12 boosters for "embeddings" — AI-graded, open source, ready to install
Local persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc.
Persistent cross-session memory for Claude and AI agents. Self-host on Redis/Valkey, or use the managed cloud at recallmcp.com.
Librarian is a local-first documentation CLI that indexes and retrieves docs using vector embeddings and SQLite, enabling developers to search and manage documentation offline with AI assistance.
MCP server that indexes your codebase with semantic search. Ask "find the auth bug I was debugging" instead of grepping. Uses embeddings + SQLite for local vector search. Respects .gitignore, tracks file changes, answers "what did I work on last week?"
🧵 HoloLoom: Neural decision-making system with weaving architecture. Combines multi-scale embeddings, knowledge graphs, Thompson Sampling exploration, and PPO reinforcement learning through a unique computational weaving metaphor.
HoloLoom is a neural decision-making system prompt integrating prompt management, analytics, and Thompson Sampling optimization for LLM applications. Developers working with multi-agent systems and prompt optimization would benefit from its structured approach to prompt selection and performance tracking.
A recursive RAG (Retrieval-Augmented Generation) MCP server that integrates with Cursor IDE to enable intelligent code retrieval and context optimization through vector embeddings and a rules optimizer. Developers using Cursor can leverage this to enhance code understanding, documentation retrieval, and AI-assisted development workflows.
Project workflow (GitHub CLI + Knowledge Graph sync)
A specialized agent that intelligently researches, validates, and categorizes knowledge sources for AI systems, determining optimal storage methods (URL references, local extracts, or embeddings) using parallel web scraping. Ideal for developers building knowledge-intensive agent systems who need automated source curation and validation.
An agent specialized in integrating multiple AI providers (OpenAI, Anthropic, Google AI) with expertise in prompt engineering, embeddings, RAG implementation, and error handling. Ideal for developers building multi-LLM applications who need standardized integration patterns and fallback strategies.
Local code indexing tool with semantic search for Claude Code - MCP server and CLI
MattGPT is a personalized portfolio assistant that answers career and capability questions by grounding responses in real STAR stories and project case studies from 20+ years of digital transformation experience. It's useful for job seekers preparing for interviews, clients evaluating consulting capabilities, and anyone wanting evidence-backed career insights.
