Results for “retrieval”

Google Workspace MCP that actually writes. 28 tools across Docs/Slides/Sheets/Drive — markdown-to-Docs, smart chips, dat

Yandex Tracker MCP Server with OAuth2 support

The best-benchmarked open-source memory system for AI coding assistants

A Retrieval-Augmented Generation (RAG) system that leverages Google's Agent Development Kit (ADK) and Qdrant vector data

Project-scoped Qdrant MCP server for workspace collections with scratchbook functionality. Python port of claude-qdrant-

Production-grade persistent memory service for AI agents — FastAPI + pgvector + local ONNX embeddings

A simple MCP ODBC server using FastAPI, ODBC and SQLAlchemy.

Open source implementation and extension of Google Research’s PaperBanana for automated academic figures, diagrams, and

Fast Python web crawler for RAG and AI ingestion. Extracts clean Markdown from any site for LLMs and vector stores.

A Model Context Protocol (MCP) server that provides weather information using the Open-Meteo API.

🚀 Complete MCP server for Slack Lists: ✅ Create & bulk-add items ✅ Advanced filtering ✅ JSON/CSV export ✅ All field typ

Zero-config MCP server for searchable documentation (SQLite default, PostgreSQL optional)

Multi-provider web search broker for AI agents. 14 providers, budget-aware routing, content extraction — one API.

Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarit

AI-powered documentation RAG system with MCP server for Claude Code. Search and retrieve technical documentation on-dema

Open Python agent harness for production AI apps: tools, MCP, memory, workspace, telemetry, subagents, background tasks,

Give Claude Code, Cursor, Codex CLI a ChatGPT for your codebase. Multi-agent knowledge engine, grounded Q&A with file pa

One memory. Every AI tool. Yours to keep. Local-first, MCP-compatible, Apache 2.0.

SQLite-backed MCP Memory Server with WAL concurrent safety, FTS5 search, session tracking, task management, and cross-ma

Cognitive memory for AI agents. Pure Rust, <1ms recall, 2.7MB, zero cloud. Patent Pending.

Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip i

PDBe MCP Servers integrate Protein Data Bank Europe resources with LLMs via Model Context Protocol. Provides seamless ac

A Claude Code plugin that gives Claude persistent memory across sessions — stores lessons and decisions as markdown in y

MCP server for Mendeley reference manager - search, retrieve, and manage your academic library from Claude and other MCP

MCP server to give llms such as Claude, GitHub Copilot etc full PowerBI model context (from input .pbix) through tools b

Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.

Google Maps MCP Server: Connect AI Agents to Places, Directions, Geocoding & Roads APIs. Deployed on Kubernetes.

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures

Enhanced MCP server for SearXNG: category-aware web-search, web-scraping, and date/time retrieval.

MCP server enabling AI assistants to search and retrieve information from local resume and job application documents

MCP server for the Sovereign AI Blog: Search, retrieve, and diagnose tools for self-hosted AI on NVIDIA DGX Spark.

A MCP server that enables you to search and retrieve AWS Black Belt Online Seminar content, including PDFs, and YouTube

provides AI-powered PostgreSQL performance tuning capabilities.

An autonomous agent that conducts deep research on any data using any LLM providers

A Model Context Protocol (MCP) server enabling AI assistants to interact with Azure DevOps services via Python SDK.

An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, f

Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents

Persistent engineering memory for coding agents over MCP.

Your Data, Your AI — Health, Finance & More. Open Source, Privacy-First.

IP Geolocation MCP server using IP2Location.io API

🏓 An experimental and educational script for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls

Governed memory for long-lived coding agents. Trust, provenance, conflict detection. Local-first.

Autonomous agent for Kubernetes incident detection, diagnosis, and mitigation using LLMs and modular workflows. Integrat

🚀 ViralTransformer: A high-performance MCP server for automated web scraping & AI-driven viral content transformation.

OAuth-based multi-user Slack MCP server with HTTP transport

Always-on context for AI agents: screen capture, OCR, voice, MCP server. Local-first, AGPL-3.0.