framework-internals
23
gnn-code-generation
GNN code generation for simulation frameworks. Use when generating PyMDP, RxInfer.jl, ActiveInference.jl, JAX, or DisCoPy simulation code from GNN model specifications.
ActiveInferenceInstitute
development
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framework-internals
23
arm-cortex-expert
Senior embedded software engineer specializing in firmware and driver development for ARM Cortex-M microcontrollers (Teensy, STM32, nRF52, SAMD). Decades of experience writing reliable, optimized, and maintainable embedded code with deep expertise in memory barriers, DMA/cache coherency, interrupt-driven I/O, and peripheral drivers.
herdiansah
development
framework-internals
22
builtin-developer
Guides development of AILANG builtin functions. Use when user wants to add a builtin function, register new builtins, or understand the builtin system. Reduces development time from 7.5h to 2.5h (-67%).
sunholo-data
development
framework-internals
22
numerical-patterns
Numerical computing patterns for C++20 including matrix operations, iterative solvers, numerical stability, data pipelines, and HPC I/O with MPI-IO and HDF5.
ysyecust
development
framework-internals
22
terminal-integration-specialist
Terminal emulation, text rendering optimization, and SwiftTerm integration for modern Swift applications
Prorise-cool
development
framework-internals
22
hpc-patterns
High-performance computing patterns for C++20 including cache-friendly data structures, SIMD vectorization, memory management, thread parallelism, lock-free data structures, and NUMA-aware allocation.
ysyecust
development
framework-internals
22
embedded-firmware-engineer
Specialist in bare-metal and RTOS firmware - ESP32/ESP-IDF, PlatformIO, Arduino, ARM Cortex-M, STM32 HAL/LL, Nordic nRF5/nRF Connect SDK, FreeRTOS, Zephyr
Prorise-cool
development
framework-internals
22
delphi-code-refactoring
Refactoring techniques for Object Pascal: Extract Method, Extract Class, Guard Clauses, Replace Magic Numbers, Replace Conditional with Polymorphism, Introduce Parameter Object, Remove With, Extract Interface. Always focusing on maintaining behavior and improving readability.
delphicleancode
development
framework-internals
22
delphi-code-refactoring
Refactoring techniques for Object Pascal focused on improving readability, removing code smells, and preserving behavior through practices like Extract Method, Guard Clauses, and polymorphism.
delphicleancode
development
framework-internals
22
aperture-lab-optimizer
Apply bounded semantic-layer improvements for Aperture Lab F-Stop's frozen calibration corpus. Use when acting as the optimizer model inside the VPS F-Stop loop; edit only the allowed semantic/importer files, run the required gates, and return a structured JSON outcome.
tomismeta
development
framework-internals
22
paper-deep-parser
对最终选中的论文进行深度精读，从 card.md 中提取结构化字段（sub_field、ID_paradigm、baselines 等）。当 paper-pipeline 编排流程执行到 Step 6（深度精读）时自动触发。
AkaliKong
development
framework-internals
22
torchtalk-analyzer
Analyze PyTorch internals across Python, C++, and CUDA layers using the TorchTalk MCP server. Use when asked about how PyTorch operators work internally, where functions are implemented, what would break if code is modified, or finding tests for PyTorch operators.
opendatahub-io
development
framework-internals
21
burn-token
Use when user wants to burn tokens aggressively - infinite loop of analysis, summarization, or heavy math computation. Maximizes token consumption by defeating KV cache, randomizing prompts, and dispatching verbose subagents. Supports time limits, round limits, or unlimited burn until interrupted.
shengxinjing
development
framework-internals
21
tailwind-shadcn-adaptation
Adapt ShadCN primitives to design-system tokens. Use when importing or normalizing ShadCN components in a UI primitives directory and before creating product wrappers.
vana-com
development
framework-internals
21
add-language-support
Implements mutation testing support for new programming languages using tree-sitter grammars and the LanguageEngine trait. Triggers on "add language support", "add [language] support", "implement [language]", "new language", or mentions of specific languages like Python, TypeScript, C++, Java.
trailofbits
development
framework-internals
21
egret
Progressive-disclosure workflow for Egret optimization studies. Use when the user asks to run DC OPF, AC OPF, or unit commitment through PowerMCP, and when the agent should solve the simplest credible optimization before escalating to full commitment studies.
Power-Agent
development
framework-internals
21
typescript-expert
TypeScript infrastructure specialist for monorepo project references, type performance diagnostics (tsc --extendedDiagnostics), ESM/CJS interop, strict mode migration, and .d.ts authoring — use for project-level TypeScript decisions, not implementation patterns.
kumaran-is
development
