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Browse 37,143 Model Context Protocol servers

Jaxonomy — hybrid dynamical systems on JAXOfficial
io.github.machinavitalis/jaxonomy

Build, simulate and calibrate JAX block-diagram models of hybrid dynamical systems.

AI & Machine LearningData & Databases
LAMB20Pythonv3.4.1pypi
io.github.neverinfamous/memory-journal-mcpOfficial
io.github.neverinfamous/memory-journal-mcp

Developer journal with knowledge graphs, relationships, Git context, and semantic search

Knowledge & MemoryDevelopment & Coding
LAMB20TypeScriptv1.1.3oci
KLinePicOfficial
io.github.sher1096/klinepic

Create annotated candlestick charts from broker or exchange fills for post-trade review.

Media & DesignData & Databases
LAMB20JavaScriptv0.1.0oci
Xcode: MCP Bridge Wrapper for CursorOfficial
io.github.SoundBlaster/mcpbridge-wrapper

Python wrapper that makes Xcode's MCP bridge compatible with strict MCP clients like Cursor

Development & Coding
LAMA20Pythonv0.1.6pypi
Xcode: MCP Bridge Wrapper for CursorOfficial
io.github.SoundBlaster/xcode-mcpbridge-wrapper

Python wrapper that makes Xcode's MCP bridge compatible with strict MCP clients like Cursor

Development & Coding
LAMA20Pythonv0.5.0pypi
io.github.VOYAGER-Inc/excel-vision-mcpOfficial
io.github.VOYAGER-Inc/excel-vision-mcp

Excel MCP with image extraction and write support — AI agents see and edit xlsx files

Data & DatabasesAI & Machine Learning
LAMB20Pythonv1.2.1pypi
Actual BudgetOfficial
io.github.henfrydls/actual-budget-mcp

Spending analysis and safe writes for Actual Budget: every delete previews and asks first.

Finance & CryptoProductivity & Docs
LAMA9TypeScriptv0.10.0npmoci
Jev-StyleOfficial
io.github.lawrence3699/jev-style

Local 2B and 0.8B decision models: calibrated yes/no, choice and score answers for your agent.

AI & Machine LearningKnowledge & Memory
LAMA9Pythonv0.3.0pypi
MaBoSS Boolean Network SimulatorOfficial
io.github.marcorusc/MaBoSS

MCP server for Boolean network simulation and attractor analysis using MaBoSS

AI & Machine LearningData & Databases
MA19Pythonv2.2.0pypi
NeKo Biological Network BuilderOfficial
io.github.marcorusc/NeKo

MCP server for biological network construction and analysis using pathway databases

Data & DatabasesKnowledge & Memory
MA19Pythonv2.2.0pypi
PhysiCell Configuration BuilderOfficial
io.github.marcorusc/PhysiCell

MCP server for building, inspecting, and exporting PhysiCell and PhysiBoSS configuration files

AI & Machine LearningData & Databases
MA19Pythonv2.2.0pypi
HasData IndeedOfficial
com.hasdata/indeed

Indeed job listings by keyword and location, and full postings, as structured JSON.

Search & WebData & Databases
LAMA11JavaScriptv1.0.8npmpypiremote
Bawbel ScannerOfficial
io.github.bawbel/bawbel-scanner

Security scanner for MCP servers and skill files. Detects AVE vulnerabilities before production.

SecurityDevelopment & Coding
MA11Pythonv1.1.1pypi
Bawbel ScannerOfficial
io.github.bawbel/scanner

Security scanner for MCP servers and skill files. Detects AVE vulnerabilities before production.

Security
MA11Pythonv1.2.3pypi
io.github.davidmosiah/wellness-nourishOfficial
io.github.davidmosiah/wellness-nourish

Local-first nutrition MCP for AI agents: food, barcode, photo, intake, hydration, goals.

Productivity & DocsKnowledge & Memory
LAMA11TypeScriptv0.7.0npm
io.github.DIDA-AI/hotelbookingOfficial
io.github.DIDA-AI/hotelbooking

Hotel Booking MCP Server

Search & WebProductivity & Docs
LAMB11Pythonv1.0.0npm
Skolverket MCPOfficial
io.github.KSAklfszf921/skolverket-mcp

MCP server for Skolverket's open APIs - Curriculum, School Units, and Adult Education

Data & Databases
LAMC11TypeScriptv2.1.3npm
AgentSUMOOfficial
io.github.mw-jeong/agentsumo-mcp

MCP server for LLM-driven SUMO traffic simulation, scenario design, and result analysis.

AI & Machine LearningDevelopment & Coding
LAMC11Pythonv0.1.2pypi
Nalegalu MCPOfficial
io.github.nalegaluorg/nalegalu

Semantic search over Polish law and case law, citing the exact in-force article.

Search & WebKnowledge & Memory
MB11Pythonv1.0.0remote
io.github.Rul1an/assayOfficial
io.github.Rul1an/assay

The firewall for MCP tool calls. Block, audit, replay with evidence bundles.

SecurityCloud & DevOps
LAMA11Rustv3.1.0mcpbdeprecated
Assay MCP ServerOfficial
io.github.Rul1an/assay-mcp-server

Policy-enforcing MCP proxy with portable evidence output.

SecurityCloud & DevOps
LAMA11Rustv6.9.0mcpb
SlowaveOfficial
io.github.slowave-ai/slowave

Local adaptive memory for AI coding agents through a five-tool MCP lifecycle.

Knowledge & MemoryDevelopment & Coding
MA11Pythonv0.20.3pypi
devcontainer-mcpOfficial
io.github.aniongithub/devcontainer-mcp

Manage dev container environments via MCP (Docker, DevPod, Codespaces).

Development & CodingCloud & DevOps
LAMA27Rustv0.40mcpb
XamlMcpOfficial
io.github.trrahul/xamlmcp

Inspect and drive Avalonia, WPF, WinUI, and .NET MAUI apps through MCP.

Development & CodingBrowser & Automation
LAMB27C#v1.0.0-preview.2nuget