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consensus-pipeline
A single LLM produces confident-sounding answers with no cross-validation — hallucinations slip through, conflicting perspectives get flattened, and you can't tell which…
Plugin facts
GitHub stars 125
LicenseMIT
Primary languagePython
Last push2026-09-23T18:20:34Z
Maintainerfangqian616
Added to this directory2026-09-24
Screenshots
Install this DSH plugin
Copy the command below and run it in your DeepSeek Harness terminal.
dsh plugin add github:fangqian616/consensus-pipeline Plugins run with the permissions of your dsh process and may execute code at install time. Review the source repository and its license before installing. Pin the commit hash for reproducible installs. Plugin safety →
More about this plugin
Consensus Pipeline takes a research topic and produces a structured literature review through multi-agent debate.
The pipeline in one sentence: Search papers → 3-layer QC filter → 11 departments debate each claim → cross-department validation → generate report with confidence scores.
Key difference from tools like Elicit/Consensus: Those tools extract and summarize. This tool debates . Each finding has to survive adversarial challenge from multiple AI agents before it makes it into the report.
Core capabilities: - 🔍 Multi-source paper search — OpenAlex + Semantic Scholar + arXiv, auto-deduplication - 🏛️ 11-department multi-agent debate — each department has 2-4 debaters arguing from different perspectives - 📊 Per-claim confidence annotation — every conclusion tagged with evidence count (e.g., "42/77 papers, high confidence") - ✅ NLI citation verification — every claim checked against source abstracts, unverifiable claims excluded from scoring - 📄 Structured report output — Markdown + DOCX + PDF export, bilingual (CN/EN)
Related guides
Learn how to choose, install, and use ui enhancements plugins.
About this plugin: consensus-pipeline
What is consensus-pipeline?
consensus-pipeline is a ui enhancements plugin maintained by fangqian616. A single LLM produces confident-sounding answers with no cross-validation — hallucinations slip through, conflicting perspectives get flattened, and you can't tell which…
How do I install consensus-pipeline?
Run dsh plugin add github:fangqian616/consensus-pipeline in your DeepSeek Harness terminal. The dsh CLI resolves the plugin from GitHub and installs it into your active profile. For reproducible installs, pin a commit hash: dsh plugin add github:fangqian616/consensus-pipeline#commit.
Is consensus-pipeline free?
consensus-pipeline is a community open-source project released under the MIT license. You can inspect its source and install it for free.
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