rohitg00
rohitg00 / pro-workflow
2.9kComplete AI coding workflow system. Orchestration patterns, 18 hook events, 8 agents, cross-agent support, reference guides, and searchable learnings. Works with Claude Code, Cursor, and 32+ agents.
rohitg00 / context-engineering
2.9kMaster the four operations of context engineering — Write, Select, Compress, Isolate. Manage token budgets, compaction strategies, and context partitioning to keep AI sessions sharp and efficient.
rohitg00 / survey-generator
2.9kCompile a structured literature survey on any AI/ML topic. Agent curates a research bundle (taxonomy + sections + bibliography of real papers) from a public anchor resource, then a chosen LLM generates the survey artifact.
rohitg00 / agent-teams
2.9kCoordinate multiple Claude Code sessions as a team — lead + teammates with shared task lists, mailbox messaging, and file-lock claiming. Patterns for team sizing, task decomposition, and when to use teams vs sub-agents vs worktrees.
rohitg00 / batch-orchestration
2.9kDecompose large-scale changes into independent units and spawn parallel agents in isolated worktrees. Use for migrations, refactors, codemods, and any change touching 10+ files with the same pattern.
rohitg00 / insights
2.9kShow session analytics, learning patterns, correction trends, heatmaps, and productivity metrics. Computes stats from project memory and session history
rohitg00 / llm-gate
2.9kLLM-powered quality verification using prompt hooks. Validates commit messages, code patterns, and conventions using AI before allowing operations. Use to set up intelligent guardrails.
rohitg00 / safe-mode
2.9kPrevent destructive operations using Claude Code hooks. Three modes — cautious (warn on dangerous commands), lockdown (restrict edits to one directory), and clear (remove restrictions). Uses PreToolUse matchers for Bash, Edit, and Write.
rohitg00 / sprint-status
2.9kTrack parallel work sessions and prevent confusion across multiple Claude Code instances. Every major step ends with a status line. Every question re-states project, branch, and task.
rohitg00 / thoroughness-scoring
2.9kScore every decision point with a Thoroughness Rating (1-10). AI makes the marginal cost of doing things properly near-zero — pick the higher-rated option every time. Includes scope checks to distinguish contained vs unbounded work.
rohitg00 / wiki-research-loop
2.9kAuto-grow a pro-workflow wiki by running a budget-capped BFS research loop over pluggable source fetchers (web, arXiv, GitHub). Each iteration pops a seed from the queue, fetches sources, drafts a wiki page, dedupes claims against existing pages, enqueues follow-up seeds.
rohitg00 / ai-engineering-from-scratch
77.0kLearn AI Engineering! Learn it. Build it. Ship it for others.
rohitg00 / bug-capture
2.9kCapture a user-reported defect as a durable GitHub issue written in the project's own domain language. Explores the codebase in parallel for context but never leaks file paths or line numbers into the issue
rohitg00 / cost-tracker
2.9kTrack session costs, set budget alerts, and optimize token spend. Use to check costs mid-session or set spending limits.
rohitg00 / llm-council
2.9kProvider-agnostic multi-LLM deliberation. Three phases — independent responses, cross-model anonymized ranking, chairman synthesis. Credentials come from explicit plugin configuration or pro-workflow-specific CLI variables. Persists transcript to a wiki page when --wiki <slug> is passed
rohitg00 / permission-tuner
2.9kAnalyze permission prompts and auto mode denials, then generate permission rules and autoMode entries that cut prompt fatigue
rohitg00 / wiki-builder
2.9kStart, structure, and grow a persistent research wiki indexed in pro-workflow's SQLite knowledge base. Each wiki is a folder of markdown pages with provenance, plus a shadow FTS5 index so any session can recall it
rohitg00 / wiki-viewer
2.9kRender a self-contained HTML viewer for a pro-workflow wiki. Pages, sources, claims, seed queue, page-link graph and full-text search all in one file. No external dependencies, no JS framework, S3-uploadable
rohitg00 / testing-anti-patterns
1.5kReviews test code to identify and fix common testing anti-patterns including flaky tests, over-mocking, brittle assertions, test interdependency, and hidden test logic. Flags bad patterns, explains the specific defect, and provides corrected implementations
rohitg00 / handoff-protocols
1.5kManages work transitions between team members or agents by creating structured handoff documents, summarizing project status, documenting key decisions, blockers, and open questions, and generating onboarding briefs
rohitg00 / hypothesis-testing
1.5kApplies the scientific method to debugging by helping users form specific, testable hypotheses, design targeted experiments, and systematically confirm or reject theories to find root causes
rohitg00 / skill-authoring
1.5kCreates and structures SKILL.md files for AI coding agents, including YAML frontmatter, trigger phrases, directive instructions, decision trees, code examples, and verification checklists
rohitg00 / test-patterns
1.5kApplies proven testing patterns — Arrange-Act-Assert (AAA), Given-When-Then, Test Data Builders, Object Mother, parameterized tests, fixtures, spies, and test doubles — to help write maintainable, reliable, and readable test suites
rohitg00 / verification-gates
1.5kCreates explicit validation checkpoints (verification gates) between project phases to catch errors early and ensure quality before proceeding
rohitg00 / compact-guard
2.9kSmart context compaction with state preservation. Saves critical files, task progress, and working state before compaction, restores after. Use before manual compact or when auto-compact triggers.
rohitg00 / design-engineering
2.9kApply interface craft when building or reviewing UI - motion, easing, timing, springs, component feel, and visual foundations
rohitg00 / deslop
2.9kRemove AI-generated code slop, unnecessary comments, and over-engineering from the current branch diff. Cleans up boilerplate, simplifies abstractions, strips defensive code, and in skill-file mode lints SKILL.md files for quality
rohitg00 / parallel-worktrees
2.9kCreate and manage git worktrees for parallel coding sessions with zero dead time
rohitg00 / skill-optimizer
2.9kSkillOpt-flavored offline training loop for any SKILL.md. Treats accumulated learn-rule corrections as training trajectories, proposes bounded patches via an optimizer LLM, gates each candidate against a held-out validation set built from the user's own past corrections, and ships only candidates th…
rohitg00 / mcp-audit
2.9kAudit connected MCP servers for token overhead, redundancy, and security
rohitg00 / design-first
1.5kGuides the creation of technical design documents before writing code, producing architecture diagrams, data models, API interface definitions, implementation plans, and multi-option trade-off analyses
rohitg00 / find-skills
1.5kDiscovers, searches, and installs skills from multiple AI agent skill marketplaces (400K+ skills) using the SkillKit CLI. Supports browsing official partner collections (Anthropic, Vercel, Supabase, Stripe, and more) and community repositories, searching by domain or technology, and installing speci…
rohitg00 / parallel-investigation
1.5kCoordinates parallel investigation threads to simultaneously explore multiple hypotheses or root causes across different system areas
rohitg00 / red-green-refactor
1.5kGuides the red-green-refactor TDD workflow: write a failing test first, implement the minimum code to make it pass, then refactor while keeping tests green
rohitg00 / task-decomposition
1.5kBreaks down complex software, writing, or research tasks into small, atomic, independently completable units with dependency graphs and milestone breakdowns
rohitg00 / trace-and-isolate
1.5kApplies systematic tracing and isolation techniques to pinpoint exactly where a bug originates in code
rohitg00 / auto-setup
2.9kAuto-configure quality gates, hooks, and settings for a new project. Detects project type and sets up appropriate tooling
rohitg00 / file-watcher
2.9kConfigure file watching hooks to auto-react to config changes, env file updates, and dependency modifications. Use to set up reactive workflows.
rohitg00 / skill-router
2.9kThe index of every pro-workflow skill and command, grouped by job, with when to reach for each and whether it is human-run or auto-triggered
rohitg00 / token-efficiency
2.9kReduce token waste by 40-60% through anti-sycophancy rules, tool-call budgets, one-pass coding, task profiles, and read-before-write enforcement. Inspired by drona23/claude-token-efficient.
rohitg00 / root-cause-analysis
1.5kPerforms systematic root cause analysis to identify the true source of bugs, errors, and unexpected behavior through structured investigation phases — not just treating symptoms
rohitg00 / structured-code-review
1.5kPerforms a structured five-stage code review covering requirements compliance, correctness, code quality, testing, and security/performance. Each stage uses targeted checklists and categorized feedback (Blocker/Major/Minor/Nit) with actionable suggestions and rationale
rohitg00 / context-optimizer
2.9kOptimize token usage and context management
rohitg00 / learn-rule
2.9kCapture a correction or lesson as a persistent learning rule with category, mistake, and correction. Stores, categorises, and retrieves rules for future sessions. Use after mistakes or when the user says "remember this", "don't forget", "note this", or "learn from this".
rohitg00 / session-handoff
2.9kGenerate a structured handoff document capturing current progress, open tasks, key decisions, and context needed to resume work
rohitg00 / domain-modeling
2.9kBuild the project's shared language and bounded contexts before writing code, so names stay consistent and the agent stops paraphrasing domain concepts. Produces a CONTEXT.md glossary and decision records.