Biel.ai
Query your product docs from AI tools. Source-cited answers from your indexed documentation.
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"biel-ai": {
"url": "https://mcp.biel.ai/v2/{project_slug}/mcp"
}
}
}Remote endpoints
https://mcp.biel.ai/v2/{project_slug}/mcpstreamable-httphttps://mcp.biel.ai/sse?project_slug={project_slug}&domain={domain}sseWhat it can do
Tool inventory
Tools (3)
🟢biel_ai(message, api_key, domain, metadata)
Ask Biel.ai to generate an answer grounded in this project's indexed product documentation, APIs, SDKs and knowledge base. Supports conversational context within this connection. Use when the user explicitly requests a Biel.ai-generated response; otherwise ask the user first. For source retrieval and your own answer, use biel_search and biel_get_document. Do not fall back to biel_ai automatically on a retrieval error.
Input Schema
{
"type": "object",
"properties": {
"message": {
"type": "string",
"description": "Question for Biel.ai to answer"
},
"api_key": {
"type": "string",
"description": "API key for authentication (optional)",
"default": ""
},
"domain": {
"type": "string",
"description": "Domain URL. Required only if 'Allowed domains' is enabled in project settings.",
"default": ""
},
"metadata": {
"type": "string",
"description": "Metadata to tag the conversation source (optional)",
"default": ""
}
},
"required": [
"message"
]
}🟢biel_search(query, limit, api_key, domain)
Search this project's indexed documentation using hybrid keyword and semantic retrieval. Use for product setup, API and SDK usage, configuration and troubleshooting. Searches web pages, uploaded files, repositories and OpenAPI sources without generating a Biel.ai answer. Start here for documentation questions; natural-language questions or concise search terms both work. Results include ranked text chunks, source references and document IDs. Use biel_get_document with relevant IDs when excerpts need more context, then write your own answer and cite the sources. No automatic fallback to biel_ai; ask the user before requesting a Biel.ai-generated answer.
Input Schema
{
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Documentation question or search terms"
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 20,
"default": 5,
"description": "Maximum source chunks returned"
},
"api_key": {
"type": "string",
"description": "API key with search scope for a private project (optional)"
},
"domain": {
"type": "string",
"description": "Domain URL if Allowed domains is enabled (optional)"
}
},
"required": [
"query"
]
}🟢biel_get_document(document_id, cursor, limit, api_key, domain)
Retrieve complete indexed document text using a document_id from biel_search. Reads indexed web pages, uploaded files, repository files and OpenAPI content without visiting the source site or generating an answer. Large documents return a next_cursor: repeat with that cursor and the same document_id and limit until next_cursor is absent. References belong to this connection's project and active index; search again if a document is unavailable.
Input Schema
{
"type": "object",
"properties": {
"document_id": {
"type": "string",
"maxLength": 512,
"description": "Document ID returned by search"
},
"cursor": {
"type": "string",
"maxLength": 512,
"description": "Continuation cursor from the previous get response"
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 20,
"default": 20,
"description": "Maximum indexed chunks per response; keep unchanged while following cursors"
},
"api_key": {
"type": "string",
"description": "API key with search scope for a private project (optional)"
},
"domain": {
"type": "string",
"description": "Domain URL if Allowed domains is enabled (optional)"
}
},
"required": [
"document_id"
]
}Compare
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