Biel.ai

Name: Biel.ai
Author: TechDocsStudio

by TechDocsStudioversion 2.0.0i★ 4iRuns in the cloud

Registry nameai.biel/biel-ai

Install

Overview

Description from the maker (original English)

Query your product docs from AI tools. Source-cited answers from your indexed documentation.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi3 of 3 passedChecked from public information; code not scanned yet
UsageiEarly★ 4

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Runs in the cloud
Transport: Streamable HTTP, SSE
Category: Other

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 3 of 3 passed
Runs on the maker’s server: what you ask it goes through their server.
The registry lists no key to fill in.

You need

Runs in the cloudNothing to install; it connects over the internet

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

Works in Claude on the web, desktop and mobile:

Open Settings → Connectors
Press Add custom connector
Paste the address below and press Add
If it asks you to sign in, sign in with the maker

https://mcp.biel.ai/v2/{project_slug}/mcp

The address contains {…} parts that only you know (such as your account), so copy it and fill them in.

Run this in your terminal

claude mcp add --transport http biel-ai 'https://mcp.biel.ai/v2/{project_slug}/mcp'

The address contains {…} parts that only you know (such as your account), so copy it and fill them in.

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "biel-ai": {
      "url": "https://mcp.biel.ai/v2/{project_slug}/mcp"
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

The address contains {…} parts that only you know (such as your account), so copy it and fill them in.

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "biel-ai": {
      "type": "http",
      "url": "https://mcp.biel.ai/v2/{project_slug}/mcp"
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

ChatGPT connects only to servers on the internet:

Open ChatGPT on the web → Settings → Connectors (Apps)
Press Create or Add (some plans need Developer mode under Advanced first)
Paste the address below, give it a name and save
If it asks you to sign in, sign in with the maker

https://mcp.biel.ai/v2/{project_slug}/mcp

The address contains {…} parts that only you know (such as your account), so copy it and fill them in.

Menu names can differ slightly by plan and over time.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Connect over the internet in

Claude ChatGPT Goose LM Studio Msty Studio Cherry Studio Cursor VS Code + GitHub Copilot Visual Studio Windsurf (Devin Desktop)Zed Kiro Cline Continue JetBrains AI Assistant Claude Code Codex CLI Gemini CLI OpenCode nodecode Warp LibreChat Open WebUI Raycast

All apps, with pros and cons →

What it can do

The address needs your own values, so we cannot read the tool list for you.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 11, 2026

✓ Pass
Maker matches the repo
The registry name was verified against the domain biel.ai (the registry checks domain ownership)
✓ Pass
Still maintained
Code last changed 18 days ago
✓ Pass
Has a licence
Uses MIT
– Not applicable
Endpoint responds
The address needs your own account values, so we cannot check it for you
– Not applicable
Sign-in with OAuth
The address needs your own account values, so we cannot check it for you
… Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint

Compared with others in Otheri

More stars than 92% of the other 19103 servers in this category
Published to the registry more recently than 13% of the other 19103 servers in this category
Basic checks equal to or better than 100% of the other 19103 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Biel.ai safe?

It passed 3 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.

Is it still maintained?

The GitHub repo last changed 18 days ago, and the latest version (2.0.0) reached the registry 4 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.

What can I use instead?

In the same category: World Monitor, Claude Flow, Tldraw

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

World Monitor

Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 102 tools.

by koala73Widely used★ 90.4KUpdated 6 days ago

Runs in the cloud✓ worldmonitor.app

Install

Claude Flow

AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.

by ruvnetWidely used↓ 13.5K/wk★ 81.4KUpdated 14 months ago

Runs on your computer

Install

Tldraw

Draw and visually collaborate with your agents on tldraw's canvas.

by tldrawWidely used★ 51.4KUpdated 8 months ago

Runs in the cloud

Install

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

Biel.ai MCP Server Give AI assistants context from technical documentation

Biel.ai turns technical documentation into answers for users and context for AI agents, with links back to the sources. This MCP server connects Claude Code, Codex, Cursor, and other compatible clients to documentation indexed in a Biel.ai project.

The usual workflow is to search for relevant content, retrieve indexed documents when more context is needed, and answer in the calling AI assistant. Biel.ai can also generate an answer when you explicitly request one. Source grounding does not eliminate model error; check the retrieved content and references.

Requires a Biel.ai account, indexed sources, and hosted MCP enabled on a plan that includes it. Create an account and follow the MCP setup guide.

Getting started

1. Enable MCP and copy your endpoint

Open your project in Biel.ai, go to Settings > MCP, enable the MCP server, and save. Copy the complete endpoint supplied for your project.

2. Connect your AI client

Use the canonical documentation for client-specific steps:

Connect technical documentation to Claude Code.
Connect technical documentation to Codex.
Connect ChatGPT or Claude.
For Cursor and VS Code / Copilot, use the widget's Connect menu or the manual setup guide.

The example configuration uses mcp-remote as a bridge for clients without native Streamable HTTP support. Clients with native HTTP support should connect directly using their own configuration format.

3. Verify retrieval

Confirm the client discovers biel_search, biel_get_document, and biel_ai. Ask a question your indexed documentation covers:

Use biel_search to find our API authentication instructions. Read relevant

results with biel_get_document and explain the required headers with source links.

Check the retrieved text and citations against the documentation. MCP serves indexed content; refresh sources in Biel.ai after documentation changes and search again for current document IDs.

Choose generated answers or search

The server exposes three tools:

biel_ai: ask Biel.ai to generate an answer, with conversational context. Existing calls using message continue to generate answers.
biel_search: hybrid keyword and semantic search over indexed web pages, uploaded files, repositories and OpenAPI sources, without answer generation.
biel_get_document: read the complete indexed text of a document returned by search.

Call biel_search with a natural-language question or search terms:

{"query": "How do I authenticate with the SDK?", "limit": 5}

Search requests the API's search_type=hybrid&source_types=all. The REST API defaults to search_type=keyword, independently of the selected sources. Results include chunk text, source type, a document_id, and any page/sheet reference; non-URL documents are cited by title and location. The limit argument controls how many chunks are returned (default 5, maximum 20).

Use biel_get_document with a search result's document_id to read the complete indexed document without visiting its source site:

{"document_id": "DOCUMENT_ID_FROM_SEARCH", "limit": 20}

Troubleshooting

Public projects do not need an API key. Private projects require an api_key query parameter with search permission for retrieval and chats_create for generated answers.

A domain query parameter is needed when allowed domains are configured. See connection parameters before connecting a private or domain-restricted project. Treat a URL containing a key as a credential and keep it out of shared configuration.

Self-hosting (Optional)

For advanced users who prefer to run their own MCP server instance:

Local development

# Clone and run locally

git clone https://github.com/TechDocsStudio/biel-mcp cd biel-mcp pip install . biel-mcp

Use as a Python package

Applications that host their own ASGI stack can install the server directly from a tagged revision and import its FastAPI application:

pip install "biel-mcp @ git+https://github.com/TechDocsStudio/biel-mcp.git@VERSION"

from biel_mcp.server import app

Docker deployment

# Docker Compose (recommended)

docker-compose up -d --build

Or Docker directly

docker build -t biel-mcp . docker run -d -p 7832:7832 biel-mcp

Support

Issues: GitHub Issues
Contact: support@biel.ai
Custom Demo: Book a demo

Biel.ai

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

Which apps can use it

Related guides

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Otheri

Common questions

Alternatives

World Monitor

Claude Flow

Tldraw

README from the maker

Getting started

1. Enable MCP and copy your endpoint

2. Connect your AI client

3. Verify retrieval

Choose generated answers or search

Troubleshooting

Self-hosting (Optional)

Local development

Use as a Python package

Docker deployment

Or Docker directly

Support