Best MCP servers skills, page 9

Digs into why code is shaped the way it is by checking git history, pull requests and connected tools in parallel, then reporting a cited read on the tradeoffs.

cursor/plugins

Add mcp-rubber-duck MCP server to an AI coding tool (Claude Desktop, Cursor, VS Code, Windsurf, etc.)

nesquikm/mcp-rubber-duck

Builds an OpenEnv (Hugging Face) variant of an RL environment.

adithya-s-k/FineEnvs

Register a known gap in the limitation register — file the issue in the private tracker, write the LIMITATION(registren) marker, or ledger a dark-launched feature.

jfarcand/mirroir-mcp

Guide users through configuring key MongoDB MCP server options.

mongodb/agent-skills

Play Command & Conquer Red Alert RTS — build bases, train armies, and defeat AI opponents using 48 MCP tools.

yxc20089/OpenRA-RL

Persistent memory for AI coding agents. An agent skill from omega-memory/omega-memory.

omega-memory/omega-memory

Deep interview a human and compile them into an installable AI agent plugin.

Gerstep/HumanCompiler

Chooses the right retrieval tool for code questions: compact context for unfamiliar repos, direct lookup for known symbols, call graphs for relationships and grep for exhaustive matches.

Helweg/open-codebase-index

Rules for measuring or quoting any benchmark number in this repo.

jgravelle/jcodemunch-mcp

Internal fetcher module for Google Docs and Sheets. An agent skill from iurykrieger/claude-bedrock.

iurykrieger/claude-bedrock

Drive PyBERT's MCP server to run headless serial-link BER simulations, read/write configuration, browse saved results, and inspect IBIS-AMI models, without opening the GUI.

capn-freako/PyBERT

AWS Bedrock AgentCore comprehensive expert for deploying and managing AI agents at scale.

zxkane/aws-skills

Move an existing Claude Code setup onto the Antigravity CLI (agy) — user skills, CLAUDE.md, auto-memory, MCP servers, installed plugins, permissions and trusted workspaces.

yuting0624/antigravity-for-claude-code

Tool choices, workflows, and MAXScript pitfalls for controlling 3ds Max via MCP.

cl0nazepamm/3dsmax-mcp

Launch and operate the engine's MCP server (Sedulous.Tools.Mcp) from the engine checkout - the build and wiring recipe here, then the operating manual served by the host itself.

SedulousWorks/SedulousEngine

Calls an external vision model through vision.js to analyze an image when the user explicitly invokes /skill luma-vision, for agents whose own model cannot see images.

JochenYang/luma-mcp

A skill your agent uses when deploying, restarting, verifying or rolling back the containerised plugged.in production stack, when the site returns 404 or 5xx after a deploy or git operation, or when…

VeriTeknik/pluggedin-app

A skill your agent uses when interacting with Android devices via scrcpy-mcp tools (tap, swipe, inputtext, keyevent, uidump, uifindelement, appstart, etc.).

JuanCF/scrcpy-mcp

Score a video with original music using Sonilo — the model watches the cut and matches pacing, motion, and emotion, returning either the audio or a new video with the score muxed in.

sonilo-ai/skills

One-step setup and connection diagnostics for a Dataverse environment — installs tools, authenticates, registers MCP, writes .env, and verifies active profiles and linked ERP endpoints.

microsoft/Dataverse-skills

Search nine job boards across eight countries — the salary-transparent devitjobs family, jobs.ch and jobup.ch (all Swiss industries), and MyCareersFuture (Singapore IT) — and help the user apply.

Stupidoodle/swissdevjobs-cli

Create or update Dexto skill bundles with SKILL.md, handlers, scripts, mcps, and references.

truffle-ai/dexto

Use Kinocut for guarded video editing, source-backed planning, FFmpeg operations, media analysis, subtitles, audio workflows, Hyperframes or Revideo rendering, repurposing packages, and release…

KyaniteLabs/kinocut

Explains how to run, integrate and debug the deep-research-mcp project through its CLI, Python API or MCP server, with OpenAI, Gemini and DR-Tulu backends.

pminervini/deep-research-mcp

Test Scope locally in Livepeer mode end to end using a prebuilt go-livepeer artifact from the ja/serverless PR, uv run --extra livepeer livepeer-runner, and Scope.

daydreamlive/scope

Create and manage AI video tasks through ClipmivoAI using its MCP server, CLI or REST API.

BarneyD66/clipmivo-tools

Apple Music integration — AppleScript (local Music.app) and the Apple Music API / web player (cross-platform library, playlists, playback, and queue)

epheterson/applemusic-mcp

Draws and refines Excalidraw diagrams on a live canvas through MCP tools or a REST API, with screenshots, file import and export, snapshots and Mermaid conversion.

lingzhi227/agent-research-skills

Keep interface work anchored to the product it belongs to instead of a generic template.

PyModel/niblet-skill-mcp

Core browser usage guide. An agent skill from onyx-dot-app/onyx.

onyx-dot-app/onyx

Surgically select, compress, and recover codebase context using Entroly's MCP tools.

juyterman1000/entroly

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

mirkobozzetto/flowflow

Scaffold a new CLI action for this SDK repository. An agent skill from phantom/phantom-connect-sdk.

phantom/phantom-connect-sdk

Structured memory capture for Ogham shared memory. An agent skill from ogham-mcp/ogham-mcp.

ogham-mcp/ogham-mcp

Workflow skill for KiCAD PCB layout and routing via MCP tools.

mixelpixx/Konnect

A skill your agent uses when working with GOAT's Windmill instance — running or syncing analytics tools, inspecting job execution, adding a new tool, or checking which f/goat/tools/ scripts exist.

plan4better/goat

Author or revise a cloud-api-operations recipe (config/source/skills/cloud-api-operations/references/recipes/).

TencentCloudBase/CloudBase-AI-Toolkit

Guided MARM MCP setup. An agent skill from Lyellr88/marm-memory.

Lyellr88/marm-memory

Developer guide for the LexGuard Korean law MCP server: layer rules, adding tools and repositories, JSON-RPC responses, law API handling, answer rules and tests.

SeoNaRu/lexguard-mcp

Bright Data MCP handles ALL web data operations. An agent skill from brightdata/skills.

brightdata/skills

Maintain daiemon12/catia-v5-mcp-server against a production reliability contract.

daiemon12/catia-v5-mcp-server

Starts, monitors or rewinds an evolutionary development loop that refines an ontology and acceptance criteria generation by generation until it converges, using the Ouroboros MCP tools.

Q00/ouroboros

Add a tool to the MCP server that lets AI agents play OpenFoot Manager.

openfootmanager/openfootmanager

Guides an agent writing to a remindb memory server: structured notes go in as files parsed into a node tree, single text facts go in through MemoryWrite.

radimsem/remindb

A skill your agent uses when installing, updating, or repairing the Lanes desktop app on a Mac, or when someone wants the Lanes issue board running for the first time.

lanes-sh/app

Run a candidate against the baseline over an Opik test suite and read the numbers back — which cases broke, which got fixed, the per-metric deltas, worst rows, and whether the two runs are…

comet-ml/opik-mcp

Walks through how to launch and reach the MCP Task Orchestrator server container: transport, REST API, port publishing, config mounts and config-sync.

jpicklyk/task-orchestrator