Hybrid Recursive Ladder
io.github.MagicSquarekey/hybrid-recursive-ladder
About Hybrid Recursive Ladder
Hybrid Recursive Ladder is an MCP server published by the GitHub account MagicSquarekey. Aggregate long time-series ranges with a few source requests instead of one per bucket.
It runs on your own machine: your AI client starts it from the PyPI package hybrid-recursive-ladder-mcp at version 0.0.6.
It asks for 3 secrets: HL_TB_PASSWORD, HL_TB_TOKEN and HL_PG_DSN. Give it a key with the least access that still works.
Version 0.0.6 was published on 27 October 2026, and the source code is public, so you can read it before installing.
Written from the registry entry. 9 automated checks on the registry entry and the package code: 7 pass, 1 warn, 0 fail, 1 info. How we check.
What it asks for
| Variable | Required | Secret | Description |
|---|---|---|---|
HL_SOURCE | No | No | Source backend: demo (default), thingsboard, or postgres. |
HL_TB_URL | No | No | ThingsBoard base URL, for example http://localhost:9090. |
HL_TB_USERNAME | No | No | ThingsBoard username; pair with HL_TB_PASSWORD. |
HL_TB_PASSWORD | No | Yes | ThingsBoard password. |
HL_TB_TOKEN | No | Yes | ThingsBoard access token, used instead of username and password. |
HL_PG_DSN | No | Yes | PostgreSQL DSN for the local materialized store. |
HL_TIMEZONE | No | No | IANA timezone for calendar boundaries; default Asia/Shanghai. |
HL_FINEST | No | No | Finest ladder level: minute, hour, day, or month. |
Checks
| Check | Result | Detail |
|---|---|---|
| Source repository linked | Pass | https://github.com/MagicSquarekey/hybrid_recursive_ladder_algorithm |
| Version pinned | Pass | Every package has an explicit version |
| Secrets requested | Warn | Asks for 3 secrets: HL_TB_PASSWORD, HL_TB_TOKEN, HL_PG_DSN |
| Known package registry | Pass | All packages come from npm, PyPI, OCI, NuGet or MCPB |
| Namespace ownership | Info | Name verified via GitHub account MagicSquarekey |
| Registry text aimed at the AI | Pass | Description and settings contain no hidden characters or instructions to the AI |
| Install scripts | Pass | hybrid-recursive-ladder-mcp 0.0.6 has no setup.py; nothing runs at install |
| Code red flags | Pass | Read 4 files in hybrid-recursive-ladder-mcp 0.0.6: no obfuscation, encoded execution, credential reads or data-collection endpoints found |
| Text aimed at the AI | Pass | No hidden characters or instructions to the AI in 4 files, including comments and the README |
Popularity & health: 48 / 100
Worked out from public numbers and our own checks, not from user reviews or ratings. It says how used and how looked-after a server is, not whether it is safe.
0 forks, 0 merged pull requests. Sources: GitHub, npm, PyPI (pypistats.org) and Hacker News (Algolia), fetched 2026-10-31.
What people say
No Hacker News threads link to its source code.
Look further: search Reddit, search Hacker News, read its GitHub issues. These are not reviews we checked.
Facts
| Registry name | io.github.MagicSquarekey/hybrid-recursive-ladder |
|---|---|
| Publisher | GitHub account MagicSquarekey |
| How the name is verified | Name verified via GitHub account MagicSquarekey. The registry ties the name prefix to that account or domain; it does not check the code. |
| Type | Local: runs on your machine from a package |
| Packages | pypi hybrid-recursive-ladder-mcp 0.0.6 (stdio) |
| Version | 0.0.6 |
| Published | |
| Last updated | |
| Source repository | https://github.com/MagicSquarekey/hybrid_recursive_ladder_algorithm |
| Website | https://magicsquarekey.github.io/hybrid_recursive_ladder_algorithm/ |
| Category | Other (assigned by keyword rule, not by hand) |
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