70 packages found
Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures
A multi-step LangChain v1 sales-conversation agent that uses the Azure OpenAI Responses API, an MCP server with Postgres
Google Workspace MCP that actually writes. 28 tools across Docs/Slides/Sheets/Drive — markdown-to-Docs, smart chips, dat
Google Maps MCP Server: Connect AI Agents to Places, Directions, Geocoding & Roads APIs. Deployed on Kubernetes.
This repository provides a working, deployable, open source-based, serverless MCP server blueprint with an AWS Lambda fu
A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features
Open geographic query engine — ask place-based questions in natural language, get answers on a map. Covers disasters, de
MCP server for external memory layer for AI agents + more . Download from pypi , and get started
Cognitive memory for AI agents. Pure Rust, <1ms recall, 2.7MB, zero cloud. Patent Pending.
Your Data, Your AI — Health, Finance & More. Open Source, Privacy-First.
A modular research pipeline that turns trending Reddit discussions into structured market events and options trade ideas
Live context engine for AI assistants — resolve-before-context, session waypoints, and tool-selection intelligence for H
Telegram MCP server with 45+ methods, QR auth, WSL/Kiro setup, and Docker-ready deployment
Start, observe, and interact with Claude Managed Agents from any MCP client (Claude.ai, Claude Code, …). Pluggable auth
Self-hosted, read-only MCP server for personal finance. Connect your banks via Plaid and query them from Claude Code.
Action Control for autonomous agents. Check posture. Gate risky actions. Prove execution. Fits your existing agent stack
SQLite-backed MCP Memory Server with WAL concurrent safety, FTS5 search, session tracking, task management, and cross-ma
Yandex Tracker MCP Server with OAuth2 support
Demo of ADK (Agent Development Kit) as an MCP (Model Context Protocol) client for flight search capabilities.
MCP server enabling AI assistants to search and retrieve information from local resume and job application documents
Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!
Production-grade persistent memory service for AI agents — FastAPI + pgvector + local ONNX embeddings
Multi-provider web search broker for AI agents. 14 providers, budget-aware routing, content extraction — one API.
A Python-based MCP server that lets Claude run boto3 code to query and manage AWS resources. Execute powerful AWS operat
Extends Model Context Protocol (MCP) to local LLMs via Ollama, enabling Claude-like tool use (files, web, email, GitHub,
Open-source MCP server. Give AI agents authenticated access to GitHub, Notion, Slack and 10+ tools via one connection.
Persistent semantic memory server for MCP - Give your AI long-term memory that survives across conversations. Lightweigh
AI-powered architecture diagram generator with MCP server integration. Create professional cloud diagrams (AWS, Azure, G
Open Python agent harness for production AI apps: tools, MCP, memory, workspace, telemetry, subagents, background tasks,
OAuth-based multi-user Slack MCP server with HTTP transport
Open-source AI assistant ecosystem with MCP integrations, multimodal workflows, IoT support, and cross-platform voice in
Model eXecution + Context Protocol: Enterprise-Grade Data-to-AI Infrastructure
Give Claude Code, Cursor, Codex CLI a ChatGPT for your codebase. Multi-agent knowledge engine, grounded Q&A with file pa
MCP server middleware for aiogram Telegram bots — expose your bot to AI agents via the Model Context Protocol
Query, monitor, and manage Unraid servers via GraphQL API through MCP tools. Supports system info, Docker, VMs, array/pa
Universal memory layer for AI applications. Self-host in minutes. Open source.
One memory. Every AI tool. Yours to keep. Local-first, MCP-compatible, Apache 2.0.
Self-hostable GPU-aware job broker for your own machines, with native MCP/agent integration
A Model Context Protocol (MCP) server that provides weather information using the Open-Meteo API.
provides AI-powered PostgreSQL performance tuning capabilities.
Unofficial. Splunk MCP server. Implemented in Python and TypeScript/JS. Runs searches, queries Splunk, and outputs data
Comprehensive MCP server providing real-time framework documentation access for Claude Code with intelligent caching, mu
Claude Code in Docker. Drop-in OpenAI-compatible API, MCP server, Telegram bot, and CLI — five interfaces, one image. Pe
Open-source metasearch backend, MCP server, and AI search API for LLM agents. Python FastAPI search gateway with Google
Open-source deep research MCP. Qwen3-30B-A3B-Thinking via OpenRouter, cited web synthesis for Claude Code, Codex, Cursor
Official python implementation of UTCP. UTCP is an open standard that lets AI agents call any API directly, without extr
The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.
Long-term memory for LLMs. MCP server backed by hybrid search in a single SQLite file.
Open-source Python library for 73 API connectors — Gmail, Slack, GitHub, Stripe, OpenAI, Anthropic & more. MCP server, O
An autonomous agent that conducts deep research on any data using any LLM providers