280 dependents
Package Description Downloads/month
MCP server for retrieving context from a Qdrant vector database 2.9M
CUGA is an open-source generalist agent harness for the enterprise, supporting c... 450K
NeMo Guardrails is an open-source toolkit for easily adding programmable guardra... 260K
AI conversations that actually remember. Never re-explain your project to your A... 44K
Anteroom - your gateway to AI conversation 32K
Additional packages (components, document stores and the likes) to extend the ca... 17K
The context development platform. Store, enrich, and retrieve structured knowled... 17K
Self-hosted multi-user LLM memory service for Raspberry Pi 5. MCP-compatible. 15K
Nextcloud MCP Server 15K
Local document memory with instant semantic search. Drop any file. Ask anything.... 12K
Symbol-level code indexer MCP server — token-efficient AI editing with confirm-b... 10K
Self-hosted AI personal assistant with multi-channel chat, smart memory, and ext... 10K
Sema is a content-addressed vocabulary for AI agents. Precise thinking, reliable... 9K
In-memory vector store with FastEmbed integration for Python applications. 8K
A cognitive harness for personal AI. Local-first. Memory is the nervous system, ... 8K
Graph-powered code intelligence engine — indexes codebases into a knowledge grap... 8K
Long-term memory MCP server for LLMs — hybrid search in a single SQLite file 7K
Claude re-reads your code every session. Make it stop. Save 70%+ on tokens. Loca... 6K
Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, ... 6K
A modular data preparation CLI for ingestion, profiling, classification, preproc... 6K
Ormah 5K
Claude Context Engine 5K
A self-improving code reasoning engine with persistent semantic memory 5K
Local semantic search over your browser bookmarks — on-device embeddings, no clo... 4K
Self-hosted long-term memory for AI agents via MCP. One vault across Claude Code... 4K
MCP + REST server exposing fast search over Linux kernel mailing list archives (... 4K
Python SDK for AgentBay — persistent memory for AI agents. 3 lines to give your ... 4K
Agentic memory for CTI in Python — STIX knowledge graphs, threat-actor alias res... 3K
Global orchestrator package for development workflows 3K
FastMCP2 server for Google Drive uploads with Qdrant-powered semantic search 3K
Project-agnostic dual-memory MCP CLI for Claude Code, Cursor, and OpenCode (Qdra... 3K
SeekLink — hybrid semantic search for markdown vaults. Four-channel RRF fusion, ... 3K
🧠 Semantica - An Open Source Framework for building Semantic Layers and Knowledg... 3K
Agent memory interface implemented using LadybugDB 3K
Basic security utils for prompt injection discovery in python-based skills and M... 3K
MCP server for retrieving context from a Qdrant vector database 3K
Context Intelligence for AI Coding Agents — smart, token-budgeted code context 3K
Opensource Memory for Agents 3K
Wisdom over Memory. A pluggable cognitive framework that gives AI agents the abi... 3K
3K
The ultimate memory system library for AI agents. 3K
MCP server: semantic code search with SQLite + local free embeddings 3K
"Language-Augmented Relational SQL" The AI is the operator inside SQL. 3K
Universal AI Memory Layer - Cross-client, cross-repo context management with RAG... 3K
llama-index sparse embeddings fastembed integration 3K
Code intelligence MCP server for token-efficient code retrieval, analysis, and r... 3K
Semantic code search for AI agents — 166+ languages, hybrid search, works offlin... 3K
A model-agnostic AI agent CLI - your AI henchman for the terminal 3K
A comprehensive desktop application for visualizing, querying, and managing vect... 3K
Lightweight MCP server for semantic file caching with 80%+ token reduction 3K