mcp server agents

upstash/context7

Agent

Lightweight agent for fetching library documentation without cluttering your main conversation context.

github/github-mcp-server

Agent

Agent specializing in migrating MCP tools from mark3labs/mcp-go to modelcontextprotocol/go-sdk.

czlonkowski/n8n-mcp

Agent Claude Code

Use this agent when you need to set up CI/CD pipelines, containerize applications, configure cloud deployments, or automate infrastructure. This includes creating GitHub Actions workflows, writing Dockerfiles, setting up Kubernetes deployments, implementing infrastructure as code, or establishing deployment…

czlonkowski/n8n-mcp

Agent Claude Code

Use this agent when you need to test n8n-mcp functionality after implementing fixes or new features. This agent should be invoked proactively after code changes to validate that the MCP tools work correctly with real n8n workflows. The agent tests the actual MCP server tools, not just unit tests. Examples:\n\n…

czlonkowski/n8n-mcp

Agent Claude Code

Use this agent when you need to conduct in-depth technical research on complex topics, technologies, or architectural decisions. This includes investigating new frameworks, analyzing security vulnerabilities, evaluating third-party APIs, researching performance optimization strategies, or generating technical…

MinishLab/semble

Agent

Code search agent for exploring any codebase. Use for finding code by intent, locating implementations, understanding how something works, or discovering related code. Prefer over runshellcommand/readfile for any semantic or exploratory question.

MinishLab/semble

Agent

Code search agent for exploring any codebase. Use for finding code by intent, locating implementations, understanding how something works, or discovering related code. Prefer over Grep/Glob/Read for any semantic or exploratory question.

MinishLab/semble

Agent

Code search agent for exploring any codebase. Use for finding code by intent, locating implementations, understanding how something works, or discovering related code. Prefer over Grep/Glob/Read for any semantic or exploratory question.

Klavis-AI/klavis

Agent

Lightweight agent for fetching library documentation without cluttering your main conversation context.

apify/apify-mcp-server

Agent Claude Code

Probe the local Apify MCP server with mcpc during development. Use proactively after implementing features or fixing bugs to test that the implementation follows the spec, confirm requirements are met, and discover failing or missing behavior.

modelcontextprotocol/csharp-sdk

Agent

Owns the end-to-end modelcontextprotocol/csharp-sdk release process, orchestrating the prepare-release and publish-release skills (and the bump-version and breaking-changes skills they build on) across five stages: prepare (assess SemVer, bump the version, run ApiCompat/ApiDiff, review docs, draft release notes, open…

microsoft/flint-chart

Agent

Use when: adding a new chart type to flint-chart, implementing chart templates across Vega-Lite, ECharts, Chart.js, gallery examples, test cases, or VLM rendering verification.

samanhappy/mcphub

Agent

TDD Development Agent - Diagnose bugs and implement features using a test-driven development workflow.

samanhappy/mcphub

Agent

How the engineering skills should consume this repo's domain documentation when exploring the codebase.

samanhappy/mcphub

Agent

Issues and PRDs for this repo live as GitHub issues. Use the gh CLI for all operations.

jau123/MeiGen-AI-Design-MCP

Agent

Gallery search and inspiration agent. Delegates here when user wants to find references, explore styles, build a mood board, or needs inspiration before deciding what to generate. Searches the MeiGen gallery database of 1,446 curated AI-generated images.

jau123/MeiGen-AI-Design-MCP

Agent

Image generation executor agent. Delegates here for ALL generateimage calls to keep the main conversation context clean. Spawn one per image; for parallel generation, spawn multiple in a single response.

jau123/MeiGen-AI-Design-MCP

Agent

Batch prompt writing agent. Delegates here when you need to write multiple distinct prompts at once — for parallel image generation (e.g., "5 logo concepts"), serial-to-parallel workflows (e.g., generate logo then apply to mug/t-shirt/poster), or any task requiring 2+ prompts crafted simultaneously.

svnscha/mcp-windbg

Agent

Deep-dive a Windows crash dump and return a written verdict. Use when a dump needs more than a first look - several hypotheses to rule out, many frames or threads to walk, or a conclusion someone will act on. Give it the dump path and the question.

jordanrendric/claude-video-vision

Agent

Describes video frames as detailed text. Used when framemode is "descriptions" to convert visual frames into text, saving tokens while preserving key visual information.

sheshbabu/zen

Agent Claude Code

Use this agent when you need to plan the implementation of a new feature or significant enhancement to an existing codebase. Examples: Context: User wants to add real-time collaboration to their note-taking app. user: 'I want to add real-time collaboration so multiple users can edit notes simultaneously' assistant…

sheshbabu/zen

Agent Claude Code

Use this agent when you need to review code for adherence to project conventions and best practices. Examples: Context: User has just written a new React component and wants to ensure it follows the project's coding standards. user: 'I just created a new modal component, can you review it?' assistant: 'I'll use the…

sheshbabu/zen

Agent Claude Code

Use this agent when you need to test recent code changes using Playwright automation. Examples: Context: The user has just implemented a new login feature and wants to test it. user: "I just added a new login validation feature, can you test it?" assistant: "I'll use the qa agent to test your recent changes with…

mongodb-js/mongodb-mcp-server

Agent

GitHub Agentic Workflows (gh-aw) - Create, debug, and upgrade AI-powered workflows with intelligent prompt routing.