Esports Match Timelines: Valorant & CS2

io.github.LMSlayPublished by GitHub account LMSlayv1.3.1Updated Oct 27, 2026

Round-by-round Valorant and CS2 scores read from public broadcast VODs on YouTube and Twitch.

The publisher's own server: match.bot

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingMedia & Design

Overview

AI-generated overview

Remote Apify-hosted MCP server that reads round-by-round Valorant and CS2 scores from public YouTube and Twitch broadcast VODs.

What you can do
  • Build round-by-round match score timelines for Valorant and CS2 from public broadcast VODs
  • Fetch YouTube video transcripts, with an optional AI fallback for missing captions
  • Retrieve YouTube and TikTok comments, including sentiment by moment
  • Inspect available tools and their input schemas before running a paid Actor
When to use it
Use it when you want an assistant to turn an esports broadcast VOD link into a round-by-round score timeline, or to pair that timeline with transcript and viewer-comment context for a match.
Requirements
A remote MCP endpoint on Apify's hosted server; nothing to install. Sign in with an Apify account via OAuth, or send an Apify API token in the Authorization header as a Bearer token. Usage is billed under the Actor's Store pricing and your Apify plan.
Before you install
Actor runs can incur charges, including Actor Start and optional AI processing; agree on a budget and check the live pricing and input schema first. AI fallback is on by default in the YouTube transcript Actor, so set it to false for captions-only work, which still is not free. Never paste API tokens into prompts or committed files.

Installation

In SourceWeft

  1. Open Esports Match Timelines: Valorant & CS2 in the dashboard and add it to a workspace.
  2. Connect the required credentials. They are stored privately and never shown on public pages.
  3. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.LMSlay%2Ftubetext-esports-match-data/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config. The client completes OAuth sign-in on first connect.

{
  "mcpServers": {
    "esports-match-timelines-valorant-cs2": {
      "type": "http",
      "url": "https://mcp.apify.com/?tools=fetch-actor-details,tubetext/esports-match-timeline,tubetext/youtube-transcript-fast,tubetext/youtube-tiktok-comments-api"
    }
  }
}

README

TubeText MCP servers

Remote MCP servers that give Claude, Cursor, VS Code, ChatGPT and any other MCP client access to TubeText tools: video transcripts, comment sentiment, AI video breakdowns, esports match timelines, ad library data, e-commerce prices, reviews, China data and travel prices.

There is nothing to install or host. Each server is a URL on Apify's hosted MCP server (mcp.apify.com) that exposes a small, focused set of TubeText Actors as tools. You sign in with your own Apify account (OAuth) or pass your Apify API token. Usage is billed under each Actor's current Store pricing and your Apify plan. Review billable events and any optional AI processing before running a tool.

Choose a bundle by task

Use these routes when you know the result you need, rather than an Actor name. Links open the existing bundle definitions; connect with the matching server URL and client instructions.

  • Research channels or Shorts: YouTube bundle. Channel Analytics and Social Blade provide creator statistics; Shorts metadata and optional transcripts are separate outputs.
  • Find competitor video ads: Ad Intelligence. Meta Ad Library and Google Ads Transparency discover ads; video and shot analysis are separate tools. Ad presence or time running is not evidence of spend, conversions or ROAS.
  • Turn episodes or social videos into text: Social Video Transcripts. Choose Podcast Transcript for RSS/Apple Podcasts, or Any Video & Podcast Transcript for its documented mixed-source/direct-media inputs. Public video speech is not tweet, Reddit-comment or private-content scraping; not every URL is supported.
  • Research Chinese-language sources: China Data. Bilibili discovery and speech transcription are separate Actors. WeChat covers public Official Account articles, not private chats; trending boards are snapshots, not a historical trend database.
  • Build a product or supplier shortlist: E-commerce Prices for marketplace listings; China Data for Alibaba/Yiwu supplier search from a product photo. Visual similarity does not verify the manufacturer or identical goods.
  • Analyze customer-review themes: Reviews + AI Insights groups Steam, Google Play and Agoda-displayed hotel reviews. Booking.com-sourced reviews displayed by Agoda do not imply direct Booking.com scraping. AI summaries describe the retrieved sample, not every customer.
  • Build a travel or fuel-price dashboard: Travel & Local Prices. Keep dates, currency, fuel grade and source-update timestamps with each comparison. Returned prices are observations, not guaranteed booking or pump prices.

Before calling an Actor, inspect its current input schema and Pricing tab, agree on the input/count and budget, and check Actor Start and optional-processing charges. A bundle definition or directory listing does not verify live tool availability or runtime health.

Looking for Spotify play counts? Use the existing Spotify Actor directly in Apify. It is not included in the MCP bundles listed here.

Servers

ServerWhat it doesTools (Apify Actors)
TikTok Transcripts, Comments, Video Breakdown & Shot Analysis
io.github.LMSlay/tubetext-tiktok-transcripts
TikTok transcripts, comment sentiment by moment, AI breakdowns and director-level shot analysis.tiktok-transcript
youtube-tiktok-comments-api
video-breakdown-ai
shot-by-shot-video-analysis
YouTube Transcripts, Comments & Channel Analytics
io.github.LMSlay/tubetext-youtube-transcripts
YouTube transcripts, comment sentiment and the moments viewers react to, plus channel stats.youtube-transcript-fast
youtube-shorts-scraper
youtube-tiktok-comments-api
youtube-channel-analytics
socialblade-scraper
shot-by-shot-video-analysis
Instagram, Facebook, X, Reddit & Podcast Transcripts
io.github.LMSlay/tubetext-social-video-transcripts
Transcribe Instagram Reels, Facebook, X and Reddit videos, podcasts (RSS, Apple) and supported direct-media URLs.instagram-reels-transcript
facebook-video-transcript
twitter-x-video-transcript
podcast-transcript
any-video-podcast-transcript
reddit-video-transcript
Meta Ad Library, Google Ads Transparency & Video Ad Analyzer
io.github.LMSlay/tubetext-ad-intelligence
Meta Ad Library and Google Ads Transparency video ads, plus AI teardowns and shot-by-shot analysis.meta-ad-library-videos
google-ads-transparency-video
video-ad-analyzer
shot-by-shot-video-analysis
E-commerce Prices: Amazon, Taobao, AliExpress, Idealo
io.github.LMSlay/tubetext-ecommerce-prices
Products, prices and sellers from Amazon, Taobao/Tmall, AliExpress, TikTok Shop and Idealo (EU).amazon-product-search-scraper
taobao-tmall-scraper
aliexpress-search-scraper
tiktok-shop-product-scraper
idealo-price-scraper
Reviews + AI Insights: Steam, Agoda, Google Play
io.github.LMSlay/tubetext-reviews-insights
Steam game, Agoda-displayed hotel and Google Play app reviews with optional AI insight reports.steam-reviews-scraper
agoda-reviews-scraper
google-play-reviews-ai
China Data: Taobao, Bilibili, WeChat, Trending
io.github.LMSlay/tubetext-china-data
Taobao/Tmall, Bilibili videos + transcripts, WeChat articles, China hot search, suppliers by photo.taobao-tmall-scraper
bilibili-scraper
bilibili-video-transcript
china-trending-topics
wechat-articles-scraper
alibaba-yiwu-image-search
Travel & Local Prices: Flights, Hotels, Gas
io.github.LMSlay/tubetext-travel-local-prices
Google Flights fares and price calendar, Google Hotels rates by date, US/Canada gas station prices.google-flights-scraper
google-hotels-scraper
gas-prices-scraper
Esports Match Timelines: Valorant & CS2
io.github.LMSlay/tubetext-esports-match-data
Round-by-round Valorant and CS2 scores read from public broadcast VODs on YouTube and Twitch.esports-match-timeline
youtube-transcript-fast
youtube-tiktok-comments-api

Connect

Claude Code

bash
claude mcp add --transport http tubetext-tiktok "https://mcp.apify.com/?tools=fetch-actor-details,tubetext/tiktok-transcript,tubetext/youtube-tiktok-comments-api,tubetext/video-breakdown-ai,tubetext/shot-by-shot-video-analysis"

Claude Desktop / claude.ai: Settings → Connectors → Add custom connector → paste a server URL from the list below, then sign in to Apify.

Remote MCP clients (generic example):

json
{  "mcpServers": {    "tubetext-tiktok": {      "url": "https://mcp.apify.com/?tools=fetch-actor-details,tubetext/tiktok-transcript,tubetext/youtube-tiktok-comments-api,tubetext/video-breakdown-ai,tubetext/shot-by-shot-video-analysis"    }  }}

Client configuration paths and schemas differ. Use the Apify MCP configurator for your client rather than assuming this JSON works unchanged everywhere. See the VS Code configuration reference for its supported format.

Clients without OAuth: add the header Authorization: Bearer <your Apify API token> (get one here).

Server URLs

  • TikTok Transcripts, Comments, Video Breakdown & Shot Analysis: https://mcp.apify.com/?tools=fetch-actor-details,tubetext/tiktok-transcript,tubetext/youtube-tiktok-comments-api,tubetext/video-breakdown-ai,tubetext/shot-by-shot-video-analysis
  • YouTube Transcripts, Comments & Channel Analytics: https://mcp.apify.com/?tools=fetch-actor-details,tubetext/youtube-transcript-fast,tubetext/youtube-shorts-scraper,tubetext/youtube-tiktok-comments-api,tubetext/youtube-channel-analytics,tubetext/socialblade-scraper,tubetext/shot-by-shot-video-analysis
  • Instagram, Facebook, X, Reddit & Podcast Transcripts: https://mcp.apify.com/?tools=fetch-actor-details,tubetext/instagram-reels-transcript,tubetext/facebook-video-transcript,tubetext/twitter-x-video-transcript,tubetext/podcast-transcript,tubetext/any-video-podcast-transcript,tubetext/reddit-video-transcript
  • Meta Ad Library, Google Ads Transparency & Video Ad Analyzer: https://mcp.apify.com/?tools=fetch-actor-details,tubetext/meta-ad-library-videos,tubetext/google-ads-transparency-video,tubetext/video-ad-analyzer,tubetext/shot-by-shot-video-analysis
  • E-commerce Prices: Amazon, Taobao, AliExpress, Idealo: https://mcp.apify.com/?tools=fetch-actor-details,tubetext/amazon-product-search-scraper,tubetext/taobao-tmall-scraper,tubetext/aliexpress-search-scraper,tubetext/tiktok-shop-product-scraper,tubetext/idealo-price-scraper
  • Reviews + AI Insights: Steam, Agoda, Google Play: https://mcp.apify.com/?tools=fetch-actor-details,tubetext/steam-reviews-scraper,tubetext/agoda-reviews-scraper,tubetext/google-play-reviews-ai
  • China Data: Taobao, Bilibili, WeChat, Trending: https://mcp.apify.com/?tools=fetch-actor-details,tubetext/taobao-tmall-scraper,tubetext/bilibili-scraper,tubetext/bilibili-video-transcript,tubetext/china-trending-topics,tubetext/wechat-articles-scraper,tubetext/alibaba-yiwu-image-search
  • Travel & Local Prices: Flights, Hotels, Gas: https://mcp.apify.com/?tools=fetch-actor-details,tubetext/google-flights-scraper,tubetext/google-hotels-scraper,tubetext/gas-prices-scraper
  • Esports Match Timelines: Valorant & CS2: https://mcp.apify.com/?tools=fetch-actor-details,tubetext/esports-match-timeline,tubetext/youtube-transcript-fast,tubetext/youtube-tiktok-comments-api

Start with a bounded YouTube use case

Before any paid test, list the available tools and inspect the current input schema for tubetext/youtube-transcript-fast. Connecting or seeing a directory listing does not establish that an Actor run will succeed. If a requested tool is absent, stop and check the selected bundle instead of silently substituting another Actor.

For a first captions-only task, ask:

Get the existing captions for this one public YouTube video: . Set aiFallback to false; do not enable AI transcription or run other Actors. Return the transcript with source timestamps, or explain the unsuccessful status without inventing missing text. Show the planned input and cost limit before starting.

AI fallback is enabled by default in the YouTube Actor, so set aiFallback: false explicitly for captions-only work. This does not make the run free. After retrieval, retain the run ID, dataset ID and original export before using the text downstream. For a channel-to-RAG workflow, use the replay-safe caption inbox example, which includes synthetic offline tests rather than a live-service benchmark.

For export steps, read the YouTube transcript export guide: preserve the complete JSON export, save the returned srt field as a subtitle file, and handle WebVTT as a separate conversion.

For the workflow overview and recovery checklist, read the YouTube transcript RAG guide.

Example prompts

  • "Get the transcript of this TikTok and break down its hook and shot list: "
  • "Break down this ad shot by shot and show where viewers replayed or commented: "
  • "Transcribe the last 10 videos on this YouTube channel and summarize the main topics."
  • "Which moments of this YouTube video did viewers react to, and how did the top comments feel about them? "
  • "Give me the round-by-round score timeline of this Valorant match VOD: "
  • "Pull Nike's active video ads from Meta Ad Library and tell me which angles they test."
  • "List Duolingo's YouTube video ads in the US from Google Ads Transparency and how long each has run."
  • "Get the last 30 Shorts of @MrBeast with views and what is said in the first 3 seconds."
  • "Compare prices for this product on Idealo in Germany, France and Italy."
  • "What do Steam players complain about most in the recent reviews of ?"

Costs and safety

  • Actor calls can incur charges. Check the selected Actor's live Pricing tab: skipping a transcript or analysis event does not guarantee a zero-cost run. Actor Start, data-fetch events, optional AI work or other charges may still apply.
  • Agree on a budget before starting, not just for large jobs. Inspect the current tool schema for supported run limits. For Apify's generic call-actor tool, limits such as maxTotalChargeUsd belong in callOptions, not in the Actor input (official reference). Do not assume every Actor wrapper exposes the same fields or that a run limit caps downstream model, storage or integration costs.
  • Apify authentication is required for ordinary account-billed runs. These public-data workflows do not require you to provide a social-network login or cookies. Never paste API tokens into prompts, public issues or committed files.

Feedback

Problem or missing feature? Open an issue on the Actor's Store page (Issues tab) or here. Business or custom work: email us.

Published to the official MCP Registry under io.github.LMSlay/* via GitHub Actions OIDC (.github/workflows/publish-mcp-registry.yml).

Source: README.md at commit 9cee606

Tools

0
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Version history

2
  1. v1.3.1LatestOct 19, 2026
  2. v1.3.0Oct 18, 2026

Score

85% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

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