Ext Ops Panel
Open dashboard

io.github.mims-harvard/tooluniverse

2,700+ scientific tools for AI scientists: life science, research, literature, and more.

MCP server · by mims-harvard

About

io.github.mims-harvard/tooluniverse is an MCP server published by mims-harvard. Marketplaces we read that list it: 1 (Official MCP Registry). The last change we recorded was on 2026-10-12. As of our marketplace pass on 2026-10-13.

What it asks for

  • Runs on your machine
  • Secrets: 16
  • Settings: 17

Requires: ANTHROPIC_API_KEY (secret), AZURE_OPENAI_API_KEY (secret), BIOGRID_API_KEY (secret), BRENDA_PASSWORD (secret), DISGENET_API_KEY (secret), GEMINI_API_KEY (secret), HF_TOKEN (secret), NCBI_API_KEY (secret), NVIDIA_API_KEY (secret), OMIM_API_KEY (secret), ONCOKB_API_TOKEN (secret), OPENAI_API_KEY (secret), OPENROUTER_API_KEY (secret), SEMANTIC_SCHOLAR_API_KEY (secret), UMLS_API_KEY (secret), USPTO_API_KEY (secret)

What it declares, asks for and runs, in full

Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.

Works with

  • Claude Code
  • Codex
  • Cursor
  • VS Code
  • Copilot CLI

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.

As a local MCP server: PyPI package

Built from what Official MCP Registry declares.

Claude CodeTerminal
claude mcp add --env "ANTHROPIC_API_KEY=<YOUR_ANTHROPIC_API_KEY>" --env "AZURE_OPENAI_API_KEY=<YOUR_AZURE_OPENAI_API_KEY>" --env "BIOGRID_API_KEY=<YOUR_BIOGRID_API_KEY>" --env "BRENDA_PASSWORD=<YOUR_BRENDA_PASSWORD>" --env "DISGENET_API_KEY=<YOUR_DISGENET_API_KEY>" --env "GEMINI_API_KEY=<YOUR_GEMINI_API_KEY>" --env "HF_TOKEN=<YOUR_HF_TOKEN>" --env "NCBI_API_KEY=<YOUR_NCBI_API_KEY>" --env "NVIDIA_API_KEY=<YOUR_NVIDIA_API_KEY>" --env "OMIM_API_KEY=<YOUR_OMIM_API_KEY>" --env "ONCOKB_API_TOKEN=<YOUR_ONCOKB_API_TOKEN>" --env "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" --env "OPENROUTER_API_KEY=<YOUR_OPENROUTER_API_KEY>" --env "SEMANTIC_SCHOLAR_API_KEY=<YOUR_SEMANTIC_SCHOLAR_API_KEY>" --env "UMLS_API_KEY=<YOUR_UMLS_API_KEY>" --env "USPTO_API_KEY=<YOUR_USPTO_API_KEY>" --transport stdio tooluniverse -- uvx tooluniverse tooluniverse-smcp-stdio --compact-mode
Codex~/.codex/config.toml
[mcp_servers.tooluniverse]
command = "uvx"
args = ["tooluniverse", "tooluniverse-smcp-stdio", "--compact-mode"]

[mcp_servers.tooluniverse.env]
ANTHROPIC_API_KEY = "<YOUR_ANTHROPIC_API_KEY>"
AZURE_OPENAI_API_KEY = "<YOUR_AZURE_OPENAI_API_KEY>"
BIOGRID_API_KEY = "<YOUR_BIOGRID_API_KEY>"
BRENDA_PASSWORD = "<YOUR_BRENDA_PASSWORD>"
DISGENET_API_KEY = "<YOUR_DISGENET_API_KEY>"
GEMINI_API_KEY = "<YOUR_GEMINI_API_KEY>"
HF_TOKEN = "<YOUR_HF_TOKEN>"
NCBI_API_KEY = "<YOUR_NCBI_API_KEY>"
NVIDIA_API_KEY = "<YOUR_NVIDIA_API_KEY>"
OMIM_API_KEY = "<YOUR_OMIM_API_KEY>"
ONCOKB_API_TOKEN = "<YOUR_ONCOKB_API_TOKEN>"
OPENAI_API_KEY = "<YOUR_OPENAI_API_KEY>"
OPENROUTER_API_KEY = "<YOUR_OPENROUTER_API_KEY>"
SEMANTIC_SCHOLAR_API_KEY = "<YOUR_SEMANTIC_SCHOLAR_API_KEY>"
UMLS_API_KEY = "<YOUR_UMLS_API_KEY>"
USPTO_API_KEY = "<YOUR_USPTO_API_KEY>"
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "tooluniverse": {
      "command": "uvx",
      "args": [
        "tooluniverse",
        "tooluniverse-smcp-stdio",
        "--compact-mode"
      ],
      "env": {
        "ANTHROPIC_API_KEY": "<YOUR_ANTHROPIC_API_KEY>",
        "AZURE_OPENAI_API_KEY": "<YOUR_AZURE_OPENAI_API_KEY>",
        "BIOGRID_API_KEY": "<YOUR_BIOGRID_API_KEY>",
        "BRENDA_PASSWORD": "<YOUR_BRENDA_PASSWORD>",
        "DISGENET_API_KEY": "<YOUR_DISGENET_API_KEY>",
        "GEMINI_API_KEY": "<YOUR_GEMINI_API_KEY>",
        "HF_TOKEN": "<YOUR_HF_TOKEN>",
        "NCBI_API_KEY": "<YOUR_NCBI_API_KEY>",
        "NVIDIA_API_KEY": "<YOUR_NVIDIA_API_KEY>",
        "OMIM_API_KEY": "<YOUR_OMIM_API_KEY>",
        "ONCOKB_API_TOKEN": "<YOUR_ONCOKB_API_TOKEN>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "OPENROUTER_API_KEY": "<YOUR_OPENROUTER_API_KEY>",
        "SEMANTIC_SCHOLAR_API_KEY": "<YOUR_SEMANTIC_SCHOLAR_API_KEY>",
        "UMLS_API_KEY": "<YOUR_UMLS_API_KEY>",
        "USPTO_API_KEY": "<YOUR_USPTO_API_KEY>"
      }
    }
  }
}

Replace the values in angle brackets with your own. We show the names of the settings, never values.

Optional arguments it also declares: --categories.

Optional settings it also lists: BRENDA_EMAIL.

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Official MCP Registry (Open the registry record) Listed 1.5.6 Forks (GitHub): 261
Stars (GitHub): 1 730
Not marked

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

What changed

Nothing has moved on this plugin since we started watching it.

Similar plugins

Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.

  • mcp io.scispot/mcp

    Turn any LLM into your lab assistant: search samples, track experiments, analyze data with AI.

    by scispot.io · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Elnora MCP Server

    AI-powered bioprotocol optimization — generate, search, and manage lab protocols via MCP

    by Elnora-AI · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • tomesphere com.tomesphere/tomesphere

    Search 8.5M scientific papers with LLM TLDRs, citations, linked entities, figures, and full text.

    by tomesphere.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • abcommunity org.abcommunity/abcommunity

    Find the right MCPs, tools and skills for any AI task - discovery over a 14k+ resource catalog.

    by abcommunity.org · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • SciWeave

    AI research grounded in 300M scientific works — every citation a verifiable DOI.

    by desci-labs · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • ResearchZosho

    Deep research assistant that checks its citations against the sources and keeps what it found.

    by Wyrdsekai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • clinical-trials-ai-mcp io.github.CSOAI-ORG/clinical-trials-ai-mcp

    Clinical Trials Ai MCP Server by MEOK AI Labs

    by CSOAI-ORG · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • BioHarbor

    Run real bioinformatics from your AI agent. Reliable, reproducible, on your own GPUs.

    by danielLuo2 · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • scienceon-mcp io.github.rubatoyd/scienceon-mcp

    KISTI ScienceON OpenAPI literature search & metadata collection (MCP server + CLI)

    by rubatoyd · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • arch-tools-mcp io.github.Deesmo/arch-tools-mcp

    63 production tools for AI agents — one API key, pay per call in USDC (x402) or Stripe credits.

    by Deesmo · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Similar plugins by marketplace

The same question asked of one marketplace at a time: is there an analog of this plugin there?

Has a listing on Claude Code: claude-plugins-community (5)
  • sciagent-skills

    197 ready-to-use life sciences skills that turn Claude into a domain expert for genomics, proteomics, drug discovery, biostatistics, scientific computing, and scientific writing…

    by jaechang-hits · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • nodebench io.github.HomenShum/nodebench

    260 MCP tools across 49 domains. AI Flywheel, quality gates, research, web scraping.

    by HomenShum · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

  • Arquestra — Scientific Computing Orchestration

    AI orchestration for computational chemistry and HPC workflows.

    by Apertura-AI · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

  • agent-discover io.github.keshrath/agent-discover

    Find, install and enable MCP servers mid-session on any host, with consent and tool pinning

    by keshrath · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • conduitai

    Search, browse, and install MCP servers, agents, skills, prompts, and plugins from the conduitAI catalog — directly from Claude Code.

    by conduit-technologies · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Claude Code: claude-plugins-official (5)
  • NVIDIA Skills

    Find the right NVIDIA skill for GPU acceleration, CUDA, AI agents, data loading, training, inference, robotics, Physical AI, Omniverse, simulation, and other NVIDIA-powered…

    by NVIDIA · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • firebase-mcp io.github.firebase/firebase-mcp

    Gives AI development tools Firebase-specific capabilities and expertise.

    by firebase · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official · Describes nearly the same job

  • dominodatalab

    Full Domino Data Lab platform support — workspaces, jobs, model deployment, experiment tracking, GenAI tracing, Spark/Ray/Dask, and app deployment for data science teams

    by dominodatalab · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • sagemaker-ai

    Build, train, and deploy AI models with deep AWS AI/ML expertise brought directly into your coding assistants, covering the surface area of Amazon SageMaker AI.

    by awslabs · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Community GitHub marketplaces · Describes nearly the same job

  • togetherai-skills

    Agent Skills for Together AI platform — inference, training, embeddings, audio, video, images, function calling, and infrastructure. Covers serverless chat completions…

    by togethercomputer · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

Has a listing on Claude: knowledge-work-plugins (5)
  • Bio Research

    Connect to preclinical research tools and databases (literature search, genomics analysis, target prioritization) to accelerate early-stage life sciences R&D

    by Anthropic · Plugin bundle

    Listed on: Claude: knowledge-work-plugins · Describes nearly the same job

  • datarobot-agent-skills

    DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…

    by datarobot-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • figma

    Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…

    by figma · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Claude: knowledge-work-plugins, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • Maven Bio

    Evidence-backed BioPharma research workflows over Maven Bio's drug, trial, company, and deal knowledge graph. Skills for competitive pipelines, indication landscapes, asset…

    by MavenBio · Plugin bundle

    Listed on: Claude: knowledge-work-plugins · Describes a similar job

  • pixeltable

    Build multimodal AI applications with Pixeltable -- tables, computed columns, embedding search, UDFs, tool-calling agents, and 25+ AI provider integrations.

    by pixeltable · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins · Describes a similar job

Has a listing on Codex: openai-curated (openai/plugins) (5)
  • Life Science Research

    General life-sciences research workflows with query routing, evidence synthesis, and optional parallel subagent analysis across genetics, omics, biology, chemistry, structure…

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • NVIDIA

    Skills for NVIDIAs ecosystem spans GPU acceleration, CUDA, AI agents, inference, robotics, Physical AI, Omniverse, and simulation. This plugin helps you understand the pieces…

    by NVIDIA · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Boltz

    Predict structures, screen molecules and proteins, and design binders.

    by Boltz · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Life Sciences NGS Analysis

    Guided NGS intake, local execution, and public-pipeline routing for BCL, FASTQ, DNA variant, RNA-seq, single-cell, epigenomics, amplicon, and metagenomics analyses, with deeper…

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • OpenAI Developers

    Build with OpenAI APIs, Agents SDK, and ChatGPT Apps, and create and save OpenAI API keys from Codex.

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

Has a listing on Community GitHub marketplaces (5)
  • cybersec-toolkit io.github.26zl/cybersec-toolkit

    Authorization-gated MCP server to discover and run 670+ security tools for CTF, pentest, and DFIR.

    by 26zl · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • datarobot-agent-skills

    DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…

    by datarobot-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • sagemaker-ai

    Build, train, and deploy AI models with deep AWS AI/ML expertise brought directly into your coding assistants, covering the surface area of Amazon SageMaker AI.

    by awslabs · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Community GitHub marketplaces · Describes nearly the same job

  • 4da-mcp-server io.github.4DA-Systems/4da-mcp-server

    Upgrade intelligence for AI agents: what an upgrade changes, where it touches your code, CVE scans.

    by 4DA-Systems · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • Dynatrace

    Dynatrace observability skills: DQL query patterns, application and infrastructure monitoring, log analysis, problem investigation, and incident response workflows, with the…

    by Dynatrace · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Copilot CLI: github/awesome-copilot (5)
  • BLEA

    Safe BLE diagnostics, evidence workflows, and guarded automation for AI agents.

    by Nitmi · MCP server

    Listed on: Official MCP Registry, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • ai-team-orchestration

    Run a lightweight, role-separated AI development team with flexible tools, developer-selected models, proportionate planning, and optional QA.

    by Denis Evdokimov · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • figma

    Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…

    by figma · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Claude: knowledge-work-plugins, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • typescript-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in TypeScript/Node.js using the official SDK. Includes instructions for best practices, a prompt for generating…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • go-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk. Includes instructions for best practices, a…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

Has a listing on Copilot CLI: github/copilot-plugins (5)
  • microsoft-365-agents-toolkit

    Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • mcp-apps

    Generate MCP App widgets for MCP tools. Produces self-contained HTML widgets using the MCP Apps protocol.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • canvas-apps

    Build Power Apps Canvas Apps using the Canvas Authoring MCP server.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • model-apps

    Build and deploy Power Apps generative pages for model-driven apps with specialist agents for planning, entity creation, and parallel code generation. Requires PAC CLI >= 2.7.0…

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • azure-devops-copilot-plugin

    Bring Azure DevOps work-item, repository, and pull-request workflows into GitHub Copilot.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

Has a listing on Cursor: cursor/plugins (5)
  • Orchestrate

    Fan large tasks out across parallel cloud agents with planners, workers, verifiers, and structured handoffs.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Ralph Loop

    Iterative self-referential AI loops using the Ralph Wiggum technique.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • playwright-mcp io.github.microsoft/playwright-mcp

    Playwright Tools for MCP

    by microsoft · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Cursor: cursor/plugins, Docker MCP Catalog · Describes nearly the same job

  • Profound

    Track AI visibility, sentiment, and citations.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Statsig

    Inspect and manage feature gates, experiments, dynamic configs, and metrics.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

Has a listing on Docker MCP Catalog (5)
  • OpenMesh

    Discover and connect to a curated marketplace of MCP servers for extending AI agent capabilities.

    by docker · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Kagi Search

    The Official Model Context Protocol (MCP) server for Kagi Search & other tools.

    by kagisearch · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Opik

    Read and score Opik traces, experiments, datasets and prompts from your AI assistant.

    by comet-ml · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

  • Plugged.in Proxy

    A unified MCP proxy that aggregates multiple MCP servers into one interface, enabling seamless tool discovery and management across all your AI interactions. Manage all your MCP…

    by VeriTeknik · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Zen

    Bridges multiple AI models and CLIs, enabling orchestrated workflows across Claude Code, Gemini CLI, Codex CLI, and other AI development tools.

    by BeehiveInnovations · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

Has a listing on Official MCP Registry (5)
  • mcp io.scispot/mcp

    Turn any LLM into your lab assistant: search samples, track experiments, analyze data with AI.

    by scispot.io · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Elnora MCP Server

    AI-powered bioprotocol optimization — generate, search, and manage lab protocols via MCP

    by Elnora-AI · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • tomesphere com.tomesphere/tomesphere

    Search 8.5M scientific papers with LLM TLDRs, citations, linked entities, figures, and full text.

    by tomesphere.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • abcommunity org.abcommunity/abcommunity

    Find the right MCPs, tools and skills for any AI task - discovery over a 14k+ resource catalog.

    by abcommunity.org · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • SciWeave

    AI research grounded in 300M scientific works — every citation a verifiable DOI.

    by desci-labs · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.

Is this your plugin?

Add it to your projects and prove you maintain it with a file in its repository, a file on your domain or a DNS record. You get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built