Academic Research
Academic Research
Research workflows, literature review, manuscript review, and academic writing
Clinical Trial Emulator
Emulate published clinical trials against real-world EHR data using a structured pipeline — from protocol parsing through cohort assembly, effect estimation, and discrepancy diagnosis.
Academic Research Assistant
Automate literature reviews with structured search strategies, abstract screening, citation management, methodology comparison, and research gap identification.
Comprehensive Excellence Review
Run 6+ specialized review agents in parallel across code quality, security, performance, accessibility, documentation, and style. Get a synthesized quality score with prioritized fixes.
Adversarial QA Loop
Use a Critic + Fixer pattern where one agent finds issues (read-only) and another fixes them, with re-audits until quality passes. Prevents Claude from approving its own work.
Deep Research Coordinator
Orchestrate complex multi-source research projects — from question decomposition to source prioritization to final synthesis and recommendations.
Deploy Workflow Automation
Automate your deployment pipeline: build, test, lint, version bump, and deploy to any target. Includes pre-deploy checks, rollback handling, and post-deploy verification.
Iterative Build & Fix Loop
Run builds in a loop that automatically detects errors, fixes them, and re-runs until the build succeeds. Works with any build system: npm, cargo, go, make, gradle, and more.
Data Analysis Pipeline
End-to-end data analysis workflow from exploration to publication-ready output. Explore, regress, visualize, and produce polished results.
Devil's Advocate Review
Challenge your designs and decisions with 5-7 targeted critical questions. Catches unstated assumptions, alternative approaches, and potential issues before you commit.
Domain Reviewer Framework
Build a custom reviewer for your specific domain using the 5-Lens Framework: terminology, methodology, precedent, limitations, and impact.
Git Commit Workflow
Structured approach to git commits with quality checks, meaningful messages, and proper staging. Never commit broken code.
Interactive Research Interview
Use Claude as an interviewer to formalize vague ideas into concrete specifications. Transform 'I have this intuition...' into a clear research plan.
Knowledge Base Builder
Build a structured knowledge base for your domain with notation registries, application databases, design principles, and anti-patterns.
Literature Review Synthesis
Systematically search, analyze, and synthesize research literature. Extract key findings, identify gaps, and produce structured literature reviews.
Proofread Review Agent
Deploy a specialized proofreading agent that focuses solely on grammar, spelling, punctuation, and clarity. Catches errors that general reviews miss by having laser focus on language.
Manuscript Referee Review
Get a thorough pre-submission review with referee-style objections. Identify weaknesses before reviewers do, and strengthen your paper proactively.
Multi-Agent Parallel Review
Run multiple specialized review agents in parallel — proofreader, code reviewer, security auditor, etc. Each agent focuses on one dimension with full attention.
Orchestrator Contractor Mode
Let Claude autonomously coordinate multi-step tasks like a contractor — planning, implementing, reviewing, fixing, and verifying without constant supervision.
Parallel Task Agents
Spawn multiple Claude agents simultaneously to handle independent subtasks. Review 3 papers at once, analyze multiple files in parallel, or run concurrent simulations.
Plan-First Workflow
Get Claude to plan before executing complex tasks. Prevents wasted effort by getting user approval on approach before writing code or making changes.
Quality Gates System
Implement a scoring system (0-100) that blocks commits below threshold. 80+ to commit, 90+ for PR, 95+ for excellence. Prevents shipping subpar work.
Replication-First Coding
When working with existing code or papers, match the original exactly before extending. Verify against gold standard numbers to catch silent bugs.
Research Exploration Sandbox
Create a structured explorations/ folder for experimental work. Fast-track experiments without full rigor, then graduate successful ones to production code.
Research Ideation Generator
Generate research questions, hypotheses, and empirical strategies. Brainstorm ideas systematically with structured prompts that push beyond obvious approaches.
Self-Improvement Memory Loop
Create a persistent MEMORY.md that captures corrections and learnings with [LEARN] tags. Claude checks memory before making similar mistakes across sessions.
Session Logging Protocol
Automatically log design decisions, progress, and context at key moments. Create a searchable history of why things were done, not just what changed.
Verification Before Done
Never report a task as complete without actually verifying it works. Compile, render, test, or check every output before saying 'done'.
Explore More Categories
Personal Productivity
File Organization
Auto-rename, sort, deduplicate, and organize files
Personal Productivity
Note Management
Obsidian, Logseq, and note-taking workflows
Personal Productivity
Task Management
Todo lists, project tracking, and productivity
Personal Productivity
Productivity
Dashboards, automation, and workflow optimization