Agent♥︎Age

MCP Catalog

Browse 584 Model Context Protocol servers · Development & Coding · PythonClear

Zoekt MCPOfficial
io.github.radiovisual/zoekt-mcp

Fast indexed code search for AI agents, powered by Sourcegraph Zoekt.

Development & CodingSearch & Web
LAMB0Pythonv0.3.2pypioci
Ardupilot Mavlink MCPOfficial
io.github.rmeadomavic/ardupilot-mavlink-mcp

Live ArduPilot control over MAVLink: state, params, modes, prearm diagnosis, gated arm. SITL-first.

Development & CodingCloud & DevOps
LAMA0Pythonv0.1.0pypi
MCP Ml LabOfficial
io.github.rohithraju-ops/mcp-ml-lab

Run end-to-end ML experiments from natural language (XGBoost, LightGBM, Optuna).

AI & Machine LearningDevelopment & Coding
LAMB0Pythonv0.1.0pypi
BackburnerOfficial
io.github.RohitYajee8076/backburner

Run long shell commands as background tasks: start them, keep working, collect the results later

Development & CodingCloud & DevOps
LAMA0Pythonv0.2.1pypi
Rosh MCPOfficial
io.github.rosh-studio/rosh-mcp

Create interactive web apps, games, and 3D scenes using Rosh — a plain-English language

Development & CodingMedia & Design
LAMB0Pythonv0.1.0pypi
AgentTasker MCP ServerOfficial
io.github.S3bRR/agent-tasker-mcp

Minimal stdio MCP server for parallel task execution by AI agents.

Development & CodingProductivity & Docs
LAMB0Pythonv1.0.1pypi
junai Pipeline MCPOfficial
io.github.saajunaid/junai-mcp

Agentic pipeline orchestration MCP server for AI-driven development workflows.

Development & CodingAI & Machine Learning
MA0Pythonv0.1.1pypi
patchwork — Codebase Conventions for AI AgentsOfficial
io.github.SaiNarayana-B/patchwork

Scan any codebase, generate CONVENTIONS.md, expose conventions as MCP tools for AI agents.

Development & Coding
LAMA0Pythonv0.1.7pypi
Dify MCPOfficial
io.github.salted-butter-joshua/dify-mcp

MCP server exposing Dify knowledge base retrieval to Cursor and other MCP clients

Knowledge & MemoryDevelopment & Coding
LAMA0Pythonv0.1.0pypi
TouchstoneOfficial
io.github.savecharlie/touchstone

Verifiable text/code/measurement tools for agents, each reproducing a named authority.

Development & CodingSecurity
LAMA0Pythonv0.1.0pypi
sncroOfficial
io.github.scottconfusedgorilla/sncro

Live browser debugging for AI assistants — DOM, console, network via MCP.

Browser & AutomationDevelopment & Coding
LAMB0Python12 toolsv0.9.4remote
MooringOfficial
io.github.seayniclabs/mooring

Git and GitHub operations — repo status, diffs, branches, PRs, issues, and Actions.

Development & CodingCloud & DevOps
LAMB0Pythonv0.1.1pypi
Kuriflow MCPOfficial
io.github.sGuNk13/kuriflow-mcp

Make AI tasks repeatable. Run with new data automatically — zero AI tokens per run.

Development & CodingProductivity & Docs
LAMB0Pythonv0.1.1pypi
DevTimeOfficial
io.github.Shakargy/devtime

Local-first, read-only MCP server for evidence-backed repository memory.

Development & CodingKnowledge & Memory
LAMA0Pythonv0.1.2pypi
Aruba Central MCPOfficial
io.github.shigechika/aruba-central-mcp

MCP server for Aruba Central: expose AP, switch, and client status to AI assistants

Cloud & DevOpsDevelopment & Coding
LAMA0Pythonv0.5.1pypi
Dependency Migration MCPOfficial
io.github.SolvoHQ/dependency-migration-mcp

Through-the-upgrade dependency-migration briefs for LLM coding agents.

Development & Coding
MB0Pythonv0.1.2mcpb
lo-eyesOfficial
io.github.sophiacave/lo-eyes

Visual accessibility inspector. WCAG contrast, touch targets, heading audits, screenshots.

Development & CodingMedia & Design
LAMA0Pythonv1.1.0pypi
MCP ShieldOfficial
io.github.sophiacave/mcp-shield

Security scanner for MCP servers. SSRF, path traversal, injection, auth, secrets. Grade A-F.

SecurityDevelopment & Coding
MA0Pythonv1.0.7npm
BoltworkOfficial
io.github.Squidboy30/boltwork-mcp

AI services via Bitcoin Lightning — PDF summarisation, code review, translation and more.

Finance & CryptoDevelopment & Coding
MB0Pythonv0.1.12pypi
Bash Vet MCPOfficial
io.github.temurkhan13/bash-vet-mcp

Vet LLM-emitted shell commands BEFORE execution. 26 destructive-pattern rules / 8 families.

Development & CodingSecurity
LAMB0Pythonv1.0.3pypi
Mo5 MCP ServerOfficial
io.github.thlg057/mo5-mcp-server

MCP server for Thomson MO5 C development, 6809, CMOC, SDK, toolchain.

Development & Coding
LAMB0Pythonv1.0.2npm
TopoLift NegotiationOfficial
io.github.TopoLift/topolift-mcp

Atom-grounded negotiation reasoning. Typed topology slot, inline citations, public dialect.

Development & Coding
LAMB0Pythonv0.2.1pypi
Fw Context MCPOfficial
io.github.turbyho/fw-context-mcp

Build-aware code intelligence for embedded C/C++ firmware — libclang, FTS5, call graphs, 19 tools

Development & Coding
LAMA0Pythonv0.1.4pypi
Release Notes MCPOfficial
io.github.vaggeliskls/release-notes-mcp

A small, generic MCP server for combining GitHub/GitLab/Gitea releases into product release notes

Development & CodingProductivity & Docs
MA0Pythonv1.0.1pypi