ROLE
Research assistant
Finds and reads sources for you.
84
76–92 · low confidence
- Claude83
Research mode with long-document reading.
Fast cited answers and Deep Research.
STACKFOR
StackFor deep research and literature review
Provisional seed stack, low confidence, not hands-on tested. Affiliate status was not an input.
A sourced brief from a pile of papers or pages, with the citations still attached.
BuilderAgent fanIntermediateProvisional scores
STACK SCORE
87
Mean of the role winners, compatibility +4. Separate from each tool score.
Provisional seed scores. Method seed-v0-provisional, confidence low, not hands-on tested. The band around a number is a ±8 display label, not a measured interval. Ordering uses the point estimate.
We may earn a commission if a tracking link is connected and you buy through it. It never changes ranks. In this v1 seed, tracking URLs are empty, so “Open site” goes to the vendor. Sponsorship rules.
Recommended stack
Find sources, read papers, synthesize, and keep citations.
Example compatibility note, not a measured integration test. Elicit and Consensus export to Zotero via BibTeX/RIS.
ROLE
Ready-made doc chat
No-code chat over your files.
85
77–93 · low confidence
ROLE
Reference manager
Citations you can export.
84
76–92 · low confidence
Ranked tools
Sorted by StackFor Score only. A tool can appear twice when it fills two roles. Affiliate programs are not on this list.
- #1Gemini Notebook
Ready-made doc chat · role rank 1
85
77–93 · low confidence
Grounded Q&A on uploaded sources.
Goal fit25%88Output quality20%86Ease for vibe coders15%94Pricing and free tier15%90Integrations and API10%52Momentum10%84Community sentiment5%84No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Gemini Notebook - #2
84
76–92 · low confidence
Deep research with apps and connectors.
Goal fit25%90Output quality20%86Ease for vibe coders15%94Pricing and free tier15%72Integrations and API10%70Momentum10%80Community sentiment5%78No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open ChatGPT - #3Zotero
Reference manager · role rank 1
84
76–92 · low confidence
Free reference manager.
Goal fit25%92Output quality20%86Ease for vibe coders15%72Pricing and free tier15%96Integrations and API10%80Momentum10%64Community sentiment5%90No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Zotero - #4
83
75–91 · low confidence
Research mode with long-document reading.
Goal fit25%86Output quality20%90Ease for vibe coders15%88Pricing and free tier15%70Integrations and API10%68Momentum10%86Community sentiment5%84No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Claude - #5Perplexity
Research assistant · role rank 3
83
75–91 · low confidence
Fast cited answers and Deep Research.
Goal fit25%86Output quality20%84Ease for vibe coders15%94Pricing and free tier15%76Integrations and API10%76Momentum10%82Community sentiment5%76No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Perplexity - #6Consensus
Academic search · role rank 1
78
70–86 · low confidence
Answers grounded in papers.
Goal fit25%82Output quality20%80Ease for vibe coders15%90Pricing and free tier15%74Integrations and API10%60Momentum10%72Community sentiment5%76No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Consensus - #7Elicit
Academic search · role rank 2
78
70–86 · low confidence
Systematic reviews and extraction.
Goal fit25%88Output quality20%86Ease for vibe coders15%82Pricing and free tier15%58Integrations and API10%62Momentum10%74Community sentiment5%80No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Elicit
Draft feature checklist
Goal fit is scored against these must-haves. The list is a draft rubric, not a test log.
Research assistant
- Multi-step search
- Citations
- Reports
Academic search
- Peer-reviewed sources
- Extraction tables
Ready-made doc chat
- Read your PDFs
Reference manager
- Citation export
Questions
Are these scores from hands-on tests?
No. Every score on this page is a provisional seed estimate with low confidence. The band around the number is a display convention, not a measured interval.
Can a paid listing change who is recommended?
No. Affiliate programs and sponsored cards are not inputs. A sponsored card, when one exists, is labeled and sits outside the ranking.
NEWSLETTER
The weekly AI stack drop
New tools worth your time, by use case. One email a week. A sponsor, when there is one, is labeled.