framework-internals
240
tilelang-error-fixer
TileLang-Ascend 错误诊断、调试与修复技能。融合了 GDB 故障定位、IR Dump 分析、目标代码倒推（AOT）的诊断能力。提供从环境检查、错误定位、AOT验证到 C++ Pass 修复的端到端工作流。
tile-ai
development
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framework-internals
238
asyncredux-throttle-mixin
Add the Throttle mixin to prevent actions from running too frequently. Covers setting the throttle duration in milliseconds, use cases like price refresh, and how freshness/staleness works.
marcglasberg
development
framework-internals
229
adk-tool-scaffold
Scaffolds a new custom Tool class for the Agent Development Kit (ADK).
rominirani
development
framework-internals
225
xip-writing-reference
Reference for writing effective XerahS Improvement Proposals (XIPs), including structure, templates, review checks, and implementation patterns. Use sync-xips for creating, editing, and syncing XIP GitHub issues and local backups.
ShareX
development
framework-internals
222
kernel-development
Guide for modifying and debugging the Nanvix kernel architecture and kernel-call paths. Use this when asked about kernel internals or kernel implementation changes.
nanvix
development
framework-internals
218
testdrivererrors
Custom error classes and error handling
testdriverai
development
framework-internals
217
extract-kernel-definitions
Extract kernel schemas and definitions from SGLang model implementations with deduplication. Use when adding a new model, extracting GPU kernels (MLA, MoE, GQA, RMSNorm, GEMM), or generating Definition JSON files for flashinfer_trace.
flashinfer-ai
development
framework-internals
217
onboard-model
End-to-end pipeline for discovering new LLMs with novel kernels and onboarding them into FlashInfer-Bench. Orchestrates repo updates, model discovery, kernel definition generation, workload collection, and PR submission.
flashinfer-ai
development
framework-internals
216
caveman
Ultra-compressed communication mode. Cuts token usage ~75% by speaking like caveman while keeping full technical accuracy. Supports intensity levels: lite, full (default), ultra, wenyan-lite, wenyan-full, wenyan-ultra. Use when user says "caveman mode", "talk like caveman", "use caveman", "less tokens", "be brief", or invokes /caveman. Also auto-triggers when token efficiency is requested.
mxyhi
development
framework-internals
213
migration-analysis
Trigger Protocol has migration patterns (reinitialize, V2/V3, deprecated, upgrade, legacy, Coin-to-FA) - Covers Token type mismatches, stranded assets, interface incompatibiliti...
PlamenTSV
development
framework-internals
213
bit-shift-safety
Trigger Pattern Always (Aptos Move) - Move VM aborts on shift = bit width - Inject Into Breadth agents, depth-edge-case
PlamenTSV
development
framework-internals
213
migration-analysis
Trigger Protocol has migration patterns (reinitializer, V2/V3, deprecated, upgrade, legacy) - Covers Token type mismatches, stranded assets, interface incompatibilities
PlamenTSV
development
framework-internals
213
bit-shift-safety
Trigger Pattern Always (Sui Move) -- Move VM aborts on shift = bit width - Inject Into Breadth agents, depth-edge-case
PlamenTSV
development
framework-internals
213
migration-analysis
Trigger Pattern Program upgrades, account data layout changes, deprecated instructions, token migrations - Inject Into Breadth agents, depth-state-trace
PlamenTSV
development
framework-internals
213
migration-analysis
Trigger Pattern Package upgrades, version transitions, deprecated functions, object layout changes - Inject Into Breadth agents, depth-state-trace
PlamenTSV
development
framework-internals
213
migration-analysis
Trigger Pattern Contract upgrades via update_current_contract_wasm, storage migration, deprecated functions, token migrations - Inject Into Breadth agents, depth-state-trace
PlamenTSV
development
framework-internals
211
cute-dsl
Write or modify CuTe DSL GPU kernels for the Surogate framework. Use when the user wants to create CUDA kernels using CuTe DSL/Python (e.g., "write a CuTe kernel", "implement a fused kernel", "optimize kernel with CuTe DSL"). Guides through kernel implementation, compilation, and integration with Surogate's JIT pipeline.
invergent-ai
development
framework-internals
211
cuda
Write or optimize CUDA kernels for the Surogate framework. Use when the user wants to create CUDA kernels, optimize existing kernels for specific GPU architectures (sm89/sm90/sm100/sm103/sm120/sm121), implement custom attention/normalization/activation layers, or debug kernel performance issues.
invergent-ai
development
framework-internals
205
graalvm-native-image
Provides expert guidance for building GraalVM Native Image executables from Java applications. Use when converting JVM applications to native binaries, optimizing cold start times, reducing memory footprint, configuring native build tools for Maven or Gradle, resolving reflection and resource issues in native builds, or implementing framework-specific native support for Spring Boot, Quarkus, and Micronaut. Triggers include "graalvm native image", "native executable java", "java cold start optimization", "native build tools", "ahead of time compilation java", "reflection config graalvm", "native image build failure".
giuseppe-trisciuoglio
development
framework-internals
201
geargrafx-romhacking
Hack, modify, and translate TurboGrafx-16 / PC Engine / SuperGrafx ROMs using the Geargrafx emulator MCP server. Provides workflows for memory searching, value discovery, cheat creation, data modification, sprite/text finding, and translation patching. Use when the user wants to create cheats, find game values in memory, modify ROM data, translate a PC Engine game, patch game behavior, create ROM hacks, discover hidden content, change sprites or graphics, find text strings, do infinite lives or health hacks, search for score or item counters, or reverse engineer data structures in TurboGrafx-16 or PC Engine games. Also use for any ROM hacking, memory poking, or game modification task involving Geargrafx.
drhelius
development
framework-internals
199
network-retrofit
Implementation expertise for networking with Retrofit, Moshi, and Coroutines.
NineWorlds
development