Zotero Plugins Atlas
Plugins / Citing & writing

Literature Review with LLM

by KaguraTart · github.com/KaguraTart/literature-review-with-LLM

Zotero literature review and Markdown summary plugin

Citing & writingAI & summariesFiles, sync & backup
View source
Downloads a .xpi file (0.4 MB). In Zotero, open Tools → Plugins and install it from the file.
StarsPeople who starred the repository on GitHub: a rough measure of interest.
9
DownloadsAll-time downloads of its release files from GitHub. Installs from elsewhere aren't counted.
1,322
ContributorsPeople who have committed code to the repository.
2
LicenceThe licence the code is published under, as GitHub reports it.
Apache-2.0
A
Atlas gradeRecommended
because every code check came out low
Applies to v0.1.146, released 30 Jun 2026Code checked · tested installed in Zotero 9.0.6 on 27 Sep 2026
Doesn't work with the current Zotero (10)Works with Zotero 9.
What we found in the codeSets the gradeThe worst finding in these three areas sets the grade.
Code transparencyReadable code; not yet checked against the published sourceThe developer uploaded the release file from the KaguraTart account. We haven't yet checked whether this file matches the public source code.UnknownWe couldn't check this yet.
Updates
Updates come from this project's GitHub repositoryThe update address offers this version
Where your data goesOnly contacts services we could identify37 addresses in 3 groups.LowLow concern: normal for plugins that do this job. Listed so you know.
AI services (31)
ai-gateway.vercel.shapi.anthropic.comapi.cerebras.aiapi.cline.botapi.cloudflare.comapi.deepinfra.comapi.deepseek.comapi.fireworks.aiapi.groq.comapi.hunyuan.cloud.tencent.comapi.minimaxi.comapi.mistral.aiapi.moonshot.aiapi.openai.comapi.perplexity.aiapi.sambanova.aiapi.siliconflow.cnnamed in its codeThe address is in its code, but we didn't trace a request to it. It may be a link or unused.api.siliconflow.comapi.together.aiapi.x.aiapi.z.aiark.cn-beijing.volces.comdashscope.aliyuncs.comgenerativelanguage.googleapis.comintegrate.api.nvidia.commodels.github.aiopen.bigmodel.cnopenrouter.aiqianfan.baidubce.comqianfan.bj.baidubce.comnamed in its codeThe address is in its code, but we didn't trace a request to it. It may be a link or unused.router.huggingface.co
Scholarly services (4)
api.crossref.orgnamed in its codeThe address is in its code, but we didn't trace a request to it. It may be a link or unused.api.semanticscholar.orgnamed in its codeThe address is in its code, but we didn't trace a request to it. It may be a link or unused.api.unpaywall.orgnamed in its codeThe address is in its code, but we didn't trace a request to it. It may be a link or unused.export.arxiv.orgnamed in its codeThe address is in its code, but we didn't trace a request to it. It may be a link or unused.
On your computer (2)
127.0.0.1localhost
Where we found it
ai-gateway.vercel.shcontent/bootstrap-settings.js · line 60
return { ...common, protocol: "openai_chat", baseURL: "https://ai-gateway.vercel.sh/v1", capabilities: { ...imageCapabilities, pdfBase64: false } };
api.anthropic.comcontent/bootstrap-settings.js · line 51
return { ...common, protocol: "anthropic_messages", baseURL: "https://api.anthropic.com", capabilities: { ...imageCapabilities, pdfBase64: true } };
api.cerebras.aicontent/bootstrap-settings.js · line 159
return { ...common, protocol: "openai_chat", baseURL: "https://api.cerebras.ai/v1", capabilities: commonCapabilities };
Powerful capabilitiesUses the clipboard, and 2 moreLowLow concern: normal for plugins that do this job. Listed so you know.
Uses the clipboardlowLow concern.Stores API keys or passwordslowLow concern.Works with files on your computerlowLow concern.
Before you installShown, not gradedFacts to help you decide. They don't change the grade.
Works withZotero 9 · not 10, 11 betaDoesn't work with the current Zotero (10)MediumMedium concern: worth reading before you install. One medium finding makes the grade B.
Zotero 9 ✓ worksZotero 10 ✗ doesn't workZotero 11 beta ✗ doesn't work
What you'll needOr: a model on your own computerDetected automatically from its code
No further detail for this area yet.
MaintenanceActive · last release 30 Jun 20262 contributors
No further detail for this area yet.
LanguagesDocumentation in EnglishInterface: English and Chinese
No further detail for this area yet.
We report what we found in the code. Open any area for the evidence.How we gradeReport a problem

What it does

Description coming soon. We haven't written a summary yet. The line above is the developer's own description; the developer's README is linked above.

What you'll need

Detected automatically
  • Or: a model on your own computerIt can use a local model such as Ollama
  • Zotero 9Not working with Zotero 10

Where your data goes

We found: only contacts services we could identify. 37 addresses in 3 groups.

AI services (31)
ai-gateway.vercel.shapi.anthropic.comapi.cerebras.aiapi.cline.botapi.cloudflare.comapi.deepinfra.comapi.deepseek.comapi.fireworks.aiapi.groq.comapi.hunyuan.cloud.tencent.comapi.minimaxi.comapi.mistral.aiapi.moonshot.aiapi.openai.comapi.perplexity.aiapi.sambanova.aiapi.siliconflow.cnnamed in its codeapi.siliconflow.comapi.together.aiapi.x.aiapi.z.aiark.cn-beijing.volces.comdashscope.aliyuncs.comgenerativelanguage.googleapis.comintegrate.api.nvidia.commodels.github.aiopen.bigmodel.cnopenrouter.aiqianfan.baidubce.comqianfan.bj.baidubce.comnamed in its coderouter.huggingface.co
Scholarly services (4)
api.crossref.orgnamed in its codeapi.semanticscholar.orgnamed in its codeapi.unpaywall.orgnamed in its codeexport.arxiv.orgnamed in its code
On your computer (2)
127.0.0.1localhost
Evidence · file and line
ai-gateway.vercel.shcontent/bootstrap-settings.js · line 60
return { ...common, protocol: "openai_chat", baseURL: "https://ai-gateway.vercel.sh/v1", capabilities: { ...imageCapabilities, pdfBase64: false } };
api.anthropic.comcontent/bootstrap-settings.js · line 51
return { ...common, protocol: "anthropic_messages", baseURL: "https://api.anthropic.com", capabilities: { ...imageCapabilities, pdfBase64: true } };
api.cerebras.aicontent/bootstrap-settings.js · line 159
return { ...common, protocol: "openai_chat", baseURL: "https://api.cerebras.ai/v1", capabilities: commonCapabilities };

Forks and alternatives

No forks listed.

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The developer's response

The developer hasn't responded. Developers can reply here, and their reply sits next to our findings.I'm the developer
Install Literature Review with LLM
ARecommended
  1. 1Download the plugin fileDownload v0.1.146.xpi · 0.4 MB
  2. 2In Zotero, open Tools › Plugins
  3. 3Click the gear, choose Install Plugin From File… and pick the file
Step-by-step guide with pictures