AI & LLM Engineering · Rust · For developers

Shows how to load, train and use fast Hugging Face tokenizers, with BPE, WordPiece and Unigram models, padding, truncation and alignment tracking.

Orchestra-Research/AI-Research-SKILLs

A skill your agent uses when Pyrefly computes a wrong tensor shape (or is missing one that can't be expressed in a stub signature) and you need to add or fix a shape-DSL rule.

facebook/pyrefly

Audit local AI coding-agent sessions with agenttrace. An agent skill from luoyuctl/agenttrace.

luoyuctl/agenttrace

A skill your agent uses when installing, verifying or configuring OMNI, when command output carries an [OMNI: ...] marker, or when output looks shorter than expected.

fajarhide/omni

Adapt and port new LLM model architectures to this xinfer project.

guoqingbao/xinfer

A skill your agent uses when evaluating BitRouter route decisions or Eval Exchange subjects with task-native verifiers, human reviewers, private enterprise evaluators, agentic judges, or genuinely…

bitrouter/bitrouter

Test a model end-to-end using the xybrid execution system. An agent skill from xybrid-ai/xybrid.

xybrid-ai/xybrid

Check model compatibility with xinfer before loading. An agent skill from guoqingbao/xinfer.

guoqingbao/xinfer

用于在 cc-router 仓库新增一个 LLM provider（即在 src-tauri/providers/ 下添加 YAML 描述符并完成配套的同步改动）。当用户说「加 provider」「接入 XX 厂商」「新增订阅源」「provider YAML」「让 cc-router 支持 OpenRouter/Together/Groq/Ollama 之类」时必须触发本…

finch-xu/cc-router

Find which provable-contracts YAML contracts a Hugging Face model needs, create missing contracts, generate Rust artifacts, and implement all stubs.

paiml/aprender

Adds a custom ComfyUI Python node to MooshieUI — Python class in mooshienodes.py, Rust required-class registration, and optional workflow template chain hookup.

Mooshieblob1/MooshieUI

Use FlowFlow spaces safely through their scoped MCP server. An agent skill from mirkobozzetto/flowflow.

mirkobozzetto/flowflow

Generate model metadata for an ML model so it works with xybrid.

xybrid-ai/xybrid

Test LLM models served by xinfer for correctness, output quality, and performance.

guoqingbao/xinfer

当用户明确点名要用 OpenAI Codex CLI 协同时使用此 Skill，把指定任务委托给 Codex 执行并整合结果。

bkywksj/knowledge-base

Explains how to run Qdrant, a Rust vector database, for RAG and semantic search, covering collections, points, distance metrics and filtered or batched queries.

Orchestra-Research/AI-Research-SKILLs

Runs the narrowest relevant tests to validate changes. An agent skill from noumena-labs/Sipp.

noumena-labs/Sipp

Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech.

qdrant/skills

A skill your agent uses when a user wants to run, compare, resume, audit, share, or submit a Harbor benchmark through BitRouter, including choosing a Harbor dataset and agent, confirming routed…

bitrouter/bitrouter

Code search over the current repository. An agent skill from VeraTools/vera.

VeraTools/vera

LiteLLM-RS response caching architecture. An agent skill from majiayu000/litellm-rs.

majiayu000/litellm-rs

Bump Heron version via the VERSION-file SSOT. An agent skill from Netis/heron.

Netis/heron

Use Recall Reflect to review AI coding workflow history as a conversation-first timeline and discuss observed patterns before changing behavior.

samzong/Recall

LiteLLM-RS Configuration Architecture. An agent skill from majiayu000/litellm-rs.

majiayu000/litellm-rs

A skill your agent uses when porting a hipfire feature/fix branch authored against pre-0.1.20 master onto post-modular master.

warpfront/hipfire

Sync documentation with project state using ICAV workflow. An agent skill from Netis/heron.

Netis/heron

Code search over the current repository. An agent skill from VeraTools/vera.

VeraTools/vera

Diagnose a denied Tenuo call and make the legitimate call work with the smallest change to authority.

tenuo-ai/tenuo

Guides ccusage Rust and Node tests. An agent skill from ccusage/ccusage.

ccusage/ccusage

LiteLLM-RS Error Handling Architecture. An agent skill from majiayu000/litellm-rs.

majiayu000/litellm-rs

Add or verify a model's chat prompt rendering and tokenization in rust/sglang-processor so it matches SGLang's Python serving path exactly (same prompt text, same token ids).

sgl-project/sglang

A skill your agent uses when designing or evolving Hydra platform architecture across Elixir/Phoenix, SQLite, VictoriaMetrics/VictoriaLogs analytics, native/Rust, and runtime boundaries.

streamband/hydra-srt

Add Pydantic Logfire observability to application code — traces, logs, metrics, and AI/agent spans.

pydantic/skills

LiteLLM-RS provider system in two tiers - data-driven OpenAI-compatible catalog entries auto-routed through OpenAILikeProvider, plus code-based provider modules implementing the LLMProvider trait…

majiayu000/litellm-rs

Builds or modifies ComfyUI workflow JSON templates in MooshieUI's Rust backend (src-tauri/src/templates).

Mooshieblob1/MooshieUI

A skill your agent uses when choosing or running NeMo Relay installation for the CLI, Python, Node.js, Rust, OpenClaw, or maintained framework integrations, or when explaining Hermes Agent's…

NVIDIA/NeMo-Relay

Adds a generation parameter across MooshieUI's Svelte store, TypeScript types, Rust GenerationParams, and workflow templates.

Mooshieblob1/MooshieUI

LiteLLM-RS Streaming Architecture. An agent skill from majiayu000/litellm-rs.

majiayu000/litellm-rs

A skill your agent uses when changing mesh-llm's patched llama.cpp Skippy ABI, runtime hooks, model introspection, tensor filtering, activation-frame execution, GGUF writer surface, upstream pin, or…

Mesh-LLM/mesh-llm

推論パスの canonical Python (exportonnx.py / vits/models.py:VitsModel.infer) を変更した PR で、6 ランタイム (Python runtime / Rust / Go / C / C++ / WASM) の inference path が追随しているかを git diff で確認。PR

ayutaz/piper-plus

LiteLLM-RS Provider 开发指南。用于添加新 provider（Tier 1 catalog 条目或 Tier 2 代码实现）、统一错误处理，或把旧错误枚举迁移到 ProviderError。

majiayu000/litellm-rs

Contribute to the Elodin Python SDK (nox-py). An agent skill from elodin-sys/elodin.

elodin-sys/elodin

A skill your agent uses when first-time NeMo Relay users want to try Relay, choose the least-complex supported quick start, or verify initial value through the CLI, a maintained integration, or…

NVIDIA/NeMo-Relay

Self-healing China mirror source resolver. An agent skill from LeoYeAI/openclaw-master-skills.

LeoYeAI/openclaw-master-skills

Modern Rust project architecture guide for 2025. An agent skill from majiayu000/spellbook.

majiayu000/spellbook

A skill your agent uses when choosing or running NeMo Relay installation for the CLI, Python, Node.js, Rust, OpenClaw, Hermes, or maintained framework integrations before runtime configuration or…

NVIDIA/skills

High-performance vector search engine for production RAG — Rust-powered, horizontal scaling, hybrid dense+sparse search, metadata filtering.

AlexAI-MCP/hermes-CCC

Adds provider-backed AI capabilities to a Rust Golem agent. An agent skill from golemcloud/golem.

golemcloud/golem