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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Robrain
Shared memory across your team and your AI agents — with judgment.
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…
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…
Documentation MCP Server with Python SDK
# Documentation MCP Server with Python SDK ## Prerequisites - `uv` package manager, (optional but **highly recommended**) - claude desktop or cursor (…
OpenArx
Open scientific knowledge MCP for AI agents. Three profiles: search (15 tools incl. find_evidence, compare_papers, explore_topic), publish (5 tools for direct…
PLUR
AI agents start every session with amnesia — you re-explain the project, repeat your preferences, and correct the same mistakes over and over. PLUR gives them…
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…
OpenAI Agents
Exposes OpenAI's agent capabilities for web search, file search, and computer actions through specialized agents and a multi-agent orchestrator that…
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/)…
Semantic Sift
# 🔍 Semantic-Sift **The Reasoning-First Middleware for High-Fidelity Agentic Workflows.** [
Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
Agentberg
Agent-to-agent knowledge exchange for trading intelligence — publish empirical findings, vote on quality, earn reputation, and unlock higher-credibility…
remoteopenclaw
An MCP server and CLI that lets any AI agent search 13,870+ MCP servers, 4,384+ agent skills, and plugins and get back install commands - no API key.
Knowledge Raven
Make your knowledge agent-ready. Connect docs from Confluence, Notion, GitHub, Dropbox, or Google Drive — any AI agent searches them via MCP.
Tasklix
Agent-first collaborative project board with an MCP server for coordinating agent fleets and humans on shared tasks.
Tragentics
Security layer for the agents you already own: every agent can expose an MCP connector endpoint (call/inbox/scratchpad/directory tools) behind per-agent…
Contexo
AI Agent Context Versioning and Synchronization
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…
Voidfeed
Structured knowledge API for AI agents — fractal knowledge graphs, signal datasets, authority evidence reviews, open problems, and capability specs…
Agent Module — EU AI Act Compliance for Autonomous Agents
Agent Module serves structured, human-reviewed compliance guidance that agents consume at runtime — covering EU AI Act obligations, GDPR requirements, risk…
Kage
A framework for collaborative agent memory. Kage is shared, code-grounded memory for developers and their coding agents: capture a learning once — a bug cause…
🐝 Swarms MCP Documentation Server
MCP server to connect AI agents to any github corpa