compat-tests
Run cross-provider compatibility tests for specific algorithms and providers in the cryptography-kotlin project. Use this skill when the user asks to run compatibility tests, cross-provider validation, or wants to verify that a specific algorithm (like AES-GCM, ECDSA, HMAC, etc.) produces consistent results across different providers (JDK, OpenSSL3, Apple, CryptoKit, WebCrypto). Also use when the user mentions "generate and validate" test data, or references the compatibility test pipeline.
pyfoma-codebase
Rapidly onboard to pyfoma core internals (regex compiler + FST algorithms), make safe code changes, and avoid common semantic and performance regressions in fst.py, regexparse.py, atomic.py, algorithms.py, paradigm.py, and partition_refinement.py.
add_algo
Add new algorithm to the library.
/social-captions â Algorithm-Optimized Social Media Captions (v2)
The user sends material (text, image, script, competitor post, screenshot, or description of content). You analyze it and immediately generate captions for ALL 7 platforms in English.
alterlab-arboreto
Infer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3). Use when analyzing transcriptomics data (bulk RNA-seq, single-cell RNA-seq) to identify transcription factor-target gene relationships and regulatory interactions. Supports distributed computation for large-scale datasets. Part of the AlterLab Academic Skills suite.
libatbus-protocol-crypto
libatbus protocol transport, ECDH key exchange, encryption/compression algorithm negotiation, message pack/unpack, and access token authentication. Use when working with connection_context, handshake flow, cipher algorithms, compression, message framing, or writing crypto-related tests.
amortized-algorithms
Use when analyzing sequences of data-structure operations with aggregate analysis, accounting credits, potential functions, binary counters, multipop stacks, dynamic tables, resizing policies, or amortized versus average-case reasoning
Discrete Structures
Comprehensive tools for discrete mathematics: logic, algorithms, number theory, cryptography
fast-mlx
Optimize MLX code for performance and memory. Use when asked to implement or speed up MLX models or algorithms, reduce latency/throughput bottlenecks, tune lazy evaluation, type promotion, fast ops, compilation, memory use, or profiling.
collaborating-with-codex
Delegates coding tasks to Codex CLI for prototyping, debugging, and code review. Use when needing algorithm implementation, bug analysis, or code quality feedback. Supports multi-turn sessions via SESSION_ID.
training-hub-guide
Guides users through LLM post-training with Training Hub, including installation, algorithm selection (SFT, OSFT, LoRA), hyperparameter tuning, troubleshooting OOM errors, interpreting loss curves, and leveraging backend-specific features. Use when the user is working with training_hub, fine-tuning language models, asking about SFT/OSFT/LoRA training, or debugging GPU/CUDA training issues.
algorithm-selection
Implements candidate-model selection logic that runs after a routing decision matches, including model ranking, cost-aware routing, and latency-aware model choice. Use when reading or modifying how the router picks which model serves a matched decision.
algorithmic-color-palette
Derive a full UI colour palette algorithmically from one or two brand colours. Darker and lighter variants for interactive states, desaturated greys from the brand hue for borders and backgrounds, and semantic colours that feel coherent with the brand rather than generic. Use when building a colour system from scratch or expanding a limited brand palette for UI use.
Io.Github.Rohith1125/Sentinel Execution Mcp
AI-controlled algorithmic trading engine exposing 40 MCP tools across 9 namespaces.
x-algorithm-optimizer
Use when optimizing X/Twitter posts for reach, debugging underperforming content, or understanding For You feed mechanics. Triggers on X algorithm, Twitter optimization, viral posts, engagement strategy, Phoenix ranking, weighted scorer, Grok ranking.
Cryptographic Analysis & Assessment
SSL/TLS auditing, cipher suite analysis, hash algorithm identification, encryption implementation review, and cryptographic weakness detection in code