Specify.
Make assumptions and model definitions explicit.
RESEARCH INFRASTRUCTURE / 2026
MAKESCIENCEEXECUTABLE.
Seven independent research tools. One open interface. Built for workflows where evidence matters.
07 / INDEPENDENT PROJECTS
10 / REMOTE-SAFE MCP TOOLS
The ecosystem
Separate
by design.
Connected
by choice.
Each project keeps its own code, identity and boundaries. The gateway makes their capabilities accessible without mixing their scientific claims.
01
02
03
04
05
06
07
Axiomize
Specify, simulate, falsify and numerically verify scientific models.
Scientific computing
Pure-Python computational routines and descriptive statistics.
Scientific computing 2.0
Independent NumPy/SciPy-backed numerical computing.
Plan auditor
Conservative plan inspection and completion gating. Remote audit execution stays disabled.
Quantum reasoning skill
Model-agnostic reasoning protocol and package-contract checks, not quantum computation.
Axiomize quantum skills 2.0
Bundled modeling and branch-scoring with uncalibrated reference thresholds.
EQ layer
Intent and affect routing for conversational control; not scientific validation.
An approach to evidence
DON'T
GUESS.
CHECK.
Working software is not the same as established science. Every result has to keep its assumptions, provenance and failure conditions visible.
Compute.
Run supported numerical operations with inspectable outputs.
Challenge.
Preserve uncertainty, negative results and failures.
Inspect.
Review evidence and independent test boundaries.
The interface, not the verdict
ONE
MCP.
OPEN
TOOLS.
A provider-neutral gateway routes authenticated tool calls to the appropriate independent upstream program. It never turns a successful API call into a scientific proof.
AI client
A compatible MCP client requests a supported operation.
Scientific Toolkit
Authenticated Streamable HTTP or local stdio gateway.
Upstream tool
The original project executes an allowlisted command and returns its result.
07 PUBLIC REPOSITORIES10 REMOTE-SAFE TOOLSAPACHE 2.0 GATEWAY
BUILD IN
THE OPEN.
↗Explore the code, verify the interface, and examine the limits.
Independent open-source research software by Furox-Art.
RESEARCH RESOURCES / 202601 / 04
Go deeper.
Stay verifiable.
Practical examples and setup notes for the seven independent tools. The original gateway and its scientific boundaries remain unchanged.
01 / EXPLORE
Try a small computation.
This browser-only example calculates descriptive statistics locally. It does not call the MCP server and is not a scientific validation of an upstream package.
Choose COMPUTE to inspect the output.
02 / CONNECT
Connect the local gateway.
Python 3.10+ and an MCP-capable client are required. Install the individual upstream packages you need before calling their tools.
python -m pip install -e .
python -m scientific_toolkit_mcpRemote MCP requires explicit bearer authentication. OAuth login with Claude or ChatGPT is not confirmed.
03 / EVIDENCE
What has been checked?
Integration checks cover transport, authentication and tool execution paths, not independently established scientific correctness.
07UPSTREAM PROJECTS
10REMOTE-SAFE TOOLS
12/12LOOPBACK HTTP CHECKS*
* As reported in the gateway README on 8 Oct 2026. External client login remains unverified.
REVIEW TEST BOUNDARIES ↗04 / CONTACT
Build in the open.
Explore the source, raise an issue or contact the independent developer. Contributions should preserve the distinction between tested software and validated science.
RESEARCH EMAIL ↗research@furoxscientifictoolkit.lovie.me
RESEARCH EMAIL opens Gmail compose. Incoming messages forward to the project inbox.
OPEN AN ISSUE ↗Independent research software initiative; not a registered company or a claim of scientific validation.