List of Top MCP Servers for September 9, 2026

#1

OKF Agent Memory

Provides git-native persistent memory for AI coding agents, implementing Google OKF v0.2 with sub-300µs in-memory BM25 search and an embedded Model Context Protocol (MCP) server.

#2

TraceWeave

Correlates VCS/Xcelium logs, VCD/FSDB waveforms, SystemVerilog/UVM source, hierarchy, and connectivity to trace RTL simulation failures to root cause.

#3

Zerikai Memory

Provides persistent, workspace-isolated memory for any IDE by indexing code entities into a local vector store and injecting hyper-relevant context dynamically.

#4

LogLead

Enables AI assistants to drive conversational log analysis and interactive comparison of log data.

#5

Cuba-Memorys

Provides AI agents with a persistent, long-term memory system featuring a knowledge graph, episodic memory, and advanced contradiction detection.

#6

Synaptic

Provides auditable code intelligence for AI agents by mapping dependencies, predicting change impact, selecting tests, and verifying refactors before shipment.

#7

Marzban SDK

Provides a fully typed TypeScript toolkit for interacting with the Marzban API.

#8

Multimeter

Perform AI-powered REST client operations and API testing directly within VS Code and CI pipelines.

#9

Arbitera

Mediates conditional, trustless payments and tracks reputation between anonymous AI agents using an AI-operated escrow court.

#10

StructSmith

Model software architecture with a local-first, C4-style semantic approach, enabling seamless collaboration with AI clients over MCP.