mcpbeat

Development Claude Skills

8 676 development skills from 759 authors. They write and change code. Half of them fit into 1 830 tokens or less — that is what one costs your context window when the agent loads it. 1 213 ship runnable scripts rather than instructions alone. 42 of them cannot work without an MCP server, most often rube. We also found 1 172 copies of these same skills sitting in other people's repositories — counted once here, not 1 172 times.

8 676 unique 759 authors 5 250 updated this month 1 369 from vendors

1 830
tokens, median
what a typical one costs in context
1 213
ship scripts
code that runs, not instructions alone
42
need a server
most often rube
1 172
copies elsewhere
counted once here, not once per repository

6 193–6 240 of 8 676

page 130 of 181
Run2 Scala Idiomatic Patterns
by cxcscmu

Idiomatic Scala patterns for translating Python code including enums, case classes, and naming conventions.

303 tokens
Run2 Scala Option Handling
by cxcscmu

Handling absence and nullability in Scala using Option, with patterns for translating Python None handling.

245 tokens
Run2 Scala Variance
by cxcscmu

Expressing variance annotations in Scala generics when translating from Python TypeVar covariant/contravariant types.

240 tokens
Run2 Trivy Offline Scanning
by cxcscmu

Use Trivy vulnerability scanner in offline mode to scan dependency lock files and produce JSON vulnerability reports without internet access.

768 tokens
Run2 Gh Issue Analysis
by cxcscmu

How to identify bug report issues and count resolved bugs in a date range from GitHub Search API results.

461 tokens
Run2 Gh Pr Analysis
by cxcscmu

How to compute PR statistics (merged, closed, avg_merge_days, top_contributor) from GitHub Search API items using Python.

521 tokens
Run2 Gh Search API
by cxcscmu

How to query the GitHub Search API for PRs and issues with date filtering, handling pagination and unauthenticated access via Python urllib.

667 tokens
Run2 Python DOCX Placeholders
by cxcscmu

Replace {{PLACEHOLDER}} tokens in Word .docx templates using python-docx, correctly handling split runs, nested tables, headers/footers, and verification.

1k tokens
Run2 Circe JSON
by cxcscmu

Using Circe for JSON tokenization and dot-path navigation in Scala, with the exact APIs needed to replace Python's json module and dict traversal.

918 tokens
Run2 Scala Builder
by cxcscmu

Implementing an immutable fluent builder in Scala with companion object apply, varargs metadata, and a build() method returning a function — translating Python's mutable builder class.

1k tokens
Run2 Scala Sealed Traits
by cxcscmu

Translating Python Enum and frozen dataclass to idiomatic Scala sealed ADTs and case classes, with precise metadata typing and withMetadata pattern.

924 tokens
Run2 Scala Type Classes
by cxcscmu

Translating Python Protocol, ABC, and isinstance dispatch to Scala traits, overloaded methods, and functor/monad abstractions.

1k tokens
Run2 Scala Variance
by cxcscmu

Translating Python TypeVar covariant/contravariant generics to Scala variance annotations, with concrete patterns for containers, sinks, and handlers.

918 tokens
Run2 Trivy Offline
by cxcscmu

Optimized Trivy offline scanning for lock files, including all dependency types.

201 tokens
Run2 Gh API Curl Master
by cxcscmu

Mastering GitHub API interactions using curl, including search, pagination, and rate limit handling.

311 tokens
Run2 Robust Env
by cxcscmu

Procedures for resolving environment conflicts, broken packages, and restricted system-wide access in Python.

292 tokens
Run2 Github Analytics
by cxcscmu

Advanced skills for fetching, filtering, and aggregating GitHub data using `gh` CLI and `jq`.

130 tokens
Run2 Trivy Offline
by cxcscmu

A complete guide to executing Trivy in offline mode via Python `subprocess` to scan dependency files for vulnerabilities.

823 tokens
Run2 Github API Data Fetcher
by cxcscmu

Provides a robust python module for querying GitHub's search API using urllib with automatic pagination.

581 tokens
Run2 Python Scala Dataclass
by cxcscmu

Translating Python @dataclass and Enum to Scala case class and Enumeration/Sealed Traits safely

422 tokens
Run2 Python Scala Generics Variance
by cxcscmu

Translating Python generics (TypeVar covariant/contravariant) to Scala generics (+T, -T) with examples

434 tokens
Run2 Python Scala JSON Circe
by cxcscmu

Parsing and handling JSON safely in Scala using io.circe

493 tokens
Run2 Python Scala Union Overloads
by cxcscmu

Translating Python Union types and @overload to Scala method overloads, type classes, and pattern matching

524 tokens
Run1 Data Parsing
by cxcscmu

How to load and filter CSV travel data in Python

78 tokens
Run2 Object Counting
by cxcscmu

Count the number of object occurrences in an image using OpenCV template matching in Python.

425 tokens
Create and Apply Git Patch Files for Druid Security Fixes
by cxcscmu

Generate proper git-compatible patch files that address the empty key validation and JavaScript filter disabling vulnerabilities, then apply them to the Druid 0.20.0 source repository.

779 tokens
Query GitHub Issues for December Activity
by cxcscmu

Fetch all issues created in December 2024 from cli/cli repository using correct date filtering, and identify bug-related issues based on label substring matching.

736 tokens
Query GitHub PRs for December Activity
by cxcscmu

Fetch all pull requests created in December 2024 from cli/cli repository using the GitHub CLI, applying correct date range filtering to ensure accurate total count and contributor identification.

531 tokens
Check Repository Dependencies
by cxcscmu

Use when starting a new project to verify Python version requirements declared in configuration files. This prevents version mismatches before environment setup.

247 tokens
Implement SimPO Loss Function
by cxcscmu

Use when implementing the `simpo_loss` function in SimPOTrainer class. Extract loss computation logic from the paper and translate it to PyTorch code that accepts the expected tensor inputs.

342 tokens
Install Project Dependencies in Python 3 10
by cxcscmu

Use after activating Python 3.10 environment to install project dependencies without version conflicts. This ensures all packages are compatible with the target Python version.

250 tokens
Run Unit Test in Python 3 10 Environment
by cxcscmu

Use to execute the unit test within the Python 3.10 virtual environment after implementing the loss function. This validates the implementation against fixed input tensors.

238 tokens
Set Up Python 3 10 Environment
by cxcscmu

Use when you need to switch from an incompatible Python version to Python 3.10 before project setup. This ensures the correct runtime environment for dependency installation and test execution.

235 tokens
Python To Scala Translation Fundamentals
by cxcscmu

Core principles for translating Python code to idiomatic Scala, including paradigm shifts from procedural/OOP to functional programming, type system differences, and structural refactoring strategies.

466 tokens
Scala Naming Conventions And Style
by cxcscmu

Scala-specific naming conventions, code organization patterns, and style guidelines that differ from Python conventions.

472 tokens
Technical Exploded View Poster
by cxcscmu

Use this skill when creating a technical exploded-view diagram poster of a hardware device. Covers layout, layer spacing, annotation style, and rendering approach using Python Pillow.

2k tokens
Python PDF Form Filling
by cxcscmu

Use this skill when you need to programmatically fill PDF form fields using Python. Covers inspecting field names and writing values to fillable PDFs.

1k tokens
Parallel Grid Search Python
by cxcscmu

How to parallelize a grid search over hyperparameter combinations in Python using joblib or multiprocessing for CPU-bound tasks like DBSCAN clustering.

568 tokens
npm Dependency Audit
by cxcscmu

How to perform security audits on Node.js package-lock.json files using npm audit and other offline tools to identify vulnerabilities in third-party dependencies.

542 tokens
Package Lock JSON Parsing
by cxcscmu

How to parse package-lock.json to extract all dependency names and versions for vulnerability lookups, covering both lockfile v1, v2, and v3 formats.

661 tokens
Gh Search Issues Exclude Prs
by cxcscmu

How to accurately search for issues (excluding pull requests) in a GitHub repository using the gh CLI, since GitHub's search API treats PRs as a type of issue.

737 tokens
Gh Search Prs Precise
by cxcscmu

How to accurately search for pull requests in a specific GitHub repository within a date range using the gh CLI, and correctly distinguish merged vs closed-without-merge PRs.

922 tokens
Simpo Environment Setup
by cxcscmu

How to set up the correct Python environment for the SimPO project, specifically using Python 3.10 and resolving version conflicts. Use this when setting up the environment to run SimPO code and unit tests.

576 tokens
Read Python Tokenizer Source
by cxcscmu

Use this skill to understand the exact Python source code in /root/Tokenizer.py before translating to Scala. This covers every class, method, regex pattern, enum value, default value, and metadata key that must be faithfully reproduced.

413 tokens
Scala Tokenizer Implementation Guide
by cxcscmu

Use this skill when writing /root/Tokenizer.scala. It provides the concrete implementation strategy, Scala idioms, and compilation workflow for translating the Python Tokenizer to Scala 2.13.

2k tokens
Check And Setup Python310
by cxcscmu

Use this skill when you need to find, install, or configure a Python 3.10 environment on the system. Checks for existing python3.10 binary, installs if missing, and sets up pip for that version.

294 tokens
Install Simpo Dependencies Python310
by cxcscmu

Use this skill to install all required packages for the SimPO project using Python 3.10 specifically. Installs torch, transformers, trl, and other dependencies into the python3.10 environment.

258 tokens
Python To Scala Translation Patterns
by cxcscmu

Use when translating Python OOP/functional code to idiomatic Scala 2.13, covering class hierarchies, enumerations, error handling, and naming conventions

997 tokens