaly.research.ai-generated-paper · anomaly.research.footnote-drift · anomaly.research.outcome-switching · anomaly.research.token-drift
  • BibTeX / RIS export with snippetcite-ready, signed
Sources of recordarXivOpenAlexIEEE XploreSemantic ScholarRFCPapers with CodeOpenLibraryGutenberg
II.5 · Sample workflows

Real workflows. Real numbers.

Three workflows shaped for this bundle. Where the box reads Verified, the numbers come from a real run logged in this codebase. Where it reads Pending validation, the workflow shape is implemented and we are still gathering the headline numbers before we publish them.

Workflow 01 Verified

Hair-loss · novel mechanism candidates

Translational research
  1. InputHair-loss workspace: AA / AGA literature + adjacent immunology + dermatology.
  2. MethodD-3 Contradictions + D-4 Novelty across arXiv + PubMed + patent data.
  3. OutputA showcase doc listing the candidate hypotheses, the contradicting papers and the patent-family neighbours.
3 novel candidates surfaced CGRP-receptor agonism (non-androgen axis), NFATc1 bulge-targeted modulator, AR-PROTAC topical scalp — Hair-loss showcase, 2026-04-27.
Workflow 02 Verified

Live discovery on a 62 k-passage dataset

Indago dogfood
  1. InputA live mixed dataset of papers + patents + tender docs (62 086 passages).
  2. MethodAll nine discovery primitives ran end-to-end against path_filter=.indago/research.
  3. OutputPer-primitive timing + recall report; 130/130 unit tests green.
Live perf, real dataset /isolated 2 071 ms · /unusual_pairs 679 ms · /contradictions 2 426 ms · /novelty verified end-to-end, 2026-04-28.
Workflow 03 Pending validation

Pre-submission methodology scan

PhDs · staff scientists
  1. InputA draft manuscript PDF.
  2. Methodanomaly.bio.p-hacking-signal + anomaly.physics.missing-error-bars + anomaly.bio.replication-gap + anomaly.research.ai-generated-paper.
  3. OutputAnnotated PDF with per-figure flags and a suggested-fix sheet.
Pre-submission catch Scan family is shipped; pending a public reproducibility case study before quoting precision.

Verified workflows are reproducible against the index hash listed in each run. Pending workflows are a written commitment, not a customer quote — we publish numbers only when we have measured them.

Research bundle · from€499/ seat / month· lab / department licenses · scan family included
III · Also useful
MED · MedicalClinical literaturePubMed clinical · ClinicalTrials.gov · Cochrane. LIFE · LifeBio sourcesUniProt · KEGG · Reactome · bioRxiv. PAT · PatentNon-patent literatureRank NPL alongside the patent data.