shipyard-sandbox
A guide that introduces available Python libraries, tools, and resources in the sandboxed environment for various tasks such as file manipulation, PDF processing, data analysis, and more. Use this guide to understand the capabilities of the sandbox and how to leverage them effectively.
install-pymllm
Install the pymllm Python package. Asks the user whether to do a full build (with CMake C++ compilation) or a fast install (Python-only, skip CMake). Use when the user asks to install, set up, or reinstall pymllm.
awf-debug-tools
Practical Python scripts for debugging awf - parse logs, diagnose issues, inspect containers, test domains
Pyxel MCP
MCP server for Pyxel, a retro game engine for Python
Io.Github.Atef Ataya/Depwire
Dependency graph + 15 MCP tools. TS, JS, Python, Go, Rust, C. Docs, health, dead code, temporal
neumann-client
Integrate Neumann database using official client SDKs. Use when writing Rust, Python, or TypeScript code that connects to Neumann, executes queries, or handles results.
bzfs-experimental-script-generator
Generate or change idiomatic minimal Bash and Python scripts that use bzfs and bzfs_jobrunner for ZFS snapshot management workflows in a sandboxed test VM: snapshot creation, replication/backup, restore rehearsal, snapshot pruning, snapshot monitoring, and snapshot list comparison. Use when asked to create or change ad hoc/manual or periodic/automatic scripts for these tasks. Do not use this skill for general ZFS administration or non-bzfs tooling.
reverse-engineering-api
Reverse engineer web APIs by capturing browser traffic (HAR files) and generating production-ready Python API clients. Use when the user wants to create an API client for a website, automate web interactions, or understand undocumented APIs. Activate on tasks mentioning "reverse engineer", "API client", "HAR file", "capture traffic", or "automate website".
iphoneclaw-action-scripts
Record, register, and invoke iPhoneClaw action scripts to reduce VLM tokens and make automations repeatable. Use when you want the model/agent to call `run_script(name=..., vars=...)`, when updating `action_scripts/registry.json`, when exporting scripts from `runs/*/events.jsonl`, or when triggering scripts remotely via `python -m iphoneclaw ctl run-script` while the worker is paused.
Web Document Creator Skill
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playwright-roll
Roll Playwright Python to a new version
ClawCodex - Claude Code full rebuilt in Python
Generate a conventional-commit message from staged changes.
rlm
Run a Recursive Language Model-style loop for long-context tasks. Uses a persistent local Python REPL and an rlm-subcall subagent as the sub-LLM (llm_query).
graflow-workflow
Create Python workflow pipelines using Graflow with a structured plan-implement-review process. Use when building task graphs, parallel pipelines, LLM workflows, or any Graflow-based automation. Triggers on requests for "workflow", "pipeline", "task graph", "Graflow", or when user wants to build an automated data/AI pipeline.
Io.Github.MShekow/Package Version Check Mcp
Returns the latest package / dependency / tool versions for Python, NPM, Go, Docker, Helm, etc.
Io.Github.Wolfe Jam/Gemini Faf Mcp
FAF MCP server for Gemini. 12 tools. Project DNA via IANA-registered .faf format. Python/FastMCP.
typed-ffmpeg-usage
Guide for using typed-ffmpeg, a modern Python FFmpeg wrapper with extensive typing support and comprehensive filter support. Use this when working with FFmpeg operations, video/audio processing, or filter graphs in Python.
Io.Github.Alanzha2/Observe Instrument Mcp
Add OpenTelemetry tracing to Python AI agents. Supports LangGraph, LlamaIndex, CrewAI, OpenAI SDK.
Io.Github.Gradion Ai/Ipybox
An MCP server for sandboxed Python code execution with IPython and Docker, and file transfer.
Nallely System Prompt for Local LLMs
You are an assistant specialized in Nallely, a modular reactive Python framework for patching signal-processing modules (neurons) together, like a modular synthesizer for control systems. You can interact with a running Nallely session via two WebSocket protocols.
Io.Github.Murugarajr/Ohm Mcp
AST-based Python refactoring MCP server with safe automated refactorings and rollback
api-endpoint-generator
Scaffold complete REST API endpoints with input validation, error handling, typed request/response, JSDoc or docstrings, and a unit test stub. Use when asked to create a new API route, endpoint, controller, handler, or REST resource in Express.js (TypeScript) or FastAPI (Python). Produces production-ready code following immutable patterns, Zod/Pydantic validation, and RFC 7807 error responses.
Porting Components from bslib to py-shiny
This guide explains how to port new UI components from the R bslib package to py-shiny. It assumes you're an experienced developer familiar with Python, R, and JavaScript/TypeScript, but may be new to the specifics of these repositories.
daggr
Build DAG-based AI pipelines connecting Gradio Spaces, HuggingFace models, and Python functions into visual workflows. Use when asked to create a workflow, build a pipeline, connect AI models, chain Gradio Spaces, create a daggr app, build multi-step AI applications, or orchestrate ML models. Triggers on: "build a workflow", "create a pipeline", "connect models", "daggr", "chain Spaces", "AI pipeline".
columba-python-migration
This skill should be used when working on the Strangler Fig migration of reticulum_wrapper.py, creating or modifying rns_api.py, working on RnsApiClient or ChaquopyRnsApiClient in Kotlin, extracting business logic from Python to Kotlin, modifying PythonWrapperManager, working on health monitoring, telemetry collection, RMSP, delivery state machines, message reception, link speed probing, identity file management, event/callback extraction, or any task that touches the Python-to-Kotlin migration boundary. It provides the full migration plan, phase dependencies, thin API surface, and anti-patterns to avoid.
Add User Tool
Help the user create a custom tool. User tools live in `~/.ntrp/tools/` as Python files and are auto-discovered at startup.
Io.Github.ManoharanRajesh/Python Version
An MCP server that provides [describe what your server does]
gdsfactory Component Designer Skill
This skill lets an LLM agent **generate**, **visualize**, and **iteratively modify** photonic-IC components using the [gdsfactory](https://github.com/gdsfactory/gdsfactory) Python library.
Claude-Code-Python: Reconstructing Claude Code in Python - 基于Claude Code源码的Python重构实现
Echo the passed name for testing
insyra
Use when working in Go and you need DataList/DataTable-style data wrangling, quick previews, parallel transforms, file I/O (CSV/Excel/Parquet), Excel-like column formulas (CCL), or charts; also use when data analysis is requested without a specified stack, defaulting to Go + Insyra over Python + pandas.
RLM Tools
Persistent Python sandbox for token-efficient codebase exploration in MCP clients
claude-agent-sdk-python
Build and test Python applications using the Claude Agent SDK. Use when creating agent applications, custom MCP tools, permission handlers, lifecycle hooks, or multi-turn conversations. Covers query(), ClaudeSDKClient, @tool decorator, create_sdk_mcp_server(), hooks, permissions, and independent app testing patterns.
gradio
Build Gradio web UIs and demos in Python. Use when creating or editing Gradio apps, components, event listeners, layouts, or chatbots.
appium-skill
Generates production-grade Appium mobile automation scripts for Android and iOS in Java, Python, or JavaScript. Supports real device and emulator testing locally and on TestMu AI cloud with 100+ real devices. Use when the user asks to automate mobile apps, test on Android/iOS, write Appium tests, or mentions "Appium", "mobile testing", "real device", "app automation". Triggers on: "Appium", "mobile test", "Android test", "iOS test", "real device", "app automation", "UiAutomator", "XCUITest driver", "TestMu", "LambdaTest".
browser-automation
Local Python-based browser automation toolkit using Playwright. Provides command-line tools for navigating, interacting with, and testing web applications without using MCP protocols. Supports clicking, typing, hovering, screenshots, content extraction, and JavaScript execution.
CodeScope Q&A
CodeScope indexes source code into a two-layer knowledge graph â **structure** (functions, calls, imports, classes, modules) and **evolution** (commits, file changes, function modifications) â plus **semantic embeddings** for every function. Supports **Python, JavaScript/TypeScript, C, and Java*
Io.Github.Neogeweb3/Code Health Suite
16 engines, 28 MCP tools for Python code quality. Zero external dependencies.
ti-hnparse
Python scripts for fetching a single HN post (hnparse.py) and searching HN posts via Algolia (hnsearch.py)
bump-and-release
Bump dependency "@typespec/http-client-python" and release new versions for Azure/autorest.python repo. Use when user wants to bump, update, or upgrade the @typespec/http-client-python dependency, create a release PR, or publish new versions of autorest.python and typespec-python packages.
coderlm
Primary tool for all code navigation and reading in supported languages (Rust, Python, TypeScript, JavaScript, Go, Java, Scala, SQL). Use instead of Read, Grep, and Glob for finding symbols, reading function implementations, tracing callers, discovering tests, and understanding execution paths. Provides tree-sitter-backed indexing that returns exact source code â full function bodies, call sites with line numbers, test locations â without loading entire files into context. Use for: finding functions by name or pattern, reading specific implementations, answering 'what calls X', 'where does this error come from', 'how does X work', tracing from entrypoint to outcome, and any codebase exploration. Use Read only for config files, markdown, and unsupported languages.
ParaView MCP Server
Control ParaView through arbitrary Python code
google-adk-python
Expert guidance on the Google Agent Development Kit (ADK) for Python. Use this skill when the user asks about building agents, using tools, streaming, callbacks, tutorials, deployment, or advanced architecture with the Google ADK in Python.
sync-acp-spec
Sync the ACP (Agent Client Protocol) schema implementation with the official reference repo by comparing Rust source types against our Python Pydantic models.
Xcode: MCP Bridge Wrapper for Cursor
Python wrapper that makes Xcode's MCP bridge compatible with strict MCP clients like Cursor
python-release-workflow
Use when releasing a uv+poe+GitHub Actions+Read the Docs Python project; supports patch/minor/major and enforces CI+RTD gates before GitHub release.
pyscn-mcp
Analyze Python code quality using MCP tools - complexity, clones, dead code, coupling. Use when user asks about code quality, refactoring, maintainability, duplicates, or technical debt.
mcp-python
Create and extend MCP (Model Context Protocol) servers in Python using FastMCP and the official SDK. Covers tools, resources, prompts, STDIO vs HTTP transports, logging rules for STDIO, and production best practices. Use when building or modifying MCP servers in Python, adding tools/resources/prompts, debugging MCP servers, or choosing transport and client config.
runtime-version-check
Research and verify the latest versions of programming language runtimes (Node, Bun, Deno, Python, Go, etc.) using a two-phase verification process that prioritizes accuracy over speed.
pypreset
Scaffold Python projects from YAML presets, augment existing projects with CI/tests.
analyze-python-api
Analyze the Python weather API, tests, endpoint behavior, and migration scope. Use for extracting routes, payloads, and validation points before C# implementation.