10 picks · ranked by GitHub stars
Best MCP servers for communication
The best MCP servers for communication are Strata, Vexa and MCP Server for WinDbg Crash Analysis, ranked by GitHub stars; Strata leads with 5,807 stars and is published by the vendor itself. The list covers 38 MCP servers in the appsgit catalog, one entry per repository.
Updated · data from GitHub, refreshed nightly
Top picks
- Rank 1:
Strata
Klavis-AI/klavis
MCP server for progressive tool usage at any scale (see https://klavis.ai).
OfficialCommunicationPythonStrata has 5,807 GitHub stars, is published by the vendor itself, runs without an API key, is written in Python and was last updated in June 2026.
- Rank 2:
Vexa
Vexa-ai/vexa
Meeting bot and transcripts for Google Meet, Teams and Zoom.
OfficialCommunicationPythonVexa has 2,856 GitHub stars, is published by the vendor itself, needs an API key or token, is written in Python and was last updated in October 2026.
- Rank 3:
MCP Server for WinDbg Crash Analysis
svnscha/mcp-windbg
A Model Context Protocol server for Windows crash dump analysis using WinDbg/CDB.
CommunicationPythonMCP Server for WinDbg Crash Analysis has 1,607 GitHub stars, runs without an API key, is written in Python and was last updated in September 2026.
Full ranking
All 10 picks, ranked
Ranked by GitHub stars and recent activity. Open any pick for live stats and licence details.
- 1
StrataKlavis-AI/klavis
MCP server for progressive tool usage at any scale (see https://klavis.ai).
PythonStrata has 5,807 GitHub stars, is published by the vendor itself, runs without an API key, is written in Python and was last updated in June 2026.
- 2
VexaVexa-ai/vexa
Meeting bot and transcripts for Google Meet, Teams and Zoom.
PythonVexa has 2,856 GitHub stars, is published by the vendor itself, needs an API key or token, is written in Python and was last updated in October 2026.
- 3
MCP Server for WinDbg Crash Analysissvnscha/mcp-windbg
A Model Context Protocol server for Windows crash dump analysis using WinDbg/CDB.
PythonMCP Server for WinDbg Crash Analysis has 1,607 GitHub stars, runs without an API key, is written in Python and was last updated in September 2026.
- 4
Rocketmq Rustmxsm/rocketmq-rust
🚀 Apache RocketMQ built in Rust 🦀 — faster, safer, and more memory-efficient.
RustRocketmq Rust has 1,524 GitHub stars, runs without an API key, is written in Rust and was last updated in October 2026.
- 5
Wassettemicrosoft/wassette
Wassette: A security-oriented runtime that runs WebAssembly Components via MCP.
RustWassette has 957 GitHub stars, is published by the vendor itself, runs without an API key, is written in Rust and was last updated in October 2026.
- 6
Line Bot MCP Serverline/line-bot-mcp-server
MCP server that integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.
TypeScriptLine Bot MCP Server has 783 GitHub stars, is published by the vendor itself, needs an API key or token, is written in TypeScript and was last updated in October 2026.
- 7
FLUJOmario-andreschak/FLUJO
Multi-Agent + Automation Harness: Graph-based Workflows, MCP, Self-Improving Agents.
TypeScriptFLUJO has 656 GitHub stars, runs without an API key, is written in TypeScript and was last updated in October 2026.
- 8
Photoshop MCPalisaitteke/photoshop-mcp
MCP server for Adobe Photoshop — 127 tools (generative AI + recipes), standalone web UI.
TypeScriptPhotoshop MCP has 585 GitHub stars, runs without an API key, is written in TypeScript and was last updated in October 2026.
- 9
Sv Number MCP Serversv-number/mcp-server
Phone numbers for AI agents: order a private number, read the SMS verification code, hand it back.
JavaScriptSv Number MCP Server has 546 GitHub stars, needs an API key or token, is written in JavaScript and was last updated in August 2026.
- 10
Beever AtlasBeever-AI/beever-atlas
Open-source LLM knowledge base: team chat into a typed knowledge graph and auto-generated wiki.
PythonBeever Atlas has 449 GitHub stars, runs without an API key, is written in Python and was last updated in July 2026.
What are the best MCP servers for communication?
The best MCP servers for communication are Strata, Vexa and MCP Server for WinDbg Crash Analysis, ranked by GitHub stars; Strata leads with 5,807 stars and is published by the vendor itself. The list covers 38 MCP servers in the appsgit catalog, one entry per repository.
Do these MCP servers need an API key?
3 of the 10 picks need an API key or token, for example Vexa; 7 run without one. Each page on appsgit lists the environment variables a MCP server expects.
Which AI clients work with these MCP servers?
Claude Code (all), Cursor (all), VS Code (all) and Claude Desktop (8 of 10). The client list comes from each project's published transport and package data; appsgit does not guess it.
Are any of these MCP servers official?
Yes: Strata, Vexa and Wassette and 1 more are published by the vendor themselves.
How do I install an MCP server?
Local servers run as a command such as npx, uvx or docker run that you add to your client's MCP configuration; remote servers only need their URL. Every server page on appsgit has ready-made snippets for Claude Desktop, Claude Code, Cursor and VS Code.
The weekly digest
New self-hosted apps, every week
Fresh releases, rising projects and one deploy guide a week. Join home labbers and engineers who self-host.