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  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3716833">
    <title>More is less in unpercolated active solids</title>
    <link>https://community.wolfram.com/groups/-/m/t/3716833</link>
    <description>![More is less in unpercolated active solids][1]&#xD;
&#xD;
&amp;amp;[Wolfram Notebook][2]&#xD;
&#xD;
&#xD;
  [1]: https://community.wolfram.com//c/portal/getImageAttachment?filename=Image20260515221227.png&amp;amp;userId=20103&#xD;
  [2]: https://www.wolframcloud.com/obj/c48dbefc-cd2e-4f75-bcc6-638074499d82</description>
    <dc:creator>Jack Binysh</dc:creator>
    <dc:date>2026-05-15T19:39:17Z</dc:date>
  </item>
  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3716438">
    <title>Painting a Kerr black hole: a backward null-geodesic ray tracer with a real astrophotograph</title>
    <link>https://community.wolfram.com/groups/-/m/t/3716438</link>
    <description>![Painting a Kerr black hole: a backward null-geodesic ray tracer with a real astrophotograph][1]&#xD;
*&amp;#034;Hook image: a viewport screenshot from inside an interactive Wolfram viewer, looking at a 360-degree black-hole panorama generated by OpenAI&amp;#039;s gpt-image-2. This is AI art -- striking, but not derived from general relativity. The rest of the notebook builds the same scene from physics, in pure Wolfram Language. See Section 11 for the viewer itself.&amp;#034;*&#xD;
&#xD;
&amp;amp;[Wolfram Notebook][2]&#xD;
&#xD;
&#xD;
  [1]: https://community.wolfram.com//c/portal/getImageAttachment?filename=PaintingaKerrblackhole.jpg&amp;amp;userId=20103&#xD;
  [2]: https://www.wolframcloud.com/obj/1cc09d34-423c-4144-9e2c-c256740295ad</description>
    <dc:creator>Marco Thiel</dc:creator>
    <dc:date>2026-05-15T09:49:06Z</dc:date>
  </item>
  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3716185">
    <title>Aliens? Or weather balloons? You decide!</title>
    <link>https://community.wolfram.com/groups/-/m/t/3716185</link>
    <description>![Aliens? Or weather balloons? You decide!][1]&#xD;
&#xD;
&amp;amp;[Wolfram Notebook][2]&#xD;
&#xD;
&#xD;
  [1]: https://community.wolfram.com//c/portal/getImageAttachment?filename=AliensOrWeatherBalloonsYouDecide.jpg&amp;amp;userId=20103&#xD;
  [2]: https://www.wolframcloud.com/obj/a9f85d83-9d1a-47dc-92bc-bf3cfa1232c4</description>
    <dc:creator>Arnoud Buzing</dc:creator>
    <dc:date>2026-05-15T00:20:07Z</dc:date>
  </item>
  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3710334">
    <title>Dirac matrices in a curved spacetime</title>
    <link>https://community.wolfram.com/groups/-/m/t/3710334</link>
    <description>![enter image description here][1]&#xD;
&#xD;
&amp;amp;[Wolfram Notebook][2]&#xD;
&#xD;
&#xD;
  [1]: https://community.wolfram.com//c/portal/getImageAttachment?filename=diracmatrix-hero-wolfram-warm-v2.png&amp;amp;userId=1539902&#xD;
  [2]: https://www.wolframcloud.com/obj/c44dcf0b-91ae-4386-933e-d1f5219fdd86</description>
    <dc:creator>Mohammad Bahrami</dc:creator>
    <dc:date>2026-05-01T22:54:55Z</dc:date>
  </item>
  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3715214">
    <title>Google Earth Engine (GEE) paclet: satellite imagery fundamentals</title>
    <link>https://community.wolfram.com/groups/-/m/t/3715214</link>
    <description>&amp;amp;[Wolfram Notebook][1]&#xD;
&#xD;
&#xD;
  [1]: https://www.wolframcloud.com/obj/f3cc5b88-f290-4e68-ac29-2d450c373fd1</description>
    <dc:creator>Diego Zviovich</dc:creator>
    <dc:date>2026-05-12T23:08:24Z</dc:date>
  </item>
  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3714827">
    <title>Google Earth Engine (GEE) client paclet</title>
    <link>https://community.wolfram.com/groups/-/m/t/3714827</link>
    <description>![Google Earth Engine (GEE) client paclet][1]&#xD;
&#xD;
&amp;amp;[Wolfram Notebook][2]&#xD;
&#xD;
&#xD;
  [1]: https://community.wolfram.com//c/portal/getImageAttachment?filename=10966GoogleEarthEngine%28GEE%29clientpaclet.jpg&amp;amp;userId=20103&#xD;
  [2]: https://www.wolframcloud.com/obj/2a2947bc-b39e-494c-9309-173af5069ad5</description>
    <dc:creator>Diego Zviovich</dc:creator>
    <dc:date>2026-05-12T01:32:46Z</dc:date>
  </item>
  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3714716">
    <title>A computational survey of the Theta invariant</title>
    <link>https://community.wolfram.com/groups/-/m/t/3714716</link>
    <description>![A computational survey of the Theta invariant][1]&#xD;
&#xD;
&amp;amp;[Wolfram Notebook][2]&#xD;
&#xD;
&#xD;
  [1]: https://community.wolfram.com//c/portal/getImageAttachment?filename=5999AcomputationalsurveyoftheThetainvariant.png&amp;amp;userId=20103&#xD;
  [2]: https://www.wolframcloud.com/obj/ac7f8f6b-bc74-4bc2-ac75-e68fa28f1260</description>
    <dc:creator>Ali Karim Lalani</dc:creator>
    <dc:date>2026-05-11T19:20:13Z</dc:date>
  </item>
  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3713149">
    <title>Working with 3D objects: built-in, web, LiDAR, and AI-generated pipelines</title>
    <link>https://community.wolfram.com/groups/-/m/t/3713149</link>
    <description>&amp;amp;[Wolfram Notebook][1]&#xD;
&#xD;
&#xD;
  [1]: https://www.wolframcloud.com/obj/ecebb253-25b4-4425-be27-e7938c118e58</description>
    <dc:creator>Marco Thiel</dc:creator>
    <dc:date>2026-05-07T20:36:56Z</dc:date>
  </item>
  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3712556">
    <title>Two open problems about Leibnizian strings</title>
    <link>https://community.wolfram.com/groups/-/m/t/3712556</link>
    <description>&amp;amp;[Wolfram Notebook][1]&#xD;
&#xD;
&#xD;
  [1]: https://www.wolframcloud.com/obj/f5ffb538-d69e-402b-8c12-c0def144513b</description>
    <dc:creator>Furkan Semih Dündar</dc:creator>
    <dc:date>2026-05-06T07:48:16Z</dc:date>
  </item>
  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3710670">
    <title>Gamma spectroscopy with the RadiaCode detector</title>
    <link>https://community.wolfram.com/groups/-/m/t/3710670</link>
    <description>&amp;amp;[Wolfram Notebook][1]&#xD;
&#xD;
&#xD;
  [1]: https://www.wolframcloud.com/obj/d67fd36a-d01f-41e6-bcc2-939ceed7aed9</description>
    <dc:creator>Marco Thiel</dc:creator>
    <dc:date>2026-05-03T19:10:32Z</dc:date>
  </item>
  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3680280">
    <title>Mathematica MCP: give your AI agent full control of your Wolfram kernel and notebooks</title>
    <link>https://community.wolfram.com/groups/-/m/t/3680280</link>
    <description>Built this over few weekends, an MCP server that connects AI agents (Claude, Codex etc) directly to your local Mathematica.  &#xD;
It lets the agent run Wolfram Language code, manipulate frontend notebooks, export plots, and query Wolfram Alpha(82 tools total). You don&amp;#039;t even need to know every Mathematica command, as the agent can look up functions and documentation on its own. Watch it in action: https://youtu.be/TjGSkvVyc1Y  &#xD;
&#xD;
**Would love for people in this community to give it a try. Your feedback would help me keep improving it.**&#xD;
&#xD;
[![Mathematica MCP Demo](https://www.wolframcloud.com/obj/e5519d22-b65d-4006-95f4-04f9a4bc8fc0)](https://www.youtube.com/watch?v=TjGSkvVyc1Y)&#xD;
&#xD;
---&#xD;
&#xD;
*An AI agent solving math, generating plots, and controlling a live Mathematica notebook. Errors are returned directly to the agent, no copy-pasting notebook output back into chat.*&#xD;
&#xD;
---&#xD;
&#xD;
## Documentation&#xD;
&#xD;
*   **[GitHub Repository](https://github.com/AbhiRawat4841/mathematica-mcp)**: All files and documentations&#xD;
*   **[Technical Reference](https://github.com/AbhiRawat4841/mathematica-mcp/blob/main/docs/technical-reference.md)**: Architecture, tools, and configuration&#xD;
*   **[Security Model](https://github.com/AbhiRawat4841/mathematica-mcp/blob/main/SECURITY.md)**: Threat model, permissions, and vulnerability reporting&#xD;
*   **[Benchmarks](https://github.com/AbhiRawat4841/mathematica-mcp/blob/main/docs/benchmarks.md)**: Performance data and reproduction steps&#xD;
*   **[Contributing](https://github.com/AbhiRawat4841/mathematica-mcp/blob/main/CONTRIBUTING.md)**: Development setup, testing, and PR process&#xD;
*   **[Changelog](https://github.com/AbhiRawat4841/mathematica-mcp/blob/main/CHANGELOG.md)**: Version history&#xD;
*   **[Examples](https://github.com/AbhiRawat4841/mathematica-mcp/tree/main/docs/examples)**: Polished agent session walkthroughs&#xD;
&#xD;
&#xD;
&#xD;
&#xD;
&#xD;
## Why This Exists&#xD;
&#xD;
LLMs can write Mathematica code, but they can&amp;#039;t run it, verify it, or interact with live notebooks. This MCP server bridges that gap:&#xD;
&#xD;
- **Live notebook control**: create, edit, evaluate, and screenshot Mathematica notebooks directly from your AI agent&#xD;
- **Symbolic + numeric + visual in one MCP**: ~82 tools covering algebra, calculus, plotting, data import/export, Wolfram Alpha, and interactive UIs&#xD;
- **Agent-optimized**: compact response shaping, session state tools, and computation journaling designed for how LLM agents actually work&#xD;
- **Error-aware execution**: Mathematica errors and warnings are returned directly to the agent, so it can debug without you manually copying notebook output back into chat&#xD;
- **Local and private**: core execution runs on your machine &amp;#x2014; optional tools like `wolfram_alpha` and repository search contact Wolfram&amp;#039;s cloud services when invoked&#xD;
&#xD;
&amp;gt; Ask your agent for a derivation, a 3D plot, a notebook edit, or a verification step, and it can actually do it.&#xD;
&#xD;
---&#xD;
&#xD;
## Who This Is For&#xD;
&#xD;
![enter image description here][2]&#xD;
&#xD;
---&#xD;
&#xD;
## What You Can Ask For&#xD;
&#xD;
**&amp;#034;Integrate x^2 sin(x) from 0 to pi, then verify the result.&amp;#034;**&#xD;
&#xD;
```text&#xD;
execute_code(&amp;#034;Integrate[x^2 Sin[x], {x, 0, Pi}]&amp;#034;)  =&amp;gt;  -4 + Pi^2&#xD;
verify_derivation(steps=[&amp;#034;Integrate[...&amp;#034;, &amp;#034;-4 + Pi^2&amp;#034;])  =&amp;gt;  All steps valid&#xD;
```&#xD;
&#xD;
**&amp;#034;Plot the sombrero function in a new notebook.&amp;#034;**&#xD;
&#xD;
```text&#xD;
create_notebook(title=&amp;#034;Sombrero&amp;#034;)&#xD;
execute_code(&amp;#034;Plot3D[Sinc[Sqrt[x^2+y^2]], {x,-4,4}, {y,-4,4}]&amp;#034;, style=&amp;#034;notebook&amp;#034;)&#xD;
=&amp;gt; [3D surface plot rendered in live notebook]&#xD;
```&#xD;
&#xD;
**&amp;#034;Interactive: slider for Sin[n x]&amp;#034;**&#xD;
&#xD;
```text&#xD;
execute_code(&amp;#034;Manipulate[Plot[Sin[n x],{x,0,2Pi}],{n,1,10}]&amp;#034;, style=&amp;#034;interactive&amp;#034;)&#xD;
=&amp;gt; [Live slider UI in Mathematica frontend]&#xD;
```&#xD;
&#xD;
Beyond these: **data import/export** (hundreds of formats), **Wolfram Alpha queries**, **notebook reading/analysis**, **symbolic debugging**, and more. See the [Technical Reference](docs/technical-reference.md) for the full tool list.&#xD;
&#xD;
---&#xD;
&#xD;
## How It Compares&#xD;
&#xD;
![enter image description here][3]&#xD;
&#xD;
\*Core computation runs locally. Optional tools (`wolfram_alpha`, repository search) contact Wolfram cloud services when invoked.&#xD;
&#xD;
---&#xD;
&#xD;
## Quick Start&#xD;
&#xD;
From install to first working notebook plot in under 2 minutes.&#xD;
&#xD;
### Prerequisites&#xD;
&#xD;
1- **Mathematica 14.0+** with `wolframscript` in your PATH  &#xD;
   - [Download Mathematica](https://www.wolfram.com/mathematica/)  &#xD;
   - macOS: Add to `~/.zshrc`: `export PATH=&amp;#034;/Applications/Mathematica.app/Contents/MacOS:$PATH&amp;#034;`&#xD;
&#xD;
2- **uv package manager**&#xD;
&#xD;
        curl -LsSf https://astral.sh/uv/install.sh | sh&#xD;
&#xD;
&#xD;
### One-Command Setup&#xD;
&#xD;
```bash&#xD;
# For Claude Desktop&#xD;
uvx mathematica-mcp-full setup claude-desktop&#xD;
&#xD;
# For Cursor&#xD;
uvx mathematica-mcp-full setup cursor&#xD;
&#xD;
# For VS Code (requires GitHub Copilot Chat extension)&#xD;
uvx mathematica-mcp-full setup vscode&#xD;
&#xD;
# For OpenAI Codex CLI&#xD;
uvx mathematica-mcp-full setup codex&#xD;
&#xD;
# For Google Gemini CLI&#xD;
uvx mathematica-mcp-full setup gemini&#xD;
&#xD;
# For Claude Code CLI&#xD;
uvx mathematica-mcp-full setup claude-code&#xD;
&#xD;
# Optional: select a tool profile (default is &amp;#034;full&amp;#034;)&#xD;
uvx mathematica-mcp-full setup claude-desktop --profile notebook&#xD;
```&#xD;
&#xD;
Then restart Mathematica and your editor. Done!&#xD;
&#xD;
####VS Code: Alternative setup via Command Palette&#xD;
&#xD;
&amp;gt; **Prerequisite:** [GitHub Copilot Chat](https://marketplace.visualstudio.com/items?itemName=GitHub.copilot-chat) extension must be installed - MCP support is built into Copilot.&#xD;
&#xD;
1. Press `Cmd+Shift+P` (Mac) / `Ctrl+Shift+P` (Windows)&#xD;
2. Type &amp;#034;MCP&amp;#034; -&amp;gt; Select **&amp;#034;MCP: Add Server&amp;#034;**&#xD;
3. Choose **&amp;#034;Command (stdio)&amp;#034;**: *not &amp;#034;pip&amp;#034;*&#xD;
4. Enter command: `uvx`&#xD;
5. Enter args: `mathematica-mcp-full`&#xD;
6. Name it: `mathematica`&#xD;
7. Choose scope: Workspace or User&#xD;
&#xD;
&#xD;
&#xD;
####Alternative: Interactive Installer&#xD;
&#xD;
```bash&#xD;
bash &amp;lt;(curl -sSL https://raw.githubusercontent.com/AbhiRawat4841/mathematica-mcp/main/install.sh)&#xD;
```&#xD;
&#xD;
&#xD;
### Verify Installation&#xD;
&#xD;
```bash&#xD;
uvx mathematica-mcp-full doctor&#xD;
```&#xD;
&#xD;
&amp;gt; **Tip:** If you encounter errors after updating, clear the cache:&#xD;
&amp;gt; ```bash&#xD;
&amp;gt; uv cache clean mathematica-mcp-full &amp;amp;&amp;amp; uvx mathematica-mcp-full setup &amp;lt;client&amp;gt;&#xD;
&amp;gt; ```&#xD;
&#xD;
---&#xD;
&#xD;
## Execution Styles&#xD;
&#xD;
Control where results appear with natural language or the `style` parameter:&#xD;
&#xD;
![enter image description here][4]&#xD;
&#xD;
If you don&amp;#039;t include a keyword, the default depends on your [tool profile](#tool-profiles).&#xD;
&#xD;
---&#xD;
&#xD;
## Tool Profiles&#xD;
&#xD;
Choose how many tools to expose:&#xD;
&#xD;
![enter image description here][5]&#xD;
&#xD;
Pass `--profile` during setup or set `MATHEMATICA_PROFILE` env var.&#xD;
&#xD;
---&#xD;
&#xD;
## Built for Agent Workflows&#xD;
&#xD;
The server is designed for how LLM agents actually work: long conversations with context limits, intermittent failures, and token budgets:&#xD;
&#xD;
![enter image description here][6]&#xD;
&#xD;
Notebook execution is strict about the requested target: if notebook transport fails, the server returns a notebook error instead of silently rerunning the work through CLI fallback.&#xD;
&#xD;
### Routing Intelligence (opt-in)&#xD;
&#xD;
For power users, the server can learn from transport outcomes and adapt:&#xD;
&#xD;
```bash&#xD;
# Observe mode: collect stats, no behavior change&#xD;
export MATHEMATICA_ROUTING_MEMORY=observe&#xD;
&#xD;
# Advise mode: + routing hints + enables adaptive routing&#xD;
export MATHEMATICA_ROUTING_MEMORY=advise&#xD;
export MATHEMATICA_ROUTING_ACTION=compute_cli_skip  # optional: skip failing transport&#xD;
```&#xD;
&#xD;
The adaptive routing circuit-breaker automatically skips persistently failing compute CLI transport with half-open probe recovery. See the [Technical Reference](docs/technical-reference.md#intelligent-routing--observability) for details.&#xD;
&#xD;
&amp;gt; **Privacy:** Routing memory stores only aggregate counters; the in-memory journal stores short code/output previews (not persisted). Notebook extraction results are cached to `~/.cache/mathematica-mcp/notebooks/` with mtime-based invalidation; delete the directory to clear the cache.&#xD;
&#xD;
---&#xD;
&#xD;
## Manual Installation&#xD;
&#xD;
For full details, troubleshooting, and advanced configuration, see the **[Installation Guide](docs/installation.md)**.&#xD;
&#xD;
####Quick manual setup&#xD;
&#xD;
1.  **Clone &amp;amp; Install**:  &#xD;
&#xD;
        git clone https://github.com/AbhiRawat4841/mathematica-mcp.git&#xD;
        cd mathematica-mcp&#xD;
        uv sync&#xD;
&#xD;
&#xD;
2.  **Install Mathematica Addon**:  &#xD;
&#xD;
        wolframscript -file addon/install.wl&#xD;
    *Restart Mathematica after this step.*&#xD;
&#xD;
3.  **Configure your editor**: add the MCP server to your client&amp;#039;s config file. See the **[Installation Guide](docs/installation.md#step-4-configure-your-editor)** for Claude Desktop, Cursor, VS Code, and other client configs.&#xD;
&#xD;
&#xD;
&#xD;
&#xD;
---&#xD;
&#xD;
## License&#xD;
MIT License&#xD;
&#xD;
&#xD;
  [1]: https://github.com/AbhiRawat4841/mathematica-mcp&#xD;
  [2]: https://community.wolfram.com//c/portal/getImageAttachment?filename=Table1.jpg&amp;amp;userId=20103&#xD;
  [3]: https://community.wolfram.com//c/portal/getImageAttachment?filename=Table2.jpg&amp;amp;userId=20103&#xD;
  [4]: https://community.wolfram.com//c/portal/getImageAttachment?filename=Table3.jpg&amp;amp;userId=20103&#xD;
  [5]: https://community.wolfram.com//c/portal/getImageAttachment?filename=Table4.jpg&amp;amp;userId=20103&#xD;
  [6]: https://community.wolfram.com//c/portal/getImageAttachment?filename=Table5.jpg&amp;amp;userId=20103</description>
    <dc:creator>Abhishek Singh Rawat</dc:creator>
    <dc:date>2026-04-10T00:05:40Z</dc:date>
  </item>
  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3706027">
    <title>Warp drives: symbolic tensor analysis of general-relativistic bubbles and energy conditions</title>
    <link>https://community.wolfram.com/groups/-/m/t/3706027</link>
    <description>&amp;amp;[Wolfram Notebook][1]&#xD;
&#xD;
&#xD;
  [1]: https://www.wolframcloud.com/obj/9823b1a8-b2fd-491e-83d0-5ee54badd179</description>
    <dc:creator>Marco Thiel</dc:creator>
    <dc:date>2026-04-26T19:39:43Z</dc:date>
  </item>
  <item rdf:about="https://community.wolfram.com/groups/-/m/t/3707090">
    <title>European Space Agency&amp;#039;s Gaia mission data release 3: TAP client, 38 science charts, and dynamic GUI</title>
    <link>https://community.wolfram.com/groups/-/m/t/3707090</link>
    <description>&amp;amp;[Wolfram Notebook][1]&#xD;
&#xD;
&#xD;
  [1]: https://www.wolframcloud.com/obj/6473f01c-b05e-47e9-b7e6-eb1be887dd10</description>
    <dc:creator>Marco Thiel</dc:creator>
    <dc:date>2026-04-28T14:30:05Z</dc:date>
  </item>
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