Odel

Science & research

Academic papers, scientific computing, and data on the earth, the climate, space and the weather.

1,870 servers1,097 publishers10 tags

Most popular in Science & research

By GitHub stars, at most two per publisher
  1. Number 1: World Monitor@worldmonitor/mcpLive markets, conflicts, country risk, chokepoints, energy, and China decision signals. 93 tools.8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.88,201 GitHub stars.
  2. Number 2: Firecrawl MCP Server@firecrawl/firecrawl-mcp-serverMCP server for Firecrawl — web search, scraping, and biomedical/arXiv paper search.4% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.7,575 GitHub stars.
  3. Number 3: Zotero MCP@54yyyu/zotero-mcpSearch, read, annotate, and add to your Zotero research library, local or web.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.5,278 GitHub stars.

Tags in Science & research

Scientific computing417Environment & climate388Academic papers382Weather258Energy251Earth & ocean science246Biology & genomics223Natural hazards118Space & astronomy109Chemistry85

All of Science & research

By GitHub stars, at most two per publisherRemoteLocal
MCP server: One MCP server.
arXiv
@blazickjp · External

Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.

3% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
ToolUniverseRun by its publisher: served from their own domain, namespace checked by the registry.
@mims-harvard · External

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

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
MATLAB MCP Server
@matlab · External

Connect AI coding agents to MATLAB. Run code, tests, and analysis via MCP.

3% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from MCPB.Free to use.
MCP server: One MCP server.
anymdRun by its publisher: served from their own domain, namespace checked by the registry.
@sylphxai · External

Any file → clean Markdown for AI agents: PDF, Office, EPUB, HTML, images, audio/video. Local MCP.

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
CitraRun by its publisher: served from their own domain, namespace checked by the registry.
@sylphxai · External

Citra — PDF answers with page-level proof: structure, tables, OCR, and page citations.

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Deprecated by the publisher: Renamed to anymd. Use io.github.SylphxAI/anymd (npm @sylphx/anymd).Free to use.
MCP server: One MCP server.
PDF Reader MCPRun by its publisher: served from their own domain, namespace checked by the registry.
@sylphxai-io · External

Evidence-first PDF MCP. Agent Document Twin with citeable page+bbox evidence.

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Deprecated by the publisher: Renamed to anymd. Use io.github.SylphxAI/anymd (npm @sylphx/anymd).Free to use.
MCP server: One MCP server.
DocsAgent — Zotero, Obsidian & Apple Notes MCP Server
@docsagent · External

Instant, private access to your knowledge base: Zotero, Obsidian, Apple Notes (macOS).

5% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
haiku.ragRun by its publisher: served from their own domain, namespace checked by the registry.
@ggozad · External

Local-first agentic RAG with citations - hybrid search, reranking, multimodal document retrieval

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Equation.ioRun by its publisher: served from their own domain, namespace checked by the registry.
@equation · External

Create interactive 2D and 3D graphs with validated equations, shareable links, and PNG previews.

3% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.A remote server; no sign-in.Free to use.
MCP server: One MCP server.
ClaudeR - RStudio MCP Server
@imnmv · External

Connect RStudio to AI assistants for interactive R coding and data analysis.

5% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Google Surf
@harimxchoi · External

Web, academic and code search with graph RAG, data lineage, ontology and cross-project schema links.

5% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
GeoLensRun by its publisher: served from their own domain, namespace checked by the registry.
@geolens-io · External

Read-only access to a self-hosted GeoLens spatial catalog: datasets, features, maps, sandboxed SQL.

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Brasil
@codespar · External

MCP server for BrasilAPI — CEP, CNPJ, banks, FIPE, holidays, weather

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Stata
@sepinetam · External

Let LLM help you achieve your regression analysis with Stata

6% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Jacobian
@morluto · External

Executable mathematics and independent verification for AI agents.

5% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
ITASCA MCP Server
@yusong652 · External

Give AI agents full access to ITASCA PFC, FLAC3D, 3DEC, MPoint, MassFlow: docs, simulation, plots.

7% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
PFC - ITASCA Discrete Element Simulation
@yusong652 · External

Give AI agents full access to ITASCA PFC - documentation, simulation, and plot capture.

Not assessed yet.What it can do is not assessed yet.Runs on your machine, installed from PyPI.Deprecated by the publisher: Renamed and expanded: now published as io.github.yusong652/itasca-mcp (PyPI: itasca-mcp), covering PFC, FLAC3D and 3DEC. The pfc-mcp package is frozen.Free to use.
MCP server: One MCP server.
NotebookLM MCP
@roomi-fields · External

Automate Google NotebookLM — Q&A with citations, audio, video, content generation

6% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Zotero MCP
@kujenga · External

Search your Zotero library, retrieve item metadata, and read full text from AI assistants.

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
pubmed-mcp-server
@cyanheads · External

Search PubMed/Europe PMC, fetch articles and full text (PMC/EPMC/Unpaywall), citations, MeSH terms.

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.A remote server; no sign-in.Free to use.
MCP server: One MCP server.
Cesium Runtime
@gaopengbin · External

Control CesiumJS 3D globes via MCP: camera, layers, entities, animation, and interaction.

4% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.

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