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kennethkhoocy/lit-review-orchestrator

kennethkhoocy/lit-review-orchestrator is a document-driven literature-review pipeline that extracts a search plan from a manuscript or abstract, searches multiple scholarly sources, verifies every citation against real indexes, and drops unverified papers instead of letting polished hallucinated references slide through.

Open source →Back to radar
Score8.3
Popularity7.0
Riskmedium
TierSilver
Score breakdown
Usefulness8.0
Novelty8.0
Momentum6.0
Maturity6.1
Open-source/build7.4
Evidence7.2
Workflow potential8.7
Setup ease4.2

Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.

Why it matters

Useful for researchers and students who want LLM-assisted literature review help but do not want the usual fake-citation failure mode hidden inside a convincing bibliography.

Who should use it

researchers building faster bibliography workflowsstudents who want citation help with stronger verificationlabs experimenting with LLM-assisted literature reviewknowledge teams that need an audit trail for rejected references

Who should skip it

Skip or sandbox it if you cannot review permissions, data access, and failure modes before use.

Risk explanation

The repository does not declare a license, which makes reuse and redistribution harder to judge.

Evidence links

Closest alternatives / related signals

researchliterature-reviewcitation-verificationworkflow-toolsacademic-ai