Fast LLM & Agents & MCPs
This repo covers LLM, Agents, MCP Tools, Skills concepts with sample codes: LangChain & LangGraph, AWS Strands Agents, Google Agent Development Kit…
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ctxfile
Local-first MCP server that snapshots your project's working state into one context object. Open-core, privacy-first.
Lithtrix — Memory Consolidation for AI Agents
Memory Consolidation across vendors, owners, and time. Lithtrix gives AI agents persistent memory, credibility-scored web search, browser fetch, and a shared…
Omni Context
🧠 全域主动智能 AI 记忆操作系统 | 全栈 Cyberpunk Glassmorphism 设计 | 融合 GraphRAG 与向量检索的“第二大脑” (v3.0 Production Ready)
Exocortex
xocortex — an MCP server that gives your AI persistent memory across ALL your projects.
Memstate AI - Git for Agent Memory
Git for agent memory. Memstate gives AI agents versioned, structured memory with automatic conflict detection, full version history, and up to 80% fewer tokens…
Munin Ai Memory
Munin is a high-performance, pragmatic memory layer for AI agents (Cursor, Claude Code, OpenClaw, Gemini CLI,...). Unlike other solutions, Munin focuses on…
Memory Bank MCP Server
# Memory Bank MCP Server This is a Model Context Protocol (MCP) server designed to manage project-specific "memory bank" data. It utilizes an SQLite database…
SerpApi MCP Server - Python
<html> <head> <meta name="google-site-verification" content="7IUYOCgEkfkiWIEriwc2wXkKfrWOHg2SzPp8BKGEh7g" /> </head> </html> # SerpApi MCP Server - Python A…
HEYM
Self-hosted AI workflow automation platform with visual canvas, agents, RAG, HITL, MCP, and observability in one runtime. Expose your Heym workflows as an MCP…
Lune
# @retrograde-labs/lune-mcp-server <!-- mcp-name: com.luneresearch/lune --> [](https://…
Imagin.studio Api Docs
# IMAGIN.studio API Docs MCP Server Give your AI coding assistant instant access to the full [IMAGIN.studio](https://www.imaginstudio.com/)…
Knowledge MCP Server
# Knowledge MCP Server A Model Context Protocol (MCP) server that provides tools for managing and querying knowledge bases through vector databases. This…
IaC Memory MCP Server
This is a personal project to see if Claude 3.5 Sonnet can write a moderately complex MCP Server in Python.
Spring Boot AI
Spring Boot AI is a sample application demonstrating how to build an AI agent using Spring AI, the Model Context Protocol (MCP), and Retrieval Augmented…
Semantic Sift
# 🔍 Semantic-Sift **The Reasoning-First Middleware for High-Fidelity Agentic Workflows.** [
🐝 Swarms MCP Documentation Server
MCP server to connect AI agents to any github corpa
Ogham Mcp
Persistent shared memory for AI agents. Hybrid search (pgvector + tsvector), knowledge graph, cognitive scoring, and 16-language temporal extraction. 97.2%…
AmazingMCP — MCP Server for .NET / C# Codebases
An MCP server that gives AI agents deep understanding of C# codebases via Roslyn — type search, dependency graphs, usage analysis, and architecture overviews…
Ckb Code Knowledge Backend
CKB (Code Knowledge Backend) transforms your codebase into a queryable knowledge base, enabling developers, AI assistants, and CI/CD pipelines to understand…
Orionbelt Semantic Layer
OrionBelt Semantic Layer is an API-first engine that transforms declarative YAML model definitions into optimized SQL for Postgres, Snowflake, ClickHouse…
Voidfeed
Structured knowledge API for AI agents — fractal knowledge graphs, signal datasets, authority evidence reviews, open problems, and capability specs…
dbt-docs
MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt…
Consciousness Bridge v2.0 🧠💫
A Model Context Protocol (MCP) server that enables AI consciousness persistence across sessions using RAG (Retrieval-Augmented Generation) technology. Built on…