claude-singularity

Claude Singularity

From papers to research proposals — automatically.

A Claude Code plugin that runs an 8-stage multi-agent pipeline to analyze academic papers, identify research gaps, and generate novel method proposals with experiment plans.

Papers + Goal  ──→  Analysis  ──→  Parallel Ideation  ──→  Unified Proposal + Experiments

Why

Turning a literature review into a concrete research direction typically takes weeks of reading, comparing weaknesses, brainstorming approaches, formalizing methods, and designing experiments. This plugin automates that entire pipeline with specialized AI agents — each operating at the right level of reasoning for its task.

The key insight: idea blending, math formulation, and architecture design are run in parallel as independent proposals, then synthesized. This produces more diverse and robust methods than a single sequential thought process.

Quick Start

Install

# From local clone
claude install-plugin /path/to/claude-singularity

# Or directly from GitHub
claude install-plugin https://github.com/mobled37/claude-singularity

Run

claude "/claude-research:research-pipeline ~/papers/my-project --goal 'Improve transformer efficiency for long sequences'"

Prepare Papers

Put your reference PDFs in a directory. Prefix the baseline paper with baseline_:

~/papers/my-project/
├── baseline_attention_is_all_you_need.pdf   # primary method to improve
├── linear_attention.pdf
├── flash_attention.pdf
└── state_space_models.pdf

If no baseline_ prefix is found, the pipeline will ask you to identify one.

Pipeline

                    ┌─────────────────────────────────────┐
                    │     Sequential: Analysis             │
                    │                                      │
                    │  Stage 1  Paper Review                │
                    │     │     Weakness analysis per paper │
                    │     ▼                                │
                    │  Stage 2  Gap Search                  │
                    │     │     Find & download related     │
                    │     │     papers from the web         │
                    │     ▼                                │
                    │  Stage 3  Summarization               │
                    │           Structured summaries        │
                    └──────────────┬──────────────────────┘
                                   │
                    ┌──────────────▼──────────────────────┐
                    │     Parallel: Idea Proposal          │
                    │                                      │
                    │  ┌──────┐  ┌──────┐  ┌──────────┐   │
                    │  │  4   │  │  5   │  │    6     │   │
                    │  │ Idea │  │ Math │  │  Arch    │   │
                    │  │Blend │  │Expert│  │  Expert  │   │
                    │  └──┬───┘  └──┬───┘  └────┬─────┘   │
                    │     └─────────┼───────────┘         │
                    └──────────────┬──────────────────────┘
                                   │
                    ┌──────────────▼──────────────────────┐
                    │     Sequential: Convergence          │
                    │                                      │
                    │  Stage 7  Proposal Synthesis          │
                    │     │     Unify 4+5+6 into one       │
                    │     ▼     coherent method             │
                    │  Stage 8  Experiment Plan             │
                    │           Baselines & evaluation      │
                    └─────────────────────────────────────┘

Agents

Stage	Agent	Model	Role
1	Paper Reviewer	Opus	Deep weakness analysis per paper
2	Gap Scout	Sonnet	Web search + PDF download of related work
3	Paper Summarizer	Sonnet	Structured summaries & comparison tables
4	Idea Blender	Opus	Creative cross-paper technique combinations
5	Math Expert	Opus	Independent mathematical formulation
6	Arch Expert	Opus	Independent architecture design
7	Proposal Synthesizer	Opus	Merge parallel proposals into unified method
8	Experiment Planner	Opus	Baselines, datasets, metrics, ablation design

Output

All outputs are saved to .omc/research-pipeline/{session-id}/: