manutej

Comprehensive API gateway patterns skill covering Kong, routing, rate limiting, authentication, load balancing, traffic management, and production gateway architecture

Comprehensive API gateway patterns skill covering Kong, routing, rate limiting, authentication, load balancing, traffic management, and production gateway architecture

Container orchestration with Docker Compose for multi-container applications, networking, volumes, and production deployment

Container orchestration with Docker Compose for multi-container applications, networking, volumes, and production deployment

Modern Python API development with FastAPI covering async patterns, Pydantic validation, dependency injection, and production deployment

Modern Python API development with FastAPI covering async patterns, Pydantic validation, dependency injection, and production deployment

Comprehensive FastAPI skill for building modern Python web APIs with focus on customer support systems, ticket management, real-time chat, and backend operations

Comprehensive guide for building production-ready microservices with FastAPI including REST API patterns, async operations, dependency injection, and deployment strategies

Composable atomic blocks for categorical meta-prompting. Defines 16 reusable blocks across 4 layers (Assessment, Transformation, Refinement, Composition) that can be composed to build custom workflows. Enables progressive disclosure: simple commands work…

Master reference for categorical meta-prompting unified syntax. Contains all modifiers, operators, composition patterns, and execution protocols. Use this skill for self-reference when executing any prompt workflow, ensuring consistent syntax across all…

Dynamic prompt registry with unified categorical syntax. Supports @skills:discover(), @skills:compose(A⊗B), Reader monad for runtime lookup, and quality-tracked prompt libraries. Use for meta-prompts referencing sub-prompts, building prompt libraries,…

Universal template for implementing categorical structures in meta-prompting frameworks. Applies to functors, monads, comonads, natural transformations, adjunctions, hom-equivalences, limits, colimits, and enriched categories. Use when extending frameworks…

Recursive Meta-Prompting (RMP) implementation with unified categorical syntax. Supports @mode:iterative, @quality: thresholds, >=> Kleisli composition, and comonadic context extraction. Use when implementing iterative prompt improvement, quality-gated…

Full categorical framework for meta-prompting with verified laws. Use when implementing functor-based task routing, monadic iterative refinement, comonadic context extraction, or quality-tracked composition. Integrates F (Functor), M (Monad), W (Comonad), and…

Systematic analysis patterns for categorical AI papers (Gavranović, de Wynter, Bradley, Zhang). Use when analyzing academic papers on categorical deep learning, extracting categorical structures from AI research, mapping meta-prompting concepts to category…

Property-based testing for functor laws, monad laws, and naturality conditions using fp-ts and fast-check. Use when validating categorical implementations in TypeScript, testing algebraic laws in functional code, verifying functor/monad/applicative instances,…

Complete guide for Apache Airflow orchestration including DAGs, operators, sensors, XComs, task dependencies, dynamic workflows, and production deployment

Low/high fidelity wireframes, user flows, information architecture, prototyping techniques, and design iteration processes

Complete guide for enterprise architecture patterns including domain-driven design, event sourcing, CQRS, saga patterns, API gateway, service mesh, and scalability

Comprehensive Angular framework development covering components, directives, services, dependency injection, routing, and reactive programming based on official Angular documentation

Modern React development with hooks, component patterns, state management, and performance optimization for building scalable applications

Mobile-first responsive design covering fluid layouts, media queries, flexbox, grid, viewport units, and responsive images

Comprehensive Svelte development skill covering reactivity runes, components, stores, lifecycle, transitions, and modern Svelte 5 patterns

Accelerate software development with Linear project management and MCP server integration. Master issue tracking, project workflows, and development automation for frontend, full-stack, and mobile applications. Includes comprehensive MCP tool usage, workflow…

Makes schema, migration, and data-shape changes safe to ship. Use when writing a database migration, altering a table, adding/renaming/dropping a column, changing the shape of an API payload / event / serialized object, backfilling data, or reviewing any diff…

Router and orchestrator for the craft code-quality guardrails. Use FIRST on any broad "is this production-ready?", "review this code/diff/PR", "build this properly", "why does our AI-generated code keep needing rework", or "make this maintainable" request.…

Makes tests prove something and makes "done" mean done. Use when writing tests, judging existing tests, or before claiming a task is complete/production-ready. Catches tautological tests (asserting on their own mocks), tests that mirror the implementation,…

Detection lens for Fowler's five smell families — names the smell, states the change-cost, and hands the fix to `refactoring-patterns`. Use when reviewing a diff, auditing a module, or deciding whether to gate a merge. Triggers: "does this code have smells",…

Stops duplication and reinvention — the failure GitClear measures as "rework" (copy-paste up, refactoring down, the signature of AI code with a short shelf life). Use before writing any helper, util, type, constant, or component, and when reviewing a diff for…

Separates pure decision logic from I/O so code is testable without heavy mocks — without demanding religious purity. Use when a function both computes and writes to a DB, network, or log; when datetime.now()/random()/fetch() are called inline inside business…

Names and comments are the primary channel through which code communicates intent to the next engineer. Use when choosing an identifier ("what should I call this", "rename this", "is this name clear"), deciding whether to add a comment ("should I comment…

Fights over-engineering and premature abstraction — the #1 documented AI coding failure. Use when about to add a class, interface, factory, base-class, config layer, plugin system, generic "framework," or any abstraction; when a diff feels bigger than the…

Build a gold-standard animated technical explainer: one moving SVG diagram that builds a complex concept step by step with real numbers, in a video-like player (scrub, captions, chapters, keyboard) on a deterministic clock so every frame is reproducible.…

Generate conservation-constrained agentic coding harnesses from the Noether Dual-Loop kernel — a μ meta-meta-prompt that emits a λ meta-prompt, which emits a concrete harness (typed conservation lens, four role prompts, per-framework fragments) for LangGraph,…

Canonical CETI brand system shared by noether-course, milton, editorial-dashboard, client-briefing-dashboard, lattice-ops, acos, and client forks (e.g. Hormel). Use whenever building or restyling any CETI dashboard, course shell, briefing, lattice, or when…

Auto-research for CETI explainers. Digests a topic into conserved storyboard slots that must glue: metaphor, claim, counterexample, visual motif, duration. Occupies Propose in noether-harness. Never fabricates facts. Use when designing a course film, lookbook…

Exact CSP for a capability sheaf. Accept iff every local section is good and every restriction agrees. Relative H¹ is ranking/diagnostic only — never the decision. Analog of meta-review in the sheaf-* family. Use when local skills report success and you need…

One command that runs the Noether dual-loop with the sheaf-* family as ACV. Tagline: "Glue what the dual-loop conserves." Command: /sheaf-run Automatically Propose (kernel, localize, preserve) → Tailor (glue ⇄ repair) → Commit (Φ) → Meta (discrete only). Use…

Instantiate a finite capability sheaf for an agent harness: five vertices (Localization, Contract, Ordering, Preservation, Verification), six restriction maps as field projections, exact CSP Φ as the decision rule, relative cohomology as diagnostic only.…

Produce Localization and Contract stalks for a capability sheaf: path, symbol, namespace, API revision, source commit as typed signatures. Binds to sheaf-kernel. Analog of meta-planning in the sheaf-* family. Use when a harness repair needs typed “where” and…

Emits reader-specific account copy — outreach sequences, follow-ups, one-pagers, case-study atoms, QBR narratives, renewal and expansion notes — by selecting a typed sequence blueprint and filling its slots only with facts the account already holds, so every…

Emits deal-specific bid paperwork from a typed clause system — proposal, contract skeleton, and internal pricing-floor math — by reading SYNTHESIS, computing a cost floor, selecting pricing shapes via a decision tree, and assembling plain-language clauses…

Builds the touchable sample that enacts the buyer's own workflow step — an interactive single-file prototype, a ceti-method animated explainer, or a live-channel (phone/chat) demo — so the buyer experiences the offer instead of reading about it, with…

Extracts a prospect's real brand palette from their public materials, harmonizes it into a WCAG 2.2 AA-audited token set, and fuses it with CETI house rigor so every deliverable feels already theirs. Emits design/tokens.css (the versioned sf-tokens schema…

Forges a new reusable deliverable FACTORY — a versioned, example-agnostic meta-prompt that serves every future instance of a recurring sales, copywriting, or account-material category, one abstraction level above any single deal. Use when the user says "forge…

Hunts a prospect's provable weaknesses and buying tells from public sources and packages them as a typed, cited tells-dossier — the left half of the sign-here bijection (tells ↔ scope ↔ price) that makes the pitch feel painfully obvious. Use when the user…

The compounding engine of signal-forge — captures reusable knowledge atoms from every run and every human correction, traces each correction to the exact factory line that allowed it, writes append-only ledgers with a same-transaction discoverability index,…

Builds the proposal slide deck for a prospect — an animated single-file HTML deck by default, .pptx when the buyer's meeting culture demands Office, or both — walking from evidenced weaknesses (tells) to the sign-here moment. Use when the user says "pitch…

Design the context strategy for a project or working session — what knowledge to keep, where it lives, what to load when, how to compress it, and how to hand it off — so work stays grounded and compounds across sessions instead of starting cold every time.…

Apply the discipline of craft — building things that survive contact with reality and stay easy to change — to any project, and emit a project-specific craft constitution plus a Definition of Done. Use whenever someone wants work done to a senior standard…

Derive a typed, medium-specific DESIGN SCHEMA from any design brief, then execute it into an audited, self-contained artifact plus the design system that generates it. Use whenever the user wants to design — but design rigorously and reusably rather than by…

Turn a minimal prompt — even one line — into a complete, WOW-grade deliverable bundle, right-sized to the domain and scope: grounded research, a project vision, a reusable meta-prompt, an execution plan, a grounded data model, and the production-quality…

Generate a customized META-PLAN — a typed, example-agnostic planning scaffold — before any complete plan is written, for agentic tasks executed by one or many agents. Bridges /meta-prompting (generic tasks) to agentic planning (ultraplan-class capability).…

Generate a structured, example-agnostic META-PROMPT from any input task — a reusable "how to think" scaffold rather than worked examples. Use this whenever the user wants to design a prompt/system prompt for a CATEGORY of tasks, build a prompt template or…

Run a rigorous, task-agnostic research scaffold — decompose a question, fan out across sources, triage by credibility, cross-verify claims adversarially, and synthesize a cited answer with explicit confidence — then leave behind reusable knowledge atoms. Use…

Derive the right set of review lenses for any deliverable and run an adversarial, multi-perspective review that returns prioritized findings plus a reusable lesson — so the same problem gets caught automatically next time. Use whenever someone wants something…

Continue Stalks & Sections enhancement work from HANDOFF.md. Use when implementing views (matrix, slice, multiples, spectral), loader polish, HUD honesty, or example datasets.

Turn triples, CSV, wiki markdown, or a JS/TS codebase into a SheafGraph JSON the explorer can load. Use when adding a knowledge graph, scraping a library, validating sheaf JSON, or running from-code / rich-index.

Compose fleets of fleets operadically — wire independently-coherent teams, sub-agents, or artifact groups together along typed interfaces (an undirected wiring diagram), build the composite coordination sheaf, and find the SEAM: the contradiction that no…

Comprehensive Elm functional programming for web development including The Elm Architecture, type system, JavaScript interop, and production-ready patterns

Master the Purify library for practical functional programming in TypeScript with algebraic data types (Maybe, Either, EitherAsync, MaybeAsync), composable error handling, data transformations, Codec for runtime type safety, List operations, Tuple utilities,…

Comprehensive F* proof-oriented programming for formal verification including dependent types, refinement types, effect system, SMT solver integration, tactic-based interactive theorem proving, and verified code extraction to OCaml, F#, C, WebAssembly, and…

Comprehensive Express.js development skill covering routing, middleware, request/response handling, error handling, and building production-ready REST APIs

Comprehensive PostgreSQL database administration skill for customer support tech enablement, covering database design, optimization, performance tuning, backup/recovery, and advanced query techniques

Use when generating WOW-level animated components for course pages, dashboards, hero sections, product landing pages, or technical demos. Triggers on 'animated component', 'make this WOW', 'add animation', 'magnetic button', 'number ticker / number flow',…