thedixitjain

@thedixitjain source repo

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Ngeo Workflow · thedixitjain
Use when deciding which ngeo-* sub-skill to invoke next, or when sequencing manuscript work from scope-fit through revision for a Nature Geoscience (Nat. Geosci.) manuscript. Routes — does not replace — the specialized skills.

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Nuget Manager · thedixitjain
Manage NuGet packages in .NET projects/solutions. Use this skill when adding, removing, or updating NuGet package versions. It enforces using `dotnet` CLI for package management and provides strict procedures for direct file edits only when updating versions.

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Osdi Workflow · thedixitjain
Use when planning or managing a full OSDI cycle — the December title-registration and submission deadlines on HotCRP, the silent no-rebuttal review window, March notification, the May artifact deadline, June shepherded final papers, and the July conference — including rejection retargeting to SOSP or NSDI.

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Perl Patterns · thedixitjain
Modern Perl 5.36+ idioms, best practices, and conventions for building robust, maintainable Perl applications.

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Phoenix Evals · thedixitjain bundle
Build and run evaluators for AI/LLM applications using Phoenix.

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Phylogenetics · thedixitjain bundle
Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML). Visualize with ETE3 or FigTree. For evolutionary analysis, microbial genomics, viral phylodynamics, protein family analysis, and molecular clock studies.

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Pnas Rebuttal · thedixitjain
Use after PNAS reviews arrive to triage the decision, prioritize experiments, and draft a point-by-point response that is respectful, evidence-led, and honest about limits. Do not run before the main text is actually revised.

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Prai Workflow · thedixitjain
在为《模式识别与人工智能》(Pattern Recognition and Artificial Intelligence, PR&AI) 规划或推进一次完整投稿(从选题、写作、实证、投稿、外审修回到录用见刊)时调用，作为编排其余 11 个技能的总线。覆盖本刊编辑初审→专家外审→主编终审的同行评审时间线、官方约 6 个月审稿口径、18000~44000 字长文节奏、多轮修回预算与各阶段应触发的子技能。用于把一份模式识别/人工智能中文长文的全生命周期拆解为可执行的阶段清单与里程碑，避免遗漏关键环节。

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Rules Distill · thedixitjain bundle
Scan skills to extract cross-cutting principles and distill them into rules — append, revise, or create new rule files

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Sf Submission · thedixitjain
Use when running the final pre-submission preflight for Social Forces (SF) via ScholarOne Manuscript Central — double-anonymized preparation with a separate title page, the reference-inclusive 10,000-word cap, the 10 tables-and-figure-panels limit, Chicago 17th author-date, the data availability statement, ORCID, and the $50 processing fee. Final checks; it does not draft content.

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Skill Adapter · thedixitjain bundle
'Execute analyzes existing plugins to extract their capabilities, then adapts and applies those skills to the current task. Acts as a universal skill chameleon that learns from other plugins. Activates when you request "skill adapter" functionality. Use when appropriate context detected. Trigger with relevant phrases based on skill purpose. '

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Skill Creator · thedixitjain bundle
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.

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Socs Rebuttal · thedixitjain
Use to draft the response letter for an R&R at 《社会学研究》 (Sociological Studies) — addressing reviewer concerns about sociological problematic, theory dialogue, mechanism/social process, qualitative trustworthiness, or quantitative interpretation, point by point, with respect and evidence. Use only after the manuscript itself has been revised.

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Tiny Stepping · thedixitjain
Incremental development workflow that makes the smallest meaningful change per step and pauses for feedback, so the direction gets validated early before continuing. Use for careful, iterative implementation with continuous validation.

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Wber Workflow · thedixitjain
Use when deciding which wber-* sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for a The World Bank Economic Review (WBER) submission. Routes — it does not replace — the specialized skills.

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XLSX Official · thedixitjain bundle
Unless otherwise stated by the user or existing template

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Form Cro · thedixitjain
Optimize any form that is NOT signup or account registration — including lead capture, contact, demo request, application, survey, quote, and checkout forms.

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Yt Brief · thedixitjain
'Refine a YouTube video idea into a structured production brief with angle, key points, value proposition, CTA asset, and audience segment. Use this skill whenever the user says "create a brief", "brief this idea", "develop this idea", "write a video brief", "production brief", or has selected a video idea from ideation and wants to define the angle and structure before packaging and outlining. Use when working with yt brief. Trigger with ''yt'', ''brief''. '

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Anywrite · thedixitjain
Compiled CLI covering all 52 endpoints of the Anytype local API — objects, properties, tags, search, chat, files — one binary, no MCP server needed.

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Daily Gift · thedixitjain
Relationship-aware daily gift engine with five-stage creative pipeline — editorial judgment, synthesis, concept generation, visual strategy, and rendering in H5, image, or video

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Demo Video · thedixitjain bundle
Use when the user asks to create a demo video, product walkthrough, feature showcase, animated presentation, marketing video, or GIF from screenshots or scene descriptions. Orchestrates playwright, ffmpeg, and edge-tts MCPs to produce polished video content.

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Etetoolkit · thedixitjain bundle
Analyze, manipulate, compare, annotate, and visualize phylogenetic or other hierarchical trees with ETE 4. Use for Newick/Nexus tree I/O, topology edits and pattern matching, Robinson-Foulds comparisons, gene-tree evolutionary events and reconciliation, NCBI/GTDB taxonomy, SmartView exploration, and publication rendering. Do not use it to infer trees from raw sequences; align sequences and infer a tree first.

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Game Audio · thedixitjain
Game audio principles. Sound design, music integration, adaptive audio systems.

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Shader Dev · thedixitjain bundle
Comprehensive GLSL shader techniques for creating stunning visual effects — ray marching, SDF modeling, fluid simulation, particle systems, procedural generation, lighting, post-processing, and more.

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Transcribe · thedixitjain bundle
Transcribe audio files to text with optional diarization and known-speaker hints. Use when a user asks to transcribe speech from audio/video, extract text from recordings, or label speakers in interviews or meetings.

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Wowerpoint · thedixitjain
Turn one document into a kawaii NotebookLM slide-deck PDF. Use for "wowerpoint this", "make a deck about <file>", "turn this report into slides", or any request to render a single document as shareable narrative slides.

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Liteparse · thedixitjain bundle
Local document and PDF parsing with spatial text and bounding boxes. Use for extracting text from PDFs, DOCX, Office files, and images; OCR on scans; layout-preserved JSON for RAG; batch-ingesting paper folders; or page screenshots for multimodal agents — even when the user does not name liteparse. Prefer over MarkItDown when you need bboxes, fast local parsing, or PNG page renders; prefer over the pdf skill for merge/split/forms.

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Business Model · thedixitjain
Generate a Business Model Canvas with all 9 building blocks. Use when creating a business model, documenting how a business creates value, or analyzing an existing business model.

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Product Skills · thedixitjain bundle
Use when coordinating product work across the 12 bundled product sub-skills (RICE, OKRs, UX research, design tokens, competitive teardown, analytics, experiments, discovery, roadmaps, spec-to-repo, landing pages, SaaS scaffolding) or the 4 standalone product-team plugins (user stories, Apple HIG, code-to-PRD, research summarizer). Triggers on 'help me prioritize', 'plan a product experiment', 'we ship features nobody uses', 'run the discovery loop', 'is our OST sound'. Forks context to route to one sub-skill via a deterministic signal router and returns a digest; can also drive a continuous-discovery loop (Torres cadence tracker + OST linter as machine gates) or a full goal→plan→execute→verify→close run through the repo-wide agent-harness. Distinct from project-management (how to deliver vs what to build), marketing/landing (from-scratch pages), and engineering/agent-harness (the...

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Product Vision · thedixitjain
Brainstorm an inspiring, achievable, and emotional product vision that motivates teams and aligns stakeholders. Use when defining or refining a product vision, creating a vision statement, or aligning the team around a shared direction.

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Startup Canvas · thedixitjain
Generate a Startup Canvas combining Product Strategy (9 sections) and Business Model (costs + revenue) for a new product. An alternative to BMC and Lean Canvas that separates strategy from business model. Use when launching a new product or evaluating a startup concept.

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Last30days · thedixitjain bundle
Research a topic from the last 30 days on Reddit + X + Web, become an expert, and write copy-paste-ready prompts for the user's target tool.

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Graphify · thedixitjain bundle
Use for any question about a codebase, its architecture, file relationships, or project content — especially when graphify-out/ exists, where the question should be treated as a graphify query first. Turns any input (code, docs, papers, images, videos) into a persistent knowledge graph with god nodes, community detection, and query/path/explain tools.

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Remember · thedixitjain
Transforms lessons learned into domain-organized memory instructions (global or workspace). Syntax: `/remember [>domain [scope]] lesson clue` where scope is `global` (default), `user`, `workspace`, or `ws`.

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Dossier · thedixitjain bundle
Decision-grade entity research skill — produces a hypothesis-tested dossier on a specific company, person, nonprofit, or government org, not a generic profile. Forcing intake makes the user state their hypothesis upfront (what they already believe and want to verify or disprove) so the dossier tests it rather than confirms it. Output is an editable Word document (.docx) with verdict on the hypothesis, identity facts, 12-month activity timeline, network and reputation signals, red flags, conversation hooks tied to specific findings, and source-provenance audit log. Uses WebSearch + WebFetch + free APIs (SEC EDGAR, GitHub, ProPublica) as workhorses; optional BYOK MCPs enhance coverage. Use when the user asks for background research, diligence, or meeting prep on a specific entity (e.g., 'prep me for a meeting with [person/company]', 'due diligence on [company]'). Honors sensitivity...

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Eurosys · thedixitjain
Use when targeting EuroSys (EuroSys) or deciding whether a computer-science manuscript fits this venue. Encodes conference fit, framing, evidence bar, submission-cycle checks, rebuttal posture, and desk-reject risks for systems.

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Eurovis · thedixitjain
Use when targeting EuroVis (EuroVis) or deciding whether a computer-science manuscript fits this venue. Encodes conference fit, framing, evidence bar, submission-cycle checks, rebuttal posture, and desk-reject risks for visualization.

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Geology · thedixitjain
Use when targeting Geology (GSA) or deciding whether a short, high-impact geoscience research letter fits this venue. Encodes the journal's broad-significance-in-tight-length fit, the novelty and rapid-communication bar, GSA house style, official-submission re-check, and desk-reject heuristics.

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Jacs Au · thedixitjain
Use when targeting JACS Au or deciding whether a chemistry manuscript fits this gold open-access, broad, high-quality sister journal of JACS. Encodes the journal's fit, framing, method-and-evidence bar, house style, official-submission re-check, and desk-reject heuristics.

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October · thedixitjain
Use when targeting October or deciding whether a modern/contemporary art, criticism, or theory manuscript fits this venue. Encodes the journal's fit as the MIT Press venue for contemporary art, high theory, and the legacy of the avant-garde, the argument and critical bar, primary-source command, citation/house style, image-rights expectations, official-submission re-check, and desk-reject heuristics.

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Robocup · thedixitjain
Use when targeting RoboCup Symposium (RoboCup) or deciding whether a computer-science manuscript fits this venue. Encodes conference fit, framing, evidence bar, submission-cycle checks, rebuttal posture, and desk-reject risks for robotics competitions.

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Sci Fit · thedixitjain
Use before any writing to stress-test whether a result clears Science's (AAAS) desk-reject filter — broad significance and general interest across disciplines. Decides Science vs Science Advances vs a specialist journal before you invest in prose.

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Science · thedixitjain
Use when targeting Science (AAAS) or deciding whether a multidisciplinary manuscript fits this venue. Encodes the journal's fit, framing, method-and-evidence bar, house style, official-submission re-check, and desk-reject heuristics.

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The Bmj · thedixitjain
Use when targeting The BMJ or deciding whether a clinical medicine or evidence-based medicine manuscript fits this venue. Encodes the journal's fit, framing, method-and-evidence bar, house style, official-submission re-check, and desk-reject heuristics.

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Qutip · thedixitjain bundle
Simulate and audit closed and open quantum-system models with QuTiP 5, including deterministic, trajectory, steady-state, spectral, and phase-space workflows. Use for local quantum-dynamics work where physical assumptions, dimensions, and numerical convergence must be explicit.

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Advmat Methods · thedixitjain
Use when deciding what characterization and experimental detail an Advanced Materials manuscript must show to prove its structure–property claim, and what belongs in the Experimental Section and Supporting Information. Partitions and stress-tests methods; does not design figures or run analysis.

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Amann Revision · thedixitjain
Use when responding to an Academy of Management Annals (Annals) proposal decision or full-review referee letter — framework/attitude asks, coverage gaps, balance complaints, and accessibility. Drafts the response letter and revision plan; it does not run the portal preflight (amann-submission) or redesign the framework from scratch (amann-organizing-framework).

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API Test Bruno · thedixitjain bundle
Parse multi-format API definitions and generate Bruno collections for API regression.

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Arsoc Revision · thedixitjain
Use when responding to Editorial Committee and referee feedback on an Annual Review of Sociology (ARSoc) review — coverage gaps, balance/accuracy complaints, framework/structure asks, and accessibility. Drafts the response and revision plan; it does not run the delivery preflight (arsoc-submission) or redesign the spine from scratch (arsoc-organizing-framework).

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Breakdown Test · thedixitjain
Test Planning and Quality Assurance prompt that generates comprehensive test strategies, task breakdowns, and quality validation plans for GitHub projects.

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Csharp Testing · thedixitjain
xUnit、FluentAssertions、モッキング、統合テスト、テスト組織のベストプラクティスを使用したC#と.NETのテストパターン。

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Cucumber Skill · thedixitjain
Generates Cucumber BDD tests with Gherkin feature files and step definitions in Java, JavaScript, or Ruby. Use when user mentions "Cucumber", "Gherkin", "Feature/Scenario", "Given/When/Then", "BDD". Triggers on: "Cucumber", "Gherkin", "BDD", "Feature file", "Given/When/Then", "step...

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Devil Advocate · thedixitjain
Constructive critic and stress-tester for ideas and proposals. Use when the user needs someone to challenge their thinking, find weaknesses, anticipate objections, or strengthen an argument. Triggers include "challenge", "critique", "push back", "poke holes", "stress test", "what am I missing", or "play devil's advocate".

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Eer Robustness · thedixitjain
Use when a European Economic Review (EER) result must be shown to survive specification, sample, measurement, and inference changes — the robustness battery referees demand. Builds the stress tests and organizes them; it does not establish the core identification or write the prose.

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Emnlp Workflow · thedixitjain
Use when planning an EMNLP project calendar end to end — choosing the ACL Rolling Review cycle that feeds the conference, backward-planning experiments and annotation to the ARR deadline, scheduling the author response window, deciding commit versus revise-and-resubmit, and mapping camera-ready and Budapest presentation logistics.

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Exa Load Scale · thedixitjain
'Implement Exa load testing, capacity planning, and scaling strategies. Use when running performance tests, planning capacity for Exa integrations, or designing high-throughput search architectures. Trigger with phrases like "exa load test", "exa scale", "exa capacity", "exa k6", "exa benchmark", "exa throughput". '

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Fsharp Testing · thedixitjain
F# testing patterns with xUnit, FsUnit, Unquote, FsCheck property-based testing, integration tests, and test organization best practices.

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Golang Testing · thedixitjain
> Go testing best practices including table-driven tests, test helpers, benchmarking, race detection, coverage analysis, and integration testing patterns. Use when writing or improving Go tests.

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Jfe Robustness · thedixitjain
Use when a Journal of Financial Economics (JFE) result needs the exhaustive robustness battery the journal is known for — alternative measures, subsamples, specifications, and falsification. Builds the stress-test plan; it does not choose the core estimator (jfe-empirical-design) or the identification design (jfe-identification).

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Manual Testing · thedixitjain bundle
Use this skill when you need to plan manual or exploratory testing with charters, heuristics, and session records; triggers include manual testing and exploratory testing.

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Micro Workflow · thedixitjain
Use when planning a MICRO campaign end to end — the April-to-Athens 2026 cycle clock, the four-venue architecture calendar (MICRO/ISCA/HPCA/ASPLOS) seen from MICRO's October seat, resubmission lattices after each outcome, and starting the MICRO 2027 evaluation stack early enough to matter.

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Mlsys Workflow · thedixitjain
Use when planning an MLSys submission cycle end to end, from venue-fit and track choice through evaluation freeze, the October deadline, the four-day January response, notification, camera-ready, the March artifact-evaluation submission, and the May conference, with backward planning built around scarce GPU time and team ownership.

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Mobile Testing · thedixitjain bundle
Use this skill when you need to design mobile test plans for iOS or Android covering functionality, compatibility, performance, network, and security; triggers include mobile testing and app testing.

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Mock Generator · thedixitjain
'Generate mock generator operations. Auto-activating skill for Test Automation. Triggers on: mock generator, mock generator Part of the Test Automation skill category. Use when working with mock generator functionality. Trigger with phrases like "mock generator", "mock generator", "mock". '

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Playwright Pro · thedixitjain bundle
Production-grade Playwright testing toolkit. Use when the user mentions Playwright tests, end-to-end testing, browser automation, fixing flaky tests, test migration, CI/CD testing, or test suites. Generate tests, fix flaky failures, migrate from Cypress/Selenium, sync with TestRail, run on BrowserStack. 55 templates, 3 agents, smart reporting.

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Ppopp Workflow · thedixitjain
Use when planning a PPoPP submission campaign end to end, sequencing the summer paper deadline, the author-response rebuttal window, notification, the post-acceptance CGO-shared artifact-evaluation round, the camera-ready, and the presentation inside the co-located HPCA/CGO/PPoPP/CC week.

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Python Testing · thedixitjain
> Python testing best practices using pytest including fixtures, parametrization, mocking, coverage analysis, async testing, and test organization. Use when writing or improving Python tests.

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Sigir Workflow · thedixitjain
Use when planning a SIGIR project calendar — backward-planning from the January-pattern abstract/paper deadlines to the July conference, sequencing evidence freeze, significance testing, and anonymization, coordinating multi-track decisions, and wiring the SIGIR/ECIR/CIKM/WSDM/SIGIR-AP fallback calendar into one pipeline.

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Test Automator · thedixitjain
Master AI-powered test automation with modern frameworks, self-healing tests, and comprehensive quality engineering. Build scalable testing strategies with advanced CI/CD integration.

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Test Reporting · thedixitjain bundle
Use this skill when you need to generate test reports with summary, metrics, defect analysis, and risk assessment; triggers include test reporting and QA status report.

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Test Scenarios · thedixitjain
Create comprehensive test scenarios from user stories with test objectives, starting conditions, user roles, step-by-step actions, and expected outcomes. Use when writing QA test cases, creating test plans, defining acceptance tests, or preparing for feature validation.

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What If Oracle · thedixitjain bundle
Run structured What-If scenario analysis with 4–6 branch possibility exploration (best, likely, worst, wild card, contrarian, second-order). Use when the user asks speculative what-if questions about uncertain futures, strategic forks, contingency planning, or stress-testing a decision before committing.

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Cpa Style · thedixitjain
Use when polishing the language and rhetoric of a 《中国行政管理》 manuscript — eliminating the four-verb policy filler, anchoring claims in the PA theory frame, replacing narrative-only case writing with evidence-linked argument, and aligning person / hedging with CSSCI house style. 本技能服务于《中国行政管理》(Chinese Public Administration, CPA)。

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Create Pr · thedixitjain
Alias for pr-writer. Use when users explicitly ask for "create-pr" or reference the legacy skill name. Redirects to the canonical PR writing workflow.

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Integrate · thedixitjain
Add Olakai monitoring to existing AI code — wrap your LLM client, configure custom KPIs, and validate the integration end-to-end

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Blockrun · thedixitjain
BlockRun works with Claude Code and Google Antigravity.

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Cavecrew · thedixitjain bundle
> Decision guide for delegating to caveman-style subagents. Tells the main thread WHEN to spawn `cavecrew-investigator` (locate code), `cavecrew-builder` (1-2 file edit), or `cavecrew-reviewer` (diff review) instead of doing the work inline or using vanilla `Explore`. Subagent output is caveman-compressed so the tool-result injected back into main context is ~60% smaller — main context lasts longer across long sessions. Trigger: "delegate to subagent", "use cavecrew", "spawn investigator/builder/reviewer", "save context", "compressed agent output".

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Pi Agent · thedixitjain bundle
Build with and use Pi, the minimal terminal coding harness. Use for installing Pi, configuring providers/models/settings/environment variables, creating Pi skills/extensions/packages/themes/prompt templates, embedding Pi through the SDK, integrating over RPC or JSON event streams, parsing sessions, running local models through the llama.cpp router, developing custom Pi providers and TUI components, or using ecosystem packages such as pi-subagents (delegation/orchestration), pi-mcp-adapter (MCP servers), pi-interview (interactive forms), and pi-web-access (web search, fetching, video understanding).

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Data Engineer · thedixitjain
Build scalable data pipelines, modern data warehouses, and real-time streaming architectures. Implements Apache Spark, dbt, Airflow, and cloud-native data platforms.

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Ecta Rebuttal · thedixitjain
Use when a revise-and-resubmit or referee reports arrive for an Econometrica manuscript and you must write the response letter and plan the revision. Structures the rebuttal and revision; it does not re-derive the theorems (use ecta-theory-model) or rebuild the package (use ecta-replication-package).

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Edbt Workflow · thedixitjain
Use when planning an EDBT project timeline across the multiple-cycle rolling model — choosing a submission cycle, backward-planning through the author-feedback phase and the in-cycle revise-and-resubmit window, and handling the cycle-to-conference roll — for a database-systems paper published open access on OpenProceedings.

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Expo Examples · thedixitjain bundle
Expo's official example projects — the expo/examples repo of ~70 `with-*` integrations (Stripe, Clerk, Supabase, OpenAI, maps, Reanimated, SQLite, Skia, NativeWind, and more). Use when integrating a third-party library or service into an existing Expo app and you want the canonical,...

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Fullstack Dev · thedixitjain bundle
| Full-stack backend architecture and frontend-backend integration guide. TRIGGER when: building a full-stack app, creating REST API with frontend, scaffolding backend service, building todo app, building CRUD app, building real-time app, building chat app, Express + React, Next.js API, Node.js backend, Python backend, Go backend, designing service layers, implementing error handling, managing config/auth, setting up API clients, implementing auth flows, handling file uploads, adding real-time features (SSE/WebSocket), hardening for production. DO NOT TRIGGER when: pure frontend UI work, pure CSS/styling, database schema only.

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Neon Postgres · thedixitjain
Guides and best practices for working with Neon Serverless Postgres. Covers setup, connection methods, branching, autoscaling, scale-to-zero, read replicas, connection pooling, Neon Auth, and the Neon CLI, MCP server, REST API, TypeScript SDK, and Python SDK. Use when users ask about...

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Prisma Expert · thedixitjain
You are an expert in Prisma ORM with deep knowledge of schema design, migrations, query optimization, relations modeling, and database operations across PostgreSQL, MySQL, and SQLite.

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Schema Markup · thedixitjain
Design, validate, and optimize schema.org structured data for eligibility, correctness, and measurable SEO impact.

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Cfe Style · thedixitjain
Use when polishing the language and rhetoric of a 《财经研究》 (Journal of Finance and Economics) manuscript — eliminating empty-significance phrases, fixing vague policy talk, replacing method-flexing with mechanism, and aligning tense / person / hedging with CSSCI house style.

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Cte Style · thedixitjain
Use when polishing the language and rhetoric of a 《财贸经济》 manuscript — eliminating empty-significance phrases, fixing the "加强完善推进" policy formula, replacing method-flexing with identifiable mechanism, and aligning tense / person / hedging with CSSCI house style. 本技能服务于《财贸经济》(Finance & Trade Economics, CTE)。

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Deal Desk · thedixitjain bundle
Use when reviewing a specific inbound deal before close — when sales has asked for a discount that exceeds AE authority, when the customer has redlined the MSA, when per-deal economics (margin after discount, multi-year payment shape, indemnity exposure) need to be quantified, or when discount approval needs to be routed to a named human approver (Sales Director, VP Sales, CFO, CRO, General Counsel). Covers deal review, discount approval routing, per-deal margin scoring, deal exception handling, MSA redline triage, contract landmine detection (uncapped indemnity, MFN, perpetual license-back, missing DPA), and named-approver chain assembly. NEVER auto-approves — every output is a numeric scorecard plus a routing recommendation to a named human.

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Draft Nda · thedixitjain
Draft a detailed Non-Disclosure Agreement between two parties covering information types, jurisdiction, and clauses needing legal review. Use when creating confidentiality agreements or preparing an NDA for a partnership.

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Evaluation · thedixitjain
Build evaluation frameworks for agent systems. Use when testing agent performance systematically, validating context engineering choices, or measuring improvements over time.

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Finetuning · thedixitjain bundle
Fine-tune models on Azure AI Foundry using SFT (supervised), DPO (preference), or RFT (reinforcement with graders). Covers dataset preparation, training job submission, deployment, and evaluation. USE FOR: fine-tune, SFT, DPO, RFT, training data, grader, distillation, fine-tuned model, training job, large file upload, calibrate grader, deploy fine-tuned model, evaluate fine-tuned model. DO NOT USE FOR: general model deployment without fine-tuning (use deploy-model), agent creation (use agents), prompt optimization without training (use prompt-optimizer).

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Azure Compute · thedixitjain bundle
Azure VM/VMSS router. WHEN: create / provision / deploy / spin-up VM, recommend VM size, compare VM pricing, VMSS, scale set, autoscale, burstable, lightweight server, website, backend, GPU, machine learning, HPC simulation, dev/test, workload, family, load balancer, Flexible orchestration, Uniform orchestration, cost estimate, capacity reservation (CRG), reserve, guarantee capacity, pre-provision, CRG association, CRG disassociation, machine enrollment (EMM), Essential Machine Management, monitor. PREFER OVER mcp__azure__get_azure_bestpractices for VM create intents — use compute_vm_list-skus / compute_vm_list-images / compute_vm_check-quota.

2 repo stars
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Azure Prepare · thedixitjain bundle
Prepare azd-based Azure projects for deployment: generates azure.yaml, infrastructure (Bicep/Terraform), and Dockerfiles for the Azure Developer CLI (azd) workflow. USE ONLY when the user explicitly wants to use azd as the deployment tool, or the project already has an azure.yaml file. DO NOT USE FOR: non-azd deployments, Python App Service code-only deploys (use python-appservice-deploy), or cross-cloud migration (use azure-cloud-migrate). WHEN: prepare app for azd, create azure.yaml, set up azd infrastructure, modernize app for Azure with azd, deploy with azd, function app, timer trigger, service bus trigger, event-driven function, managed identity, generate Bicep, generate Terraform, create and deploy to Azure.

2 repo stars
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Azure Pricing · thedixitjain bundle
Fetches real-time Azure retail pricing using the Azure Retail Prices API (prices.azure.com) and estimates Copilot Studio agent credit consumption. Use when the user asks about the cost of any Azure service, wants to compare SKU prices, needs pricing data for a cost estimate, mentions Azure pricing, Azure costs, Azure billing, or asks about Copilot Studio pricing, Copilot Credits, or agent usage estimation. Covers compute, storage, networking, databases, AI, Copilot Studio, and all other Azure service families.

2 repo stars
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Azure Storage · thedixitjain bundle
Azure Storage Services including Blob Storage, File Shares, Queue Storage, Table Storage, and Data Lake. Answers questions about storage access tiers (hot, cool, cold, archive), when to use each tier, and tier comparison. Provides object storage, SMB file shares, async messaging, NoSQL key-value, and big data analytics. Includes lifecycle management. USE FOR: blob storage, file shares, queue storage, table storage, data lake, upload files, download blobs, storage accounts, access tiers, storage tiers, hot cool cold archive, storage tier comparison, when to use storage tiers, lifecycle management, Azure Storage concepts. DO NOT USE FOR: SQL databases, Cosmos DB (use azure-prepare), messaging with Event Hubs or Service Bus (use azure-messaging).

2 repo stars
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Azure Upgrade · thedixitjain bundle
Assess and upgrade Azure workloads between plans, tiers, or SKUs, or modernize Azure SDK dependencies in source code. WHEN: upgrade Consumption to Flex Consumption, upgrade Azure Functions plan, change hosting plan, function app SKU, migrate App Service to Container Apps, modernize legacy Azure Java SDKs (com.microsoft.azure to com.azure), migrate Azure Cache for Redis (ACR/ACRE) to Azure Managed Redis (AMR).

2 repo stars
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Devops Deploy · thedixitjain
DevOps e deploy de aplicacoes — Docker, CI/CD com GitHub Actions, AWS Lambda, SAM, Terraform, infraestrutura como codigo e monitoramento.

2 repo stars
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Docker Expert · thedixitjain
You are an advanced Docker containerization expert with comprehensive, practical knowledge of container optimization, security hardening, multi-stage builds, orchestration patterns, and production deployment strategies based on current industry best practices.

2 repo stars
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Tdd Workflow · thedixitjain bundle
Use this skill when writing new features, fixing bugs, or refactoring code. Enforces test-driven development with 80%+ coverage including unit, integration, and E2E tests.

2 repo stars

10,417 published skills · page 39 of 105