MCP Servers
Model Context Protocol servers that give AI agents access to tools and data — sourced from the official MCP registry and ranked by GitHub stars.
J-Link MCP
Debug embedded firmware on real hardware via J-Link probes, Cortex-M faults, RTT logs, and GDB.
PageMap
Convert 100K+ token HTML into 2-5K token structured page maps with click/type/select interaction for AI agents.
AIRAS
Automated AI research toolkit: hypothesis generation, experiments, and verifiable paper writing with preregistration and CI enforcement.
Oh My Android
AI agents see and drive the Android Emulator: screenshots, UI measurements, tap, dark mode, RTL, logcat.
Semantic code graph with 42 tools across 38 languages—callers, impact analysis, AI context, memory, and PR review.
Connect AI agents to Couchbase clusters for natural language data exploration, querying, and management.
MCP server for Frida reverse engineering toolkit—inspect processes, load instrumentation scripts, and search CodeShare.
T-Bank MCP
T-Bank mobile banking API for Claude, Cursor, and other MCP agents—accounts, cards, transfers, tickets, travel, grocery.
Inite Brain
Open-source bitemporal memory layer for LLM agents with knowledge graphs and conflict resolution.
Estonian e-arveldaja (RIK e-Financials) accounting integration with 127 tools for invoices, bank import, and financial reports.
Kindex
Persistent knowledge graph MCP server for multi-agent coordination with git-tracked project context.
Zero-dependency browser automation via Chrome DevTools Protocol—no Puppeteer, Playwright, or Selenium.
io.github.mustafacagri/ai-quality-gate
Automated code quality enforcement for AI-generated code using ESLint, Prettier, and optional SonarQube analysis.
Documentation Extractor
Extract llms.txt and install.md documentation from any website for AI agents and LLMs
PubNub MCP Server
Real-time communication and analytics platform integration for AI agents via PubNub's SDK, APIs, and Illuminate automation.
SharpLens
92 semantic C#/.NET analysis tools via Roslyn for AI agents: navigation, refactoring, code generation, and audit.
Graqle
Graph-powered codebase reasoning and institutional memory for AI agents—turn your organization's knowledge into persistent, queryable intelligence.
Nora
Self-hosted AI agent fleet control plane for OpenClaw and Hermes on Docker or Kubernetes.
MCP Evernote
Seamless Evernote integration for Claude with OAuth, markdown support, and note management.
Kindex
Persistent knowledge graph MCP server for AI agents to share context across sessions and coordinate work.
Design cloud architectures and plan migrations with costs, compliance controls, and deployable infrastructure code.
com.kage-core/kage
Verified memory for coding agents: claims cited against code, stale withheld, savings receipts.
OmniSeek
Self-hosted perception MCP server that finds answers in audio, video, paywalled content, and multiple languages where search stops.
InsForge
MCP server for InsForge BaaS — add databases, storage, functions, and deployments to your apps via AI agents.
AI-powered OrcaSlicer control: slice, tune settings, and understand what each parameter costs in time and filament.
Logic Pro MCP
AI-powered Logic Pro control via MCP: compose MIDI, manage tracks, operate mixer, and read live DAW state.
Vlak
Design system with accessible React components, tokens, and CLI tooling for product interfaces.
AI-operable research workspace connecting Zotero, Obsidian, and NotebookLM for literature workflows.
Store, query, and create YAML workflow playbooks for LLM agents via MCP.
io.github.debridge-finance/debridge-mcp
Cross-chain and same-chain swaps, fee estimation, and trade execution via AI agents.