Ahrom Labs
Indian ERP checklist, IBR 2026 compliance, BIS BOQ standards, and engineering notes.
Should I use this
Quality & Safety
A
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
~454Tokens (tool definitions)
~5.3 KBTypical response size
Minimal attention impact (0.35% of 128k context)
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": {
"ahromlabs": {
"url": "https://ahromlabs.com/mcp"
}
}
}Remote endpoints
https://ahromlabs.com/mcpstreamable-httpWhat it can do
Tool inventory
Tools (1)
🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢search(query, ai_search_options)
Finds exactly what you're looking for
Input Schema
{
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "The input query."
},
"ai_search_options": {
"description": "Options for customizing the AI search behavior.",
"type": "object",
"properties": {
"retrieval": {
"type": "object",
"properties": {
"retrieval_type": {
"type": "string",
"enum": [
"vector",
"keyword",
"hybrid"
]
},
"fusion_method": {
"type": "string",
"enum": [
"max",
"rrf"
]
},
"match_threshold": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"max_num_results": {
"type": "integer",
"minimum": 1,
"maximum": 50
},
"filters": {
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {
"anyOf": [
{
"type": [
"string",
"number",
"boolean",
"null"
]
},
{
"type": "object",
"properties": {
"$eq": {
"type": [
"string",
"number",
"boolean",
"null"
]
},
"$ne": {
"type": [
"string",
"number",
"boolean",
"null"
]
},
"$in": {
"type": "array",
"items": {
"type": [
"string",
"number",
"boolean",
"null"
]
}
},
"$nin": {
"type": "array",
"items": {
"type": [
"string",
"number",
"boolean",
"null"
]
}
},
"$lt": {
"type": [
"string",
"number"
]
},
"$lte": {
"type": [
"string",
"number"
]
},
"$gt": {
"type": [
"string",
"number"
]
},
"$gte": {
"type": [
"string",
"number"
]
}
}
}
]
}
},
"context_expansion": {
"type": "integer",
"minimum": 0,
"maximum": 3
},
"metadata_only": {
"type": "boolean"
},
"return_on_failure": {
"type": "boolean"
}
}
},
"query_rewrite": {
"type": "object",
"properties": {
"enabled": {
"type": "boolean",
"const": false
},
"rewrite_prompt": {
"type": "string"
}
}
},
"reranking": {
"type": "object",
"properties": {
"enabled": {
"type": "boolean",
"const": false
},
"match_threshold": {
"type": "number",
"minimum": 0,
"maximum": 1
}
}
},
"cache": {
"type": "object",
"properties": {
"enabled": {
"type": "boolean"
},
"cache_threshold": {
"type": "string"
}
}
},
"custom_metadata": {
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {
"type": [
"string",
"number",
"boolean"
]
}
}
}
}
},
"required": [
"query"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}Community
Evidence
Recent observations
verifiedversion not recorded1 tools