Kuro AI Agent MCP Server
AI agent tools: translation (95+ langs), crypto research, compliance, summarization.
pr-describe
Write a pull-request title and body from the current branch's commits and diff against the base branch. Invoke when the user asks to open a PR, draft a PR description, or summarize a branch.
arxiv2md
Convert arXiv papers to clean Markdown. Use when the user wants to read, fetch, or summarize an arXiv paper.
Video Summarizer
Transcribe and summarize videos from YouTube, local files, Google Drive, and Dropbox using any OpenAI-compatible LLM provider via the CLI.
markdown-url
Route any website you need to visit through markdown.new by prefixing the URL. **WHEN TO USE:** - You would normally open a website link to read content (docs, blog posts, changelogs, GitHub issues, etc.) - You need a cleaner, Markdown-friendly view for copying notes or summarizing
changelog-analyzer
Analyze git commits in a range by examining actual code diffs (not commit titles) and produce a ranked list of improvements and optimizations. Use when the user wants a changelog, wants to summarize recent changes, asks what changed since a commit, or wants to review project progress.
Workspace Data Analyst
Analyze CSV files in the workspace and summarize insights.
summarize-changes
Analyze snapshot automation PR changes and produce a structured review report. Use when asked to summarize or review a snapshot PR.
parse-rf-results
Parse Robot Framework test results from output.xml. Use when: analyzing test execution results, extracting pass/fail statistics, filtering failures, summarizing test runs
app-store-changelog
Create user-facing App Store release notes by collecting and summarizing all user-impacting changes since the last git tag (or a specified ref). Use when asked to generate a comprehensive release changelog, App Store "What's New" text, or release notes based on git history or tags.
orca-alert-triage
Analyzes Orca Security alerts with timeline visualization, risk assessment, and progressive disclosure. Use when user asks to triage, analyze, explain, summarize, investigate, or check an Orca alert by ID (e.g., "triage orca-3636513", "what is alert orca-3548863", "check orca-3636513").
bug-triage
Reproduce, isolate, and fix a bug (or failing build/test), then summarize root cause, fix, and verification steps. Use when the user reports a bug, regression, or failing build/test and wants a fix.
change-walkthrough
Create detailed markdown walkthroughs of code changes. Use when the user asks to "create a walkthrough", "explain the changes", "review recent commits", "document what changed", "walk me through the diff", "summarize my changes", or similar requests for change documentation.
Io.Github.MUSE CODE SPACE/Vibe Coding
Auto-document vibe coding sessions - collect, summarize, and publish
analyze-paper
Extract structured information from a research paper: system model, theorem statements, proof techniques, complexity claims, and red flags. Use when asked to analyze, summarize, or review an academic paper.
Youtube Summarize
MCP server that fetches YouTube video transcripts and optionally summarizes them
gh-first-workflow
Enforce gh-first GitHub investigation and Conventional Commit output rules. Use when investigating GitHub issues or pull requests, summarizing investigation results, or preparing commit messages.
codex-upcoming-features
Fetch and summarize upcoming unreleased Codex features using a durable local clone synced from GitHub, with source-file mining as primary evidence. Use when asked for latest upcoming/openai-codex features, what is coming next but not in the latest stable release, or a live release-gap summary with links and as-of timestamp.
cm-search
Search and summarize past Claude Code work across all projects. Use when the user asks about past sessions, what they worked on yesterday or last week, where they left off, or is looking for a specific past conversation by keyword. Also handles daily/weekly recaps and standup summaries.
glmv-caption
Generate captions (descriptions) for images, videos, and documents using ZhiPu GLM-V multimodal model series. Use this skill whenever the user wants to describe, caption, summarize, or interpret the content of images, videos, or files. Supports single/multiple inputs, URLs, local paths, and base64 (images only).
Lucid
Lucid’s connector creates diagrams, searches, shares, and retrieves docs to summarize.
Io.Github.KylinMountain/Web Fetch Mcp
MCP server for web content fetching, summarizing, comparing, and extracting information
learn-from-chat
Extract 1-2 memorable lessons from the current conversation and format them as compact TIL (Today I Learned) notes with a daily spaced-repetition quiz reminder. Use when the user asks "what should I remember from this chat", "extract lessons", "generate my daily review", "what did I learn today", "summarize learnings", or finishes a technical conversation wanting to retain knowledge without re-asking AI next time.
Git Update Commit Push
Summarize current repo changes and execute a safe one-command Git handoff.
Azure Updates
MCP server for Azure Updates RSS feed - search, filter, and summarize Azure service updates
MCP Hub — Telegram Access
Connect your AI assistant to your Telegram. Browse chats, read and summarize messages.
pyroscope-dotnet
Summarize an upstream merge PR with diff overview and profiler-related commit log
eino-agent
Eino ADK agent construction, middleware, and runner. Use when a user needs to build an AI Agent, configure ChatModelAgent with ReAct pattern, use middleware (filesystem, tool search, tool reduction, summarization, plan-task, skill), set up the Runner for event-driven execution, implement human-in-the-loop with interrupt/resume, or wrap agents as tools. Covers ChatModelAgent and DeepAgents.
bun-file-io
Use this when you are working on file operations like reading, writing, scanning, or deleting files. It summarizes the preferred file APIs and patterns used in this repo. It also notes when to use filesystem helpers for directories.
release-note-generation
Toolkit for generating PowerToys release notes from GitHub milestone PRs or commit ranges. Use when asked to create release notes, summarize milestone PRs, generate changelog, prepare release documentation, request Copilot reviews for PRs, update README for a new release, manage PR milestones, or collect PRs between commits/tags. Supports PR collection by milestone or commit range, milestone assignment, grouping by label, summarization with external contributor attribution, and README version bumping.
rag-blueprint
NVIDIA RAG Blueprint â deploy, configure, troubleshoot, and manage. Handles any RAG action: deploy, install, start, enable, disable, toggle, change, configure, troubleshoot, debug, fix, shutdown, stop, or tear down any RAG feature or service (VLM, guardrails, query rewriting, models, search, ingestion, observability, summarization, and more).
researcher
Research current topics with multiple sources and produce a structured brief, comparison, recommendation, or fact-check. Use when the user asks for investigation, market/product landscape scans, option evaluation, due diligence, source-backed validation, or a research report. Do not use for summarizing a single provided URL/document, or for GitHub issue/PR operations.
brain-ingest
Ingest a new source into the wiki. Reads the source, summarizes it, creates a wiki/sources/ page, updates affected topic and entity pages, flags contradictions, and logs the activity. Trigger phrases: /brain-ingest, ingest [file or URL], add this source, read and file this, process this article/paper/note.
artifact-type-tailored-context
Compresses artifacts for judge evaluation. Reads a single raw artifact, applies tiered summarization within a token budget, and returns compacted content with metadata. Isolation via forked context prevents pollution of agent context
chat-compactor
Generate structured session summaries optimized for future AI agent consumption. Use when (1) ending a coding/debugging session, (2) user says "compact", "summarize session", "save context", or "wrap up", (3) context window is getting long and continuity matters, (4) before switching tasks or taking a break. Produces machine-readable handoff documents that let the next session start fluently without re-explaining.
mflux-cli
Navigate MFLUX CLI capabilities, locate commands by area, and summarize supported features.
breadth-reader
Forked skill for breadth tasks (explore, review, summarize)