Hybrid Recursive Ladder MCP

An MCP server implementing the Hybrid Recursive Ladder algorithm to optimize query planning for bucket-limited time-series APIs. It decomposes time ranges into calendar units, fetches aggregated data at finer levels once per contiguous run, and folds results locally, drastically reducing network round trips compared to per-bucket querying.

Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

Community listingLocal stdioSource reviewed; not executedPublished by MagicSquarekey

Vendor documentation

Checks and signals

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Popularity 1 GitHub star

What you can do with it

Aggregate long time-series ranges with minimal source requests
Optimize query planning for bucket-limited APIs
Reduce network round trips for IoT data retrieval

Source and maintenance

Community listingRegistry 0.0.6MIT

mcp-registry: io.github.MagicSquarekey/hybrid-recursive-ladder@0.0.6 Source repository Project website

Last repository push: Oct 27, 2026, 11:58 AM UTC
Latest release: v0.0.6
Maintenance checked: Nov 2, 2026, 4:38 PM UTC

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

hybrid-recursive-ladder-mcp 0.0.6

pypiuvx

hybrid-recursive-ladder-mcp package definition

{
  "version": "0.0.6",
  "transport": "stdio",
  "identifier": "hybrid-recursive-ladder-mcp",
  "runtimeHint": "uvx",
  "registryType": "pypi",
  "registryBaseUrl": "https://pypi.org",
  "environmentVariables": [
    {
      "name": "HL_SOURCE",
      "format": "string",
      "description": "Source backend: demo (default), thingsboard, or postgres."
    },
    {
      "name": "HL_TB_URL",
      "format": "string",
      "description": "ThingsBoard base URL, for example http://localhost:9090."
    },
    {
      "name": "HL_TB_USERNAME",
      "format": "string",
      "description": "ThingsBoard username; pair with HL_TB_PASSWORD."
    },
    {
      "name": "HL_TB_PASSWORD",
      "format": "string",
      "description": "ThingsBoard password."
    },
    {
      "name": "HL_TB_TOKEN",
      "format": "string",
      "description": "ThingsBoard access token, used instead of username and password."
    },
    {
      "name": "HL_PG_DSN",
      "format": "string",
      "description": "PostgreSQL DSN for the local materialized store."
    },
    {
      "name": "HL_TIMEZONE",
      "format": "string",
      "description": "IANA timezone for calendar boundaries; default Asia/Shanghai."
    },
    {
      "name": "HL_FINEST",
      "format": "string",
      "description": "Finest ladder level: minute, hour, day, or month."
    }
  ]
}

Tools

Reported by the attributed source; not independently observed by Koskamo.

No tool definitions available.

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

Nov 2, 2026, 4:38 PM UTC · repository · passed · metadata changed · updated
Nov 2, 2026, 4:38 PM UTC · backfill · recorded · Pre-expansion baseline; unobserved rich metadata remains unknown

Connect from your client

Each snippet configures the same source-provided package; replace placeholders before use.

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Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.

Cursor configuration

{
  "mcpServers": {
    "hybrid-recursive-ladder-mcp": {
      "command": "uvx",
      "args": [
        "hybrid-recursive-ladder-mcp==0.0.6"
      ],
      "env": {
        "HL_SOURCE": "<YOUR_HL_SOURCE>",
        "HL_TB_URL": "<YOUR_HL_TB_URL>",
        "HL_TB_USERNAME": "<YOUR_HL_TB_USERNAME>",
        "HL_TB_PASSWORD": "<YOUR_HL_TB_PASSWORD>",
        "HL_TB_TOKEN": "<YOUR_HL_TB_TOKEN>",
        "HL_PG_DSN": "<YOUR_HL_PG_DSN>",
        "HL_TIMEZONE": "<YOUR_HL_TIMEZONE>",
        "HL_FINEST": "<YOUR_HL_FINEST>"
      }
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.

Cline configuration

{
  "mcpServers": {
    "hybrid-recursive-ladder-mcp": {
      "command": "uvx",
      "args": [
        "hybrid-recursive-ladder-mcp==0.0.6"
      ],
      "env": {
        "HL_SOURCE": "<YOUR_HL_SOURCE>",
        "HL_TB_URL": "<YOUR_HL_TB_URL>",
        "HL_TB_USERNAME": "<YOUR_HL_TB_USERNAME>",
        "HL_TB_PASSWORD": "<YOUR_HL_TB_PASSWORD>",
        "HL_TB_TOKEN": "<YOUR_HL_TB_TOKEN>",
        "HL_PG_DSN": "<YOUR_HL_PG_DSN>",
        "HL_TIMEZONE": "<YOUR_HL_TIMEZONE>",
        "HL_FINEST": "<YOUR_HL_FINEST>"
      }
    }
  }
}

VS Code

Merge this local stdio configuration, replace every placeholder environment value, and restart VS Code. Koskamo has not executed this package.

VS Code configuration

{
  "servers": {
    "hybrid-recursive-ladder-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "hybrid-recursive-ladder-mcp==0.0.6"
      ],
      "env": {
        "HL_SOURCE": "<YOUR_HL_SOURCE>",
        "HL_TB_URL": "<YOUR_HL_TB_URL>",
        "HL_TB_USERNAME": "<YOUR_HL_TB_USERNAME>",
        "HL_TB_PASSWORD": "<YOUR_HL_TB_PASSWORD>",
        "HL_TB_TOKEN": "<YOUR_HL_TB_TOKEN>",
        "HL_PG_DSN": "<YOUR_HL_PG_DSN>",
        "HL_TIMEZONE": "<YOUR_HL_TIMEZONE>",
        "HL_FINEST": "<YOUR_HL_FINEST>"
      }
    }
  }
}

Claude Desktop

Merge this local stdio configuration, replace every placeholder environment value, and restart Claude Desktop. Koskamo has not executed this package.

Claude Desktop configuration

{
  "mcpServers": {
    "hybrid-recursive-ladder-mcp": {
      "command": "uvx",
      "args": [
        "hybrid-recursive-ladder-mcp==0.0.6"
      ],
      "env": {
        "HL_SOURCE": "<YOUR_HL_SOURCE>",
        "HL_TB_URL": "<YOUR_HL_TB_URL>",
        "HL_TB_USERNAME": "<YOUR_HL_TB_USERNAME>",
        "HL_TB_PASSWORD": "<YOUR_HL_TB_PASSWORD>",
        "HL_TB_TOKEN": "<YOUR_HL_TB_TOKEN>",
        "HL_PG_DSN": "<YOUR_HL_PG_DSN>",
        "HL_TIMEZONE": "<YOUR_HL_TIMEZONE>",
        "HL_FINEST": "<YOUR_HL_FINEST>"
      }
    }
  }
}

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