Raw entries

Depending on whether you are looking at this from the perspective of an end-user interacting with an AI, a developer scraping data, or someone trying to access raw backend databases, "raw entries without markdown" means bypassing formatting completely to get pure text or structured JSON data.

1. From an LLM or AI Assistant (Getting Plain Text)

If an AI assistant keeps outputting text littered with markdown symbols (**bold**, # headers, * bullets) and you need the raw text to paste into a terminal, form field, or legacy system, you can use specialized prompting or browser extensions.
  • The Prompting Trick: You must explicitly instruct the LLM to strip all syntax. Models are heavily reinforced to use markdown, so a strong negative constraint is required:
    "Respond in completely raw plaintext. Do not use any Markdown syntax. No asterisks, no backticks, no hashtags, and no special formatting. Use standard line breaks for paragraphs."
  • Web Utilities: If you already have text copied that is full of markdown, you can use local, browser-based utilities like Unmarkdown or TextRefinery. These tools strip formatting characters instantly without sending data to an external server. [1, 2]

2. From Web Pages & Scrapers (Getting Raw HTML or Plain Text)

If publishers are converting their front-facing pages into clean Markdown for AI crawlers, humans or traditional developers can still bypass that layer to get the raw document. [3]
  • View Source / Developer Tools: Press F12 or Ctrl+U (Cmd+Option+U on Mac) in your browser. This pulls the Raw HTML DOM, which includes all the original scripts, classes, and unformatted content before any markdown conversion or stripping happens. [4, 5]
  • Targeting the API Endpoints: Most modern websites use a frontend that pulls data from a backend API. By opening the Network Tab in Developer Tools and filtering by Fetch/XHR, you can find the raw JSON entries. This is the ultimate "raw data" because it contains no markdown or HTML tags—just pure data objects.
  • Programmatic Stripping (Python): If you are scraping a page using a tool like BeautifulSoup, you can strip all structural formatting completely to get flat, raw text:
    from bs4 import BeautifulSoup
import requests

response = requests.get("https://example.com")
soup = BeautifulSoup(response.text, "html.parser")
# Remove script and style elements
for script in soup(["script", "style"]):
    script.decompose()
raw_text = soup.get_text(separator="\n", strip=True)
    [6]

3. In the Model Context Protocol (MCP) Ecosystem

In the architecture discussed earlier, if an AI agent is connected to an MCP server, it can request data in formats other than Markdown. [7]
  • Changing the MIME Type: The Model Context Protocol Specification allows resources to declare a MIME type. If the server explicitly requests or serves a file as text/plain or application/json instead of text/markdown, the AI client will ingest it as a raw, unformatted text string or raw structured data block. [7, 8]
Are you trying to strip markdown out of an AI's response for a specific tool, or are you trying to scrape a website to get its raw, unformatted text? Let me know and I can provide the exact prompt or code snippet you need.

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