poorvith-mp

game-audio-engineer

Integrates FMOD and Wwise, builds adaptive music systems, spatial audio and audio performance budgets. Use when wiring audio middleware, designing adaptive music, or cutting audio memory and voice count.

game-monetization-designer

Designs free-to-play economies, battle passes and cosmetic shops with anti-predatory guardrails. Use when planning monetisation, pricing virtual goods, or reviewing a store for dark patterns.

Testing & QA Listed

playtest-feedback-analyzer

Structures playtest sessions and sorts responses into UX friction, difficulty calibration, feature satisfaction and retention risk. Use when running a playtest or turning raw feedback into a prioritised change list.

blender-add-on-engineer

Builds Blender Python add-ons, asset validators, exporters and pipeline automation. Use when automating repetitive DCC work, writing a Blender exporter, or validating assets before they reach the engine.

game-designer

Designs game systems and mechanics: GDD authorship, gameplay loops, economy balancing and player psychology. Use when defining core mechanics, balancing an economy, or writing a design doc. Not for level layout - use level-designer.

godot-gameplay-scripter

Writes Godot 4 gameplay code: GDScript 2.0, C# interop, node composition and type-safe signals. Use when structuring Godot scenes or debugging signal wiring. Not for netcode - use godot-multiplayer-engineer.

godot-multiplayer-engineer

Builds Godot 4 networking: MultiplayerAPI, scene replication, ENet/WebRTC transport, RPCs and authority models. Use when adding multiplayer to a Godot game or fixing replication and authority bugs.

godot-shader-developer

Writes Godot 4 shaders: Godot Shading Language, VisualShader, CanvasItem and Spatial shaders, post-processing. Use when authoring a Godot shader or profiling shader cost on a target device.

level-designer

Designs level layout, pacing, encounter placement and environmental narrative. Use when blocking out a level, fixing pacing, or planning encounters. Not for mechanics themselves - use game-designer.

narrative-designer

Designs branching dialogue, lore architecture and environmental storytelling aligned to the GDD. Use when structuring a branching conversation, building a lore bible, or tying story to level progression.

roblox-avatar-creator

Builds Roblox UGC and avatar items: accessory rigging, texture standards and Creator Marketplace submission. Use when creating a UGC item or getting an avatar asset through moderation.

roblox-experience-designer

Designs Roblox engagement loops, DataStore-driven progression and monetisation (Passes, Developer Products). Use when planning retention or monetisation. Not for writing the Luau - use roblox-systems-scripter.

roblox-systems-scripter

Writes Roblox Luau systems: client-server security, RemoteEvents/RemoteFunctions, DataStore and module architecture. Use when building Roblox gameplay code or closing an exploit. Not for game design - use roblox-experience-designer.

technical-artist

Owns the art-to-engine pipeline: shaders, VFX, LOD chains, performance budgets and cross-engine asset optimisation. Use for engine-agnostic pipeline work. For UE5 specifically, use unreal-technical-artist.

unity-architect

Structures Unity projects with ScriptableObjects, decoupled systems and single-responsibility components. Use when a Unity codebase is tangled, or when planning architecture for a scaling project.

unity-editor-tool-developer

Builds Unity editor tooling: EditorWindows, PropertyDrawers, AssetPostprocessors, ScriptedImporters and pipeline automation. Use when automating a repetitive Unity workflow or writing a custom inspector.

unity-multiplayer-engineer

Builds Unity netcode: Netcode for GameObjects, Relay and Lobby services, client-server authority, lag compensation and state sync. Use when adding multiplayer to a Unity game or debugging desync.

unity-shader-graph-artist

Authors Unity materials and VFX with Shader Graph, HLSL and URP/HDRP custom passes. Use when building a Unity shader effect or porting materials between render pipelines.

unreal-multiplayer-architect

Builds Unreal networking: Actor replication, GameMode/GameState architecture, server-authoritative gameplay, prediction and dedicated servers. Use when adding multiplayer to a UE project or fixing replication.

unreal-systems-engineer

Works the Unreal C++/Blueprint continuum with Nanite, Lumen and the Gameplay Ability System. Use when writing UE5 gameplay systems or profiling performance. Not for materials - use unreal-technical-artist.

unreal-technical-artist

Owns the UE5 visual pipeline: Material Editor, Niagara VFX, Procedural Content Generation and art-to-engine flow. Use for UE5 materials and VFX. For engine-agnostic pipeline work, use technical-artist.

unreal-world-builder

Builds UE5 open worlds with World Partition, Landscape, procedural foliage, HLOD and level streaming. Use when assembling a large world or fixing streaming hitches and draw distance.

board-deck-builder

Drafts board decks: executive summary, financial dashboard, initiative updates and governance agenda. Use when preparing a board meeting. Not for fundraising decks - use investor-pitch-deck-writer.

business-plan-outliner

Builds business plans with market analysis, value proposition, revenue model, competitive positioning, go-to-market and financial projections. Use when writing a business plan or pressure-testing a new venture.

client-proposal-writer

Drafts client proposals with scope, deliverable timeline, pricing, case-study evidence and engagement terms. Use when responding to a client brief. Not for formal RFPs - use proposal-strategist.

decision-framework

Applies structured decision frameworks - RACI, Eisenhower, weighted scoring, decision trees - to a business choice. Use when a multi-stakeholder decision is stuck. Not for thinking models - use mental-model-teacher.

experiment-tracker

Designs and tracks A/B tests and feature experiments: hypothesis, sample size, guardrail metrics and readout. Use when running an experiment or judging whether a result is real. For test design depth, use a-b-test-designer.

feedback-giver

Writes constructive feedback using Situation-Behavior-Impact for performance reviews, peer reviews and 360s. Use when delivering difficult feedback or writing a review that has to land without defensiveness.

investor-pitch-deck-writer

Builds investor decks: problem-solution narrative, TAM/SAM/SOM sizing, traction, business model and the ask. Use when raising a round. Not for board reporting - use board-deck-builder.

jira-workflow-steward

Enforces Jira-linked Git workflow: traceable commits, structured pull requests and release-safe branching. Use when tightening delivery traceability or standardising PR and branch conventions.

job-description-writer

Writes role-accurate job descriptions with responsibilities, required versus preferred qualifications, pay transparency and team context. Use when opening a role or fixing a JD that attracts the wrong candidates.

meeting-summariser

Turns meeting notes or transcripts into decisions, action items with owners and deadlines, and a parking lot. Use when summarising a meeting or extracting commitments from a long transcript.

notion-database-architect

Designs Notion workspaces with linked databases, rollups, formula fields, views and templates. Use when building a Notion system or fixing a workspace that has outgrown its structure.

okr-designer

Writes measurable objectives and key results with cascading alignment from company to team to individual. Use when setting quarterly OKRs or fixing key results that are really task lists.

product-manager

Owns the product lifecycle: discovery, strategy, roadmap, stakeholder alignment, go-to-market and outcome measurement. Use for product direction. Not for sprint mechanics - use sprint-prioritizer.

productivity-audit

Audits individual or team workflows for time sinks, context-switching cost and tool sprawl. Use when diagnosing where the week goes or consolidating an overgrown tool stack.

project-manager

Converts a spec into scoped, sequenced tasks with realistic estimates and explicit dependencies. Use when turning requirements into a plan. Not for cross-team coordination - use project-shepherd.

project-shepherd

Coordinates cross-functional projects: timeline management, dependency tracking and stakeholder alignment. Use when a project spans teams. Not for breaking a spec into tasks - use project-manager.

sop-writer

Writes standard operating procedures anyone can follow: numbered steps, owners, inputs, outputs and escalation paths. Use when documenting a repeatable process or onboarding someone into an undocumented one.

sprint-prioritizer

Plans sprints: feature prioritisation, capacity allocation and scope trade-offs. Use when planning a sprint or cutting scope against a date. Not for product strategy - use product-manager.

studio-operations

Runs day-to-day studio operations: process optimisation, resource coordination and throughput. Use when operations are ad hoc. Not for multi-project portfolio calls - use studio-producer.

studio-producer

Orchestrates creative and technical projects across a portfolio: resource allocation and cross-project sequencing. Use when balancing multiple projects. Not for daily ops - use studio-operations.

trend-researcher

Identifies emerging market trends, analyses competitors and sizes opportunities with sourced evidence. Use when evaluating a new market, tracking a competitor, or validating that a trend is real.

upwork-proposal

Writes a proposal for a specific Upwork job: mirrors the client's stated pain, gives targeted proof and a clear next step. Use when bidding on a posting. Not for profile setup - use upwork.

upwork

Builds an Upwork freelance profile and positioning: specialism, proof points and rate strategy. Use when setting up a profile or repositioning to win better work. Not for individual bids - use upwork-proposal.

ai-governance-architect

Designs AI governance: responsible AI policy, model risk assessment, bias auditing and human-in-the-loop oversight. Use when standing up AI governance, assessing model risk, or preparing for an AI audit.

change-management-leader

Plans organisational change for technology and AI rollouts using ADKAR and Kotter: stakeholder alignment, training and adoption metrics. Use when a rollout meets resistance. For general process change, use change-management-consultant.

negotiation-strategist

Prepares negotiations: BATNA assessment, concession planning and scripts for contracts, vendor terms and compensation. Use when preparing for a negotiation or when a deal has stalled on price.

workflow-redesign-consultant

Maps current-state processes, finds bottlenecks and waste, and redesigns the workflow before any AI is added. Use when a process is broken or before automating something that should be fixed first.

screenplay-writer

Writes screenplays in industry format (Final Draft/Fountain) with scene headings, action lines, dialogue and parentheticals. Use when writing a short film, spec script, web series, or converting prose into a screenplay.

technical-writer

Writes API references, user guides, setup manuals and architecture docs with consistent terminology and layered detail. Use when documenting an API, writing a how-to guide, or explaining a system to new engineers.

thread-to-blog-converter

Expands a Twitter/X or LinkedIn thread into a structured blog article with added context, headings and links. Use when repurposing a thread into a post. Not for writing an article from scratch - use seo-article-writer.

account-strategist

Runs post-sale accounts: land-and-expand plays, stakeholder mapping, QBR facilitation and net revenue retention. Use when growing an existing account or preparing a QBR. Not for renewals - use renewal-strategist.

analytics-reporter

Turns raw data into dashboards, KPI tracking and statistical analysis with a stated recommendation. Use when building a reporting dashboard, defining KPIs, or explaining what a metric movement means.

churn-analyst

Finds churn patterns, scores account health from behavioural signals and designs retention interventions. Use when diagnosing why customers leave or building an at-risk model. Not for renewal outreach - use renewal-strategist.

customer-support

Writes customer support replies that acknowledge the issue, explain what happened and state the next step. Use when drafting a response to a frustrated customer or standardising support reply tone.

discovery-coach

Coaches sales discovery: question design, current-state mapping, gap quantification and call structure that surfaces real buying motivation. Use when preparing or reviewing a discovery call.

executive-summary-generator

Compresses complex business input into a one-page executive summary with the recommendation first, then supporting evidence. Use when writing a summary for leadership or opening a strategy document.

finance-tracker

Tracks business financial health: budget management, cash flow and performance against plan. Use when monitoring spend against budget or reporting business performance. Not for modelling - use financial-analyst.

legal-compliance-checker

Checks operations, data handling and content against applicable law and industry standards. Use when reviewing a policy, checking a claim, or assessing data handling. Name the jurisdiction; a lawyer must review the result.

outbound-strategist

Designs signal-based outbound: ICP definition, multi-channel sequences and research-driven personalisation over volume. Use when building an outbound motion or defining an ICP. Not for writing the emails - use sales-outreach.

pipeline-analyst

Diagnoses pipeline health: deal velocity, stage conversion, forecast accuracy and CRM hygiene. Use when a forecast is unreliable or pipeline is stalling. Not for coaching reps - use sales-coach.

proposal-strategist

Turns an RFP or opportunity into a win narrative with win themes, competitive positioning and an executive summary. Use when responding to an RFP or structuring a proposal.

renewal-strategist

Plans renewals: timeline-based outreach, expansion opportunities and QBR preparation. Use when a renewal date is approaching or building a renewal playbook. Not for churn diagnosis - use churn-analyst.

sales-coach

Coaches reps through call reviews, pipeline reviews, deal strategy and forecast discipline. Use when developing a rep or running a deal review. Not for diagnosing pipeline data - use pipeline-analyst.

sales-engineer

Handles pre-sales technical work: discovery, demo engineering, POC scoping and competitive battlecards. Use when preparing a technical demo, scoping a POC, or answering a security questionnaire.

citation-formatter

Formats citations and bibliographies in APA 7th, MLA 9th, Chicago/Turabian, Harvard and IEEE, with matching in-text entries. Use when formatting a reference list, converting between citation styles, or fixing inconsistent citations.

concept-explainer

Explains a complex concept in layers - ELI5, then intermediate, then expert - using analogies and worked examples. Use when explaining something technical to a non-expert or unpacking jargon. Not for course design - use corporate-training-designer.

essay-structurer

Structures essays: thesis statement, argument order, evidence placement, counterargument handling and conclusion. Use when planning an essay, fixing a weak argument, or reorganising a draft that wanders.

exam-question-generator

Writes exam questions across Bloom's levels with answer keys, grading rubrics and difficulty calibration. Use when building an assessment, writing a question bank, or checking that questions match the learning objectives.

flashcard-generator

Creates spaced-repetition flashcards using minimal-information framing and interleaved topics. Use when turning notes into Anki cards or preparing recall practice. Not for scheduling study time - use study-plan-builder.

historian

Analyses historical periods, material culture and historiography, and checks period detail for anachronism. Use when researching a period, grounding fiction in authentic detail, or checking historical claims.

interview-prep-coach

Prepares candidates for interviews with role-specific question banks, STAR response frameworks, mock behavioural and technical rounds, and salary negotiation. Use when preparing for an interview or rehearsing answers.

mental-model-teacher

Teaches and applies mental models - first principles, inversion, second-order thinking, circle of competence - to a real decision. Use when stuck on a decision or learning a thinking framework. Not for process design - use decision-framework.

mentor-simulator

Runs a mentoring conversation using Socratic questioning and the GROW coaching model. Use when you want to be questioned rather than answered, or when working through a career or professional development problem.

reading-list-curator

Builds reading lists with summaries, key takeaways, difficulty ratings and a suggested order. Use when starting on a new subject, planning a self-study path, or choosing what to read next on a topic.

research-paper-summariser

Summarises academic papers into methodology, findings, limitations, statistical strength and practical implications. Use when reviewing literature, triaging papers, or extracting what a study actually supports.

researcher

Runs structured research on a question: scopes it, gathers and cross-checks sources, and reports findings with confidence levels and gaps. Use when investigating an unfamiliar topic and you need sourcing you can audit.

skill-roadmap-builder

Builds learning roadmaps with skill trees, milestone checkpoints, resources and time estimates. Use when planning how to learn a discipline. Not for scheduling the sessions themselves - use study-plan-builder.

study-plan-builder

Designs study schedules with spaced repetition intervals, active recall sessions and weekly review cycles. Use when preparing for an exam by a date. Not for choosing what to learn - use skill-roadmap-builder.

accessibility-engineer

Audits and refactors web apps for WCAG 2.1/2.2 AA and AAA: ARIA, keyboard operability and screen reader support. Use when fixing accessibility failures or preparing an accessibility audit.

ai-data-remediation-engineer

Builds self-healing data pipelines that detect, classify and correct data anomalies using local models and semantic clustering. Use when data quality breaks repeatedly and manual cleanup does not scale.

ai-engineer

Develops and deploys ML models into production: training, serving, evaluation and integration. Use when shipping a model. Not for eval harnesses - use ai-eval-suite-builder.

android-developer

Builds native Android apps in Kotlin and Jetpack Compose with Material 3, MVVM/MVI and Hilt. Use for Android-specific work. For cross-platform, use mobile-app-builder.

appsec-architect

Runs application security reviews: STRIDE threat modelling, OWASP Top 10 code auditing and secure design. Use when threat modelling a system. Not for live testing - use penetration-tester.

API & Backend Listed

backend-architect

Designs backend systems: service boundaries, database architecture, API structure and cloud infrastructure. Use when designing a backend. Not for whole-system architecture - use software-architect.

bug-explainer

Turns an error message or stack trace into a plain explanation of what broke, why, and what to check next. Use when a trace is opaque. Not for systematic root-cause work - use debugging-strategist.

DevOps & Infrastructure Listed

ci-cd-pipeline-builder

Builds CI/CD pipelines with build, test, security scan and deploy stages across common providers. Use when setting up or repairing a pipeline. Not for infrastructure itself - use iac-provisioner.

code-reviewer

Reviews code for correctness, performance, security, readability, test coverage and architectural fit. Use when reviewing a diff or PR before merge.

code-translator

Translates code between languages while preserving behaviour, idiom and test coverage. Use when porting a module to another language rather than rewriting it from scratch.

codebase-onboarding-engineer

Maps an unfamiliar codebase: entry points, data flow, key abstractions and where to make a first change. Use when joining a project. Not for modernising it - use legacy-code-modernizer.

composio

Integrates Composio to give agents authenticated access to third-party SaaS tools. Use when wiring an agent to external services through Composio's connectors.

data-engineer

Builds data pipelines, lakehouse architectures and data infrastructure. Use for implementation and operation. For pipeline design patterns and schema evolution, use data-pipeline-architect.

API & Backend Listed

database-schema-designer

Designs SQL schemas with relationships, indexes, constraints and normalisation suited to the access patterns. Use when modelling a new schema. Not for tuning an existing one - use database-optimizer.

debugging-strategist

Applies systematic debugging: binary search isolation, hypothesis-driven log analysis, memory and race condition profiling. Use when a bug resists guessing. Not for reading one trace - use bug-explainer.

dependency-upgrade-auditor

Audits dependencies for outdated versions, CVEs, license compliance and breaking-change risk, and sequences the upgrade. Use when planning a dependency bump or clearing a security alert.

DevOps & Infrastructure Listed

devops-automator

Automates infrastructure and cloud operations: provisioning, configuration management and operational tooling. Use for day-to-day DevOps. For pipelines, use ci-cd-pipeline-builder.

email-intelligence-engineer

Extracts structured, reasoning-ready data from raw email threads for agents and automation. Use when turning messy inbox content into usable structured records.

environment-setup-guide

Writes local development setup guides with dependency installation, configuration, seed data and a verification step. Use when onboarding developers onto a project's tooling.

error-boundary-designer

Designs error handling: boundaries, fallback UIs, retry strategy, circuit breakers and degradation paths. Use when failures cascade or surface as blank screens.