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

VariableRequiredSecretDescription
HL_SOURCENoNoSource backend: demo (default), thingsboard, or postgres.
HL_TB_URLNoNoThingsBoard base URL, for example http://localhost:9090.
HL_TB_USERNAMENoNoThingsBoard username; pair with HL_TB_PASSWORD.
HL_TB_PASSWORDNoYesThingsBoard password.
HL_TB_TOKENNoYesThingsBoard access token, used instead of username and password.
HL_PG_DSNNoYesPostgreSQL DSN for the local materialized store.
HL_TIMEZONENoNoIANA timezone for calendar boundaries; default Asia/Shanghai.
HL_FINESTNoNoFinest ladder level: minute, hour, day, or month.

Checks

CheckResultDetail
Source repository linkedPasshttps://github.com/MagicSquarekey/hybrid_recursive_ladder_algorithm
Version pinnedPassEvery package has an explicit version
Secrets requestedWarnAsks for 3 secrets: HL_TB_PASSWORD, HL_TB_TOKEN, HL_PG_DSN
Known package registryPassAll packages come from npm, PyPI, OCI, NuGet or MCPB
Namespace ownershipInfoName verified via GitHub account MagicSquarekey
Registry text aimed at the AIPassDescription and settings contain no hidden characters or instructions to the AI
Install scriptsPasshybrid-recursive-ladder-mcp 0.0.6 has no setup.py; nothing runs at install
Code red flagsPassRead 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 AIPassNo 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.

Popularity9 / 40

1 GitHub stars, 133 downloads last week, no Hacker News posts found. Best two of the three, each on a log scale.

Activity15 / 25

Last push 2026-10-27, last release 2026-10-27, 0 commits in 90 days.

Issue health8 / 15

0 closed of 0 issues, too few to judge. No data, so half marks.

Our checks16 / 20

1 warning, each costing a fifth.

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 nameio.github.MagicSquarekey/hybrid-recursive-ladder
PublisherGitHub account MagicSquarekey
How the name is verifiedName verified via GitHub account MagicSquarekey. The registry ties the name prefix to that account or domain; it does not check the code.
TypeLocal: runs on your machine from a package
Packagespypi hybrid-recursive-ladder-mcp 0.0.6 (stdio)
Version0.0.6
Published
Last updated
Source repositoryhttps://github.com/MagicSquarekey/hybrid_recursive_ladder_algorithm
Websitehttps://magicsquarekey.github.io/hybrid_recursive_ladder_algorithm/
CategoryOther (assigned by keyword rule, not by hand)

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