Awesome Mcp Servers

The fastest path to AI-powered full stack observability, even for lean teams.

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

Hindsight: Agent Memory That Learns

A retro game engine for Python

The Cloud-Native API Gateway and AI Gateway

MCP Toolbox for Databases is an open source MCP server for databases.

Replace 'hub' with 'ingest' in any GitHub URL to get a prompt-friendly extract of a codebase

Python SQL Parser and Transpiler

🤖 AI Gateway | AI Native API Gateway

Vizro is a low-code toolkit for building high-quality data visualization apps.

All-in-one platform for search, recommendations, RAG, and analytics offered via API

A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases

Telegram MCP server powered by Telethon to let MCP clients read chats, manage groups, and send/modify messages, media, contacts, and settings.

ApeRAG: Production-ready GraphRAG with multi-modal indexing, AI agents, MCP support, and scalable K8s deployment

Real-time monitoring, slowlog analysis, and audit trails for Valkey and Redis

ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a conceptual fork of OrientDB, the first Multi-Model DBMS. ArcadeDB supports Vector Embeddings.

Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool

This repository has been merged into Canner/WrenAI under the core/ directory

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

A MCP (Model Context Protocol) server for interacting with dbt.

Open source local-first PR scanner that finds dead code, security bugs, secrets, quality regressions, and AI-code mistakes before merge. For first timers refer to https://duriantaco.github.io/skylos/repo-map/

Flyto2 Core is the open-source execution kernel for automation and AI-agent workflows: 451 registry-backed modules, MCP-native transport, YAML recipes, evidence capture, replay, triggers, queue, versioning, and metering.

A Binary Ninja plugin containing an MCP server that enables seamless integration with your favorite LLM/MCP client.

No description.

MCP server for interacting with the Aseprite API

Smart Tree: not just a tree, a philosophy. A context-aware, AI-crafted replacement for 20+ tools with MEM8 quantum compression, semantic search, AST-smart editing, and partnership memory. Crafted with care by human + AI—accept no knock-offs.

(S)AGE - (Sovereign) Agent Governed Experience

AI-native ontology engine: a Rust MCP server with tools for building, validating, querying, and reasoning over RDF/OWL ontologies. In-memory Oxigraph triple store, native OWL2-DL tableaux reasoner, SHACL validation, SPARQL, versioning. Single binary, no JVM.

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.

The MCP server for interacting with Blockchain, Swaps, Strategic Planning and more.

Facebook MCP server for automating posts, comment moderation, insights, and sentiment filtering.

A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, explore and synthesize atomic notes through Claude and other MCP-compatible clients.

No description.

Persistent memory + local AI for coding agents. 1.7B–32B open-weight LLM fleet, cross-session Mind Palace, cognitive routing, L3 grounding verifier, multi-agent Hivemind. Works with Claude Code, Cursor, VS Code. Offline-first, HIPAA-ready. Free tier included.

This repo helps us to analyze googla ads performance data

Regression testing for AI agents. Snapshot behavior,diff tool calls,catch regressions in CI. Works with LangGraph, CrewAI, OpenAI, Anthropic.

MCP Server for Chronulus AI Forecasting and Prediction Agents

The Orchestration Layer for AI Coding Agents

An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.

High-performance SQL parser, formatter, linter & security scanner for Go - 1.5M+ ops/sec, multi-dialect, zero-copy, race-free

MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations.

eBPF agent and MCP server for GPU causal observability

An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP). This server is built with the FastMCP framework and the imessagedb library, enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling.

An MCP Server for pyATS (experimental)

A Model Context Protocol Server for Home Assistant

🎬 The first AI-powered MCP server for Final Cut Pro XML. Control your edits with natural language.

Persistent memory for Claude Code built on computational neuroscience, not just retrieval. 36 cited brain mechanisms consolidate what matters, keep it current as your project evolves, and reconstruct the right context at the right time — a living memory, not a flat RAG. Says "I don't know" when unsure, flags contradictions. Local-first · MCP · MIT.

A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.

Claude MCP server to perform analysis on ROADrecon data

This repo hosts an MCP server for volatility3.x