SamyakJhaveri
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- ▌ Test Driven Development · samyakjhaveri bundleGuides implementing features and bug fixes test-first, enforcing the red-green-refactor cycle with mandatory failure verification.
- ▌ Understand Anything · samyakjhaveriAnalyzes a codebase with multiple agents and builds an interactive React knowledge graph dashboard for onboarding and visual architecture exploration.
- ▌ Dispatching Parallel Agents · samyakjhaveriDelegates independent debugging tasks to parallel agents with isolated context, preserving the main session for coordination.
- ▌ Subagent Driven Development · samyakjhaveri bundleExecutes implementation plans by dispatching a fresh subagent per task and running two-stage reviews for spec compliance and code quality.
- ▌ Finishing A Development Branch · samyakjhaveriGuides completing development work by verifying tests, presenting structured options for merging, creating a pull request, keeping, or discarding a branch, and cleaning up worktrees.
- ▌ Verification Before Completion · samyakjhaveriEnforces running verification commands and confirming output before claiming work is complete, fixed, or passing, ensuring evidence precedes any success claims.
- ▌ Render Gate · samyakjhaveriRuns a test-driven rendering loop for Copier templates, writing E2E assertions first and iterating until every flavor renders cleanly before committing.
- ▌ Create Skill · samyakjhaveri bundleGuides the creation of well-structured Claude Code skills and slash commands, covering skill types, scope, frontmatter settings, and file organization.
- ▌ Multi Review · samyakjhaveriRuns a structured code review using four parallel subagents covering style, correctness, security, and performance, then synthesizes findings by severity and gives an approve/needs-changes recommendation.
- ▌ Eval Grader · samyakjhaveriGrades and classifies evaluation batch results, applying exclusions, diagnosing failure modes, computing pass rates, and generating summary tables for papers.
- ▌ Paper Write · samyakjhaveri bundleDrafts a LaTeX paper section by section from an outline, with venue-specific templates and citation management.
- ▌ Template Sync · samyakjhaveriSync Claude Code assets between a project and its project-template buffer, with subcommands for status, diff, pull, promote, trial, and sync-from-buffer. Promotion is always opt-in and never automatic.
- ▌ Augment Test · samyakjhaveriRuns a data augmentation pipeline on a given input and reports pass/fail per transform, diagnosing failures against known issues.
- ▌ Critique Swarm · samyakjhaveriLaunches four parallel adversarial review agents covering security, scope, fidelity, and test gaps, then synthesizes findings into a ranked verdict for plans or feature branches.
- ▌ Grill With Docs · samyakjhaveri bundleStress-tests a plan against the project's domain model and documented decisions, sharpening terminology and updating DOMAIN.md and ADRs inline as decisions crystallize.
- ▌ Citation Audit · samyakjhaveriVerifies every bibliographic entry in a paper for existence, metadata accuracy, and contextual support using web/DBLP/arXiv lookups, flagging hallucinated authors, wrong years, fabricated venues, and misattributed citations.
- ▌ Grill Research · samyakjhaveriInterrogates research plans before evals or published claims, forcing explicit null hypotheses, confound checks, and data verification across four review waves.
- ▌ Overnight Eval · samyakjhaveriLaunches long-running evaluation batches in isolated tmux sessions with pre-flight verification, monitoring, and post-flight analysis for unattended runs.
- ▌ Scaffold Context · samyakjhaveriGenerates a CONTEXT.md routing file for a specified project subdirectory, following the canonical anatomy and ensuring it meets size and content constraints.
- ▌ Session Critique · samyakjhaveri bundleRuns an adversarial, decision-aware review of all session work before committing, checking decision adherence and code maintainability, and applies only user-authorized fixes.
- ▌ Hypothesis Tree · samyakjhaveriManages a persistent hypothesis tree in markdown, tracking falsifiable claims with linked evidence, timestamps, and next experiments for multi-step research investigations.
- ▌ Paper Review Sim · samyakjhaveriSimulates a NeurIPS/SC/ICSE-style peer review with five reviewer personas (HPC, ML, Stats, Reproducibility, Devil's Advocate) that verify every claim against actual result data before submission.
- ▌ Plan Review Invoke · samyakjhaveriReviews a plan from a prior session by extracting the canonical reference prompt from seed/plan-reviewer-design.md and invoking the plan-reviewer agent with it, surfacing the verdict without auto-applying changes.
- ▌ Hpc Code Reviewer · samyakjhaveriReviews CUDA, OpenMP, and OpenCL code for parallel correctness, covering data races, memory model violations, synchronization bugs, numerical precision issues, and API-specific pitfalls.
- ▌ Interpret Results · samyakjhaveriAnalyzes evaluation results by requiring a stated hypothesis before examining data, then compares expectations to actual result files to prevent post-hoc rationalization.
- ▌ Paper Claim Audit · samyakjhaveriVerifies that every number, comparison, and scope claim in a research paper matches raw result files, using a fresh cross-model reviewer with no prior context to prevent confirmation bias.
- ▌ Cuda Omp Translator · samyakjhaveriReference guide for evaluating LLM-generated translations between CUDA and OpenMP, covering memory model mapping, kernel launch patterns, shared memory, atomics, and common failure modes.
- ▌ Navigate · samyakjhaveriRecommends the best skill, agent, or command for a given task by classifying intent and scanning available tools.
- ▌ Auto Paper Improvement Loop · samyakjhaveriIteratively improves a compiled LaTeX paper through two rounds of external LLM review, fix implementation, and recompilation.
- ▌ Improve Codebase Architecture · samyakjhaveri bundleFinds architectural friction in a codebase and proposes deep-module refactors to improve testability and AI-navigability, informed by the domain glossary and ADRs.
- ▌ Model Route · samyakjhaveriRecommends the optimal Claude model tier (Opus, Sonnet, or Haiku) for a given task by analyzing reasoning depth, blast radius, domain expertise, output length, and correctness cost, and suggests parallelization opportunities.
- ▌ Reflect · samyakjhaveriGenerates a structured post-task reflection capturing surprises, patterns, prompt improvements, and gotchas, writing it to a markdown file without modifying project rules.
- ▌ Unknowns · samyakjhaveri bundleSurface and clarify unknowns before prompting, log deviations during implementation, and verify understanding after, using HTML artifacts that pair prompts with outputs.
- ▌ Tdd · samyakjhaveri bundleGuides test-driven development with a red-green-refactor loop, emphasizing behavior-focused tests and vertical slicing over horizontal test writing.
- ▌ Decision Matrix · samyakjhaveriGuides users through structured decision-making with weighted scoring, criteria analysis, and clear recommendations, including quick and interview modes.
- ▌ Prompt Improver · samyakjhaveriResearches conversation and code context to generate 1-6 targeted clarifying questions when a prompt is vague, then executes the original request.
- ▌ Sam Handoff · samyakjhaveriWrites or updates a HANDOFF.md file in the project root to capture goal, progress, and next steps for a fresh agent to continue in-progress work.
- ▌ To Prd · samyakjhaveriSynthesizes the current conversation and codebase context into a structured PRD and publishes it to the project issue tracker with a triage label.
- ▌ Triage · samyakjhaveri bundleTriage issues through a state machine driven by triage roles, including gathering context, recommending actions, and applying outcomes.
- ▌ Codex Review · samyakjhaveriRuns the current git diff through the Codex CLI for an independent, read-only second-opinion review, then triages findings back into the session for Claude to apply fixes.
- ▌ Council · samyakjhaveriRuns a structured multi-agent deliberation: four specialist agents write independent position papers, two cross-examiners debate them, and the orchestrator synthesizes a final recommendation with implementation plan and risk register.
- ▌ Sop Writer · samyakjhaveriTurns a process description into a complete Standard Operating Procedure document with numbered steps, decision points, checklists, and troubleshooting guidance.
- ▌ Nature Skills · samyakjhaveriProvides nine skills for Nature-journal-family academic publishing, covering figure creation, prose polishing, manuscript writing, citation formatting, data availability statements, paper reading, reviewer responses, paper-to-PPT conversion, and academic search via an MCP server.
- ▌ Diagnose · samyakjhaveriRuns a disciplined debugging loop for hard bugs and performance regressions, covering reproduction, hypothesis testing, instrumentation, fixing, and regression testing.
- ▌ Zoom Out · samyakjhaveriProvides a higher-level map of relevant modules and callers using the project's domain glossary when you're unfamiliar with a code area.
- ▌ UI UX Pro Max · samyakjhaveriGenerates opinionated design systems with curated color palettes, font pairings, UI styles, product-type rules, and UX guidelines across multiple tech stacks.
- ▌ Prototype · samyakjhaveri bundleBuilds a throwaway prototype to answer a design question, choosing between a runnable terminal app for logic/state questions or multiple UI variations switchable from one route.
- ▌ To Issues · samyakjhaveriBreaks a plan, spec, or PRD into independently-grabbable issues using tracer-bullet vertical slices, then publishes them to the project issue tracker.
- ▌ Gpt Researcher · samyakjhaveriConducts autonomous multi-source research using a planner/executor architecture and an MCP server, with tools for deep research, quick search, report writing, and source retrieval.
- ▌ Self Healing · samyakjhaveri bundleContinuously improves Claude's effectiveness by recognizing patterns, saving memory, creating skills, and refining project knowledge. Use when Claude notices repeated workflows, encounters a problem it solved before, wants to save something for future sessions, needs to create a reusable skill, or when the user asks.
- ▌ Brainstorming · samyakjhaveri bundleGuides collaborative dialogue to turn ideas into approved designs and specs before any implementation begins.
- ▌ Writing Plans · samyakjhaveri bundleTurns a spec or requirements into a detailed, bite-sized implementation plan with exact file paths, code, and test steps for engineers with no codebase context.
- ▌ Storm Research · samyakjhaveriRuns Stanford's STORM pipeline to produce Wikipedia-quality research articles with citations, using Claude models and a search engine API.
- ▌ Weekly Review · samyakjhaveriRuns an interactive weekly review session to assess accomplishments against stated goals, identify missed items, and plan the next week with a structured report and accountability question.
- ▌ Codex Plan Review · samyakjhaveriRuns a plan file through the Codex CLI as an independent adversarial reviewer, then folds accepted findings back into the plan. Read-only sandbox; Codex never edits.
- ▌ Writing Skills · samyakjhaveri bundleUse when creating new skills, editing existing skills, or verifying skills work before deployment.
- ▌ Bootstrap Cc Setup · samyakjhaveri bundleBootstraps the always-loaded rules layer for a new repository: writes a CLAUDE.md skeleton and a workflow.md model-notes rule, and optionally installs a native git pre-commit hook. Skips repos already rendered by the Loam Copier template.
- ▌ Executing Plans · samyakjhaveriLoads an implementation plan, reviews it critically, executes each task with verification, and reports completion, stopping to ask for help when blocked.
- ▌ Workflow Mapper · samyakjhaveriTurns messy business process descriptions into structured workflows, classifies each step for automation potential using a GREEN/YELLOW/RED framework, and produces a prioritized automation roadmap with time savings estimates.
- ▌ Using Superpowers · samyakjhaveri bundleRoutes conversations to relevant skills from the library, prioritizing process-oriented skills and user instructions.
- ▌ Process Optimizer · samyakjhaveriAnalyzes workflows to identify inefficiencies, bottlenecks, and optimization opportunities, providing a structured report with recommendations for eliminating, resequencing, parallelizing, and automating steps.
- ▌ Academic Research · samyakjhaveriRuns a multi-agent academic research pipeline covering systematic review, LaTeX paper writing, peer review, and end-to-end orchestration with integrity gates.
- ▌ Code Review Graph · samyakjhaveriScopes code-review blast radius and detects architectural hotspots using Tree-sitter AST analysis and GraphRAG, with an MCP server for graph-based analysis.
- ▌ Using Git Worktrees · samyakjhaveriCreates isolated git worktrees with smart directory selection and safety verification for feature work.
- ▌ Systematic Debugging · samyakjhaveri bundleGuides a structured root-cause investigation before any fix, covering reproduction, evidence gathering, hypothesis testing, and implementation with failing tests.
- ▌ Receiving Code Review · samyakjhaveriGuides technical verification of code review feedback before implementation, emphasizing reasoned pushback over performative agreement.
- ▌ Requesting Code Review · samyakjhaveri bundleDispatch a code-reviewer subagent to catch issues before they cascade, with guidance on when to request review and how to act on feedback.
- ▌ Pr · samyakjhaveriPushes the current branch and opens a GitHub pull request with a structured title and body.
- ▌ Ship · samyakjhaveriOrchestrates a strict four-stage shipping pipeline: session critique, validation, commit, and pull request, halting on failure. Supports a critique-only mode for mid-session quality checks.
- ▌ Dream · samyakjhaveriConsolidates auto-memory files in ~/.claude/projects by auditing, planning, and executing a 4-phase cleanup with user approval.
- ▌ Commit · samyakjhaveriCreates a conventional commit from staged changes, using an optional user-provided subject.
- ▌ Catchup · samyakjhaveriQuickly refreshes project state when resuming work by reporting git status, recent commits, environment, memory staleness, pending tasks, and red flags.
- ▌ Fix Bug · samyakjhaveriStructured workflow to reproduce, diagnose, plan, fix, verify, and record a bug fix, requiring a deterministic reproduction before diagnosis and minimal changes only.
- ▌ Handoff · samyakjhaveriWrites or updates a HANDOFF.md document to preserve context for the next agent, including goal, progress, what worked, what didn't, and next steps.
- ▌ Diagrams · samyakjhaveri bundleGenerates diagrams and visuals from code or descriptions, routing to specialized tools for hand-drawn, formal, academic, or architectural output.
- ▌ Techdebt · samyakjhaveriScans recently changed code for tech debt: duplicated logic, dead code, magic numbers, deep nesting, and TODOs, then proposes fixes.
- ▌ Eval Run · samyakjhaveriLaunches a model evaluation batch with parameter collection, pre-flight checks, execution, and post-run analysis for interactive or foreground runs.
- ▌ Rebuttal · samyakjhaveriParses external reviews, enforces coverage and grounding, and drafts a text-only rebuttal under venue limits, managing follow-up rounds.
- ▌ Agent Team · samyakjhaveri bundleLaunches coordinated agent teams for tasks requiring persistent cross-talk, shared state, and lifecycle management, with team design, advisor coordination, and quality gates.
- ▌ Auto Phase · samyakjhaveriExecutes multi-stage release plans by reading a PHASE-PLAN.md, implementing each stage, running validation and critique gates, committing with clean scope, and advancing automatically, halting on repeated failures or unresolvable issues.
- ▌ Impeccable · samyakjhaveri bundleDesigns and iterates production-grade frontend interfaces, covering UX review, visual hierarchy, accessibility, performance, responsive behavior, theming, typography, layout, color, motion, and design systems. Handles websites, landing pages, dashboards, product UI, components, forms, and more.
- ▌ Researcher · samyakjhaveriConducts multi-source web research on any topic, cross-referencing claims and delivering a structured report with sources and recommendations.
- ▌ Post Eval · samyakjhaveriRuns a post-batch analysis pipeline after an eval completes: verifies results, executes analysis scripts, refreshes dashboards, and writes a summary report.
- ▌ Feature Dev · samyakjhaveriGuides a structured feature-development workflow: explore the codebase with subagents, draft a plan for approval, implement step by step, verify with parallel checks, and record conventions.
- ▌ Cite Check · samyakjhaveriAudits a paper draft by tracing every numeric claim and assertion back to result files on disk, flagging untraced, mismatched, stale, uncited, and phantom references.
- ▌ Experiment · samyakjhaveriOrchestrates structured experiments end-to-end: initialize, plan, run, and evolve with reproducibility tracking and hypothesis validation.
- ▌ Align Prompt · samyakjhaveri bundleRewrites free-form draft prompts into the conventions Claude Opus 4.6 or 4.8 responds best to, either inline or by overwriting a draft file.
- ▌ Gen Spec · samyakjhaveriGenerate a structured specification document before writing implementation code, validating scope, drafting specs, and registering them in the project.
- ▌ Validate · samyakjhaveriRuns a two-wave validation pipeline (deterministic checks then rule-based checks) before every git commit, writing a sentinel file that a pre-commit hook enforces. Includes optional quick mode (first wave only) and a fix loop with up to three iterations.
- ▌ Planning With Files · samyakjhaveriCreates and maintains persistent markdown planning files that survive session resets by hooking into Claude Code's lifecycle.