AI-First Scraper
Three MCP tools: fetch_page, fetch_pages_batch, search_web.
Connector by yubinkim444 · GitHub account verified by the MCP Registry
Chalk Labs
Need help deploying AI-First Scraper?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.
npx agentmarket install connector/yubinkim444-ai-first-scraper-mcp
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.
- Tools
- 2 read · 0 write · 0 delete · 1 not yet classified
- Secrets
- None asked for
- Install scripts
- Not scanned yet
- Runs as
- Python package
Tools by what they do 3
Read from the source code; the running server may list different tools.
Read 2 · Look things up without changing anything.
fetch_pagefetch_pages_batch
Not yet classified 1 · We could not tell from the name and description.
search_web
Secrets and settings it asks for
Other settings (environment variables or headers).
AFS_TIMEOUTSCRAPER_URLSEARCH_URL
Tools (3)
Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].
fetch_pageFetch a single web page or PDF and return its main content as clean, ad-free Markdown — ready to drop into an LLM prompt. Args: url: A fully-qualified http(s) URL. max_tokens: Optional soft cap on the returned Markdown (whitespace tokens). When exceeded, the body is truncated and a `[...truncated]` marker is appended. Returns: The cleaned Markdown body of the page.
fetch_pages_batchFetch many web pages in parallel and return each one's clean Markdown. Use this whenever you need to read more than one URL at once — it is far faster than calling fetch_page in a loop because the upstream scraper handles the concurrency. Args: urls: Up to 25 URLs. max_tokens: Optional per-URL soft cap on the returned Markdown. Returns: A list of `{url, ok, data?, error?}` objects in the same order as the input URLs. `data` is `{title, word_count, markdown, links, ...}` on success; `error` contains the failure reason otherwise.
search_webRun a web search and return the top-k result pages already converted to clean Markdown. Use this whenever you need fresh information from the public web — it combines search and read in one call. Args: q: The user's query (free text). k: How many results to fetch (1–10, default 5). max_tokens: Optional per-result soft cap on the returned Markdown. Returns: A list of `{url, title, snippet, ok, markdown, word_count, error?}` result objects. Use `title` and `snippet` to decide which results are worth citing, then drop the `markdown` field into your prompt.
Signals
- Stars
- 2
- Forks
- 0
- Open issues
- 0
- Weekly downloads
- 95
- Last commit
- Aug 26, 2026 (2 months ago)
- Last release
- Aug 26, 2026 (2 months ago)
- Last package publish
- Aug 26, 2026 (2 months ago)
From GitHub (fetched Oct 24, 2026) and the package registry.
Details
- Registry name
io.github.yubinkim444/ai-first-scraper-mcp- Version
- 1.0.2
- Auth
- No auth
- Packages
- pypi ai-first-scraper-mcp
- License
- MIT
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
More from yubinkim444
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get AI-First Scraper running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
AI-First Scraper MCP server. Agent Mart. https://agentmart.dev/connectors/yubinkim444-ai-first-scraper-mcp (last updated 2026-10-24)