Prototype · Preview: every server in the official registry, synced every 30 minutes. Reviews and accounts come in a later step.
PopNx MCPMCP servers for people who use AI · explained in plain words

ChatSpatial

by cafferychen777version 1.6.0i★ –iRuns on your computer
Registry nameio.github.cafferychen777/chatspatial

Install

Overview

Description from the maker (original English)

Schema-enforced spatial transcriptomics analysis with 20 tools and 67 methods via MCP

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Other

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • The registry lists no key to fill in.

You need

  • PyPIPython’s uv installed (for the uvx command)

Which app do you use?

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

{
  "mcpServers": {
    "chatspatial": {
      "command": "uvx",
      "args": [
        "chatspatial",
        "server"
      ]
    }
  }
}

Run this in your terminal

claude mcp add chatspatial -- uvx chatspatial server

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "chatspatial": {
      "command": "uvx",
      "args": [
        "chatspatial",
        "server"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "chatspatial": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "chatspatial",
        "server"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 9, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account cafferychen777, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Otheri

  • More stars than 0% of the other 18881 servers in this category
  • Published to the registry more recently than 68% of the other 18881 servers in this category
  • Basic checks equal to or better than 100% of the other 18881 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is ChatSpatial safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.6.0) reached the registry 20 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, MCP Tennis Match Data

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Spec Driven Development

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

by formulahendryEarly↓ 66/wk★ 440Updated 14 months ago

Runs on your computer

Remote Desktop Commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

by desktop-commanderGrowing★ 211Updated 4 days ago

Runs in the cloud✓ desktopcommander.app

MCP Tennis Match Data

ATP and WTA match results, schedules, and rankings by date

by mambalabsdevUpdated today

Runs on your computer✓ mambabuilt.com

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

ChatSpatial

MCP server for spatial transcriptomics analysis via natural language

ChatSpatial replaces ad-hoc LLM code generation with schema-enforced orchestration. Instead of generating arbitrary scripts, the LLM selects tools and parameters from a curated registry, making spatial transcriptomics workflows more reproducible across sessions and clients.

ChatSpatial exposes 20 schema-validated MCP tools that orchestrate 67 spatial transcriptomics methods across 13 analytical categories. The tools are the stable natural-language interface; the methods are the analysis backends selected through tool parameters.

The server implements MCP 2026-07-28 through the official Python SDK v2 and continues to serve 2025-11-25 clients through SDK-managed protocol negotiation. STDIO remains the secure local default; Streamable HTTP is available for explicitly configured HTTP deployments.


Start Here

Install uv once, then register ChatSpatial without creating or managing a Python environment:

Codex:

codex mcp add chatspatial -- uvx --from chatspatial chatspatial server

Claude Code:

claude mcp add --scope user chatspatial -- \

uvx --from chatspatial chatspatial server

uvx creates an isolated environment on first launch and reuses its cache on later launches. Restart the MCP client after adding the server.

The command above installs the standard runtime. To make all 15 composable Python method families available in the same isolated MCP environment, use:

uvx --from 'chatspatial[full]' chatspatial server

full includes CellRank, FastCCC, the maintained spatial-domain and registration backends, annotation, enrichment, and the other portable Python families. R bridges, AESTETIK, and rctd-py remain separate because they have system, platform, or large-runtime requirements. See the installation guide before enabling those families.

Then:

  1. Run your first analysis — Quick Start
  2. Choose optional method families or a persistent environment — Installation Guide
  3. Configure another MCP client — Configuration Guide
  4. Reproduce the manuscript key results without an LLM — Reproduction image

Docker quick start:

docker pull cafferyyang777/chatspatial:latest

Minimal example prompt:

Load /absolute/path/to/spatial_data.h5ad and plot gene expression at the spatial coordinates

The Quick Start provides a downloadable sample and a Leiden workflow that runs with the standard installation. Its sample has spatial coordinates but no H&E image. SpaGCN requires the optional spatial-domains extra.

If you use Docker, mount host data to /data and prompt with the container path, for example /data/spatial_data.h5ad.

ChatSpatial works with any MCP-compatible client — Claude Code, Claude Desktop, Codex, OpenCode, and other MCP-capable tools.


Capabilities

Current coverage includes 67 methods across 13 analytical categories, exposed through 20 MCP tools. Supports 10x Visium, Xenium, Slide-seq v2, MERFISH, seqFISH.

CategoryExample methods
Data Loading & PreprocessingScanpy I/O, QC, Normalization, HVG, PCA, Neighbors
VisualizationSpatial plots, Embedding plots, Gene expression overlays
Spatial Domain IdentificationSpaGCN, STAGATE, GraphST, BANKSY, AESTETIK, Leiden, Louvain
DeconvolutionFlashDeconv, Cell2location, RCTD (spacexr or rctd-py), DestVI, Stereoscope, SPOTlight, Tangram, CARD
Cell-Cell CommunicationLIANA+, CellPhoneDB, CellChat (cellchat_r), FastCCC
Cell Type AnnotationTangram, scANVI, CellAssign, mLLMCelltype, scType, SingleR, marker-score and threshold rules
Differential ExpressionWilcoxon, t-test, Logistic Regression, pyDESeq2
Trajectory InferenceCellRank, Palantir, DPT
RNA VelocityscVelo, VeloVI
Spatial StatisticsMoran's I, Local Moran, Geary's C, Getis-Ord Gi*, Ripley's K, Co-occurrence, Neighborhood Enrichment, Centrality Scores, Local Join Count, Network Properties
Enrichment AnalysisGSEA, ORA, Enrichr, ssGSEA, Spatial EnrichMap
Spatially Variable GenesSpatialDE, SPARK-X, FlashS
Multi-sample IntegrationHarmony, BBKNN, Scanorama, scVI
CNV AnalysisInferCNVPy, Numbat
Spatial RegistrationPASTE, STalign

Documentation

GuideUse this when...
InstallationYou need optional methods or a persistent Python environment
DockerYou want a reproducible container runtime or local dependency resolution fails
ConfigurationYou need exact MCP client syntax or the runtime path model
Quick StartChatSpatial is installed and you want the first successful analysis
ConceptsYou need to choose an analysis strategy from a biological question
ExamplesYou want copy-pasteable natural-language workflow prompts
Methods ReferenceYou need canonical tool names, method names, parameters, and defaults
TroubleshootingSetup, data loading, or analysis behavior is not working
Full DocsYou want the complete documentation site

Reproducibility

Each release publishes a reproduction image under the -repro tag. It re-executes the DLPFC spatial-domain and OSCC CARD deconvolution tool calls recorded during the manuscript experiments, without calling any LLM, and compares the results with the reported values:

docker run --rm -v "$PWD/out:/outputs" \

cafferyyang777/chatspatial@sha256:ac3ba1ed8235c3d53ca72005d8ad2556cac007f5ddb932ae3e1d1241fa2cf9d8 \ chatspatial-reproduce

reproducibility/ contains the image definition and describes what it checks. The experiment and analysis scripts for the manuscript are in ChatSpatial-Reproducibility.


Citation

If you use ChatSpatial in your research, please cite:

@article{Yang2026.02.26.708361,

author = {Yang, Chen and Zhang, Xianyang and Chen, Jun}, title = {ChatSpatial: Schema-Enforced Agentic Orchestration for Reproducible and Cross-Platform Spatial Transcriptomics}, elocation-id = {2026.02.26.708361}, year = {2026}, doi = {10.64898/2026.02.26.708361}, publisher = {Cold Spring Harbor Laboratory}, URL = {https://www.biorxiv.org/content/early/2026/03/01/2026.02.26.708361}, journal = {bioRxiv} }

ChatSpatial orchestrates many excellent third-party methods. Please also cite the original tools your analysis used.


Contributing

Documentation improvements, bug reports, and new analysis methods are all welcome. See CONTRIBUTING.md.

MIT License · GitHub · Issues

Ask PopNx