Vector Search

Local-first biological memory for coding agents: recall, consolidation, and pre-action Guard checks.

JUJU — local-first MCP server with 74 coding, screen, media, speech, browser, game and workflow tools; embedded OAuth and owner-controlled workspace permissions.

Versioned memory for AI agents — structured keypaths, conflict detection, and 80% fewer tokens than alternatives.

Pluggable local memory MCP server for OpenCode — remembers your project context across sessions

Stops your AI coding agent from repeating the same mistakes. OpenCode plugin that consolidates failure modes, patterns, and preferences from every session into a persistent knowledge base injected into future sessions automatically.

DODO — local-first MCP server with multi-project coding, AI providers, sub-agents, context, memory, media and workflow tools; embedded OAuth and workspace permissions.

PDF parsing server with text extraction, metadata, search, images, and TOC via MCP

MCP server that exposes Schift memory (Gmail/Notion/Slack/Linear/GitHub/...) to Claude Code, Cursor, ChatGPT, Gemini and other LLMs.

MCP server for MemoryRelay - persistent memory for AI agents

Seven-layer code memory — benchmarked. AST-aware chunking, symbol graph with PageRank, semantic + BM25 retrieval. Personal, team-shared, offline-first, any embedding or LLM provider. MCP server + CLI.

Complete development container that sets up Claude Code with modular devcontainer features, modern dev tools, and persistent configurations. Drop it into any project and get a production-ready AI development environment in minutes.

Governed graph-native agent memory: knowledge extraction, fusion, hybrid RAG, scoped access tokens.

Context compiler for TypeScript/JavaScript AI agents. Automatically compiles agent state into optimized LLM payloads with history compression, tool pruning, multi-provider support, and more.

Quantum circuit simulator in WebAssembly + agent harness CLI — run state-vector simulation, Grover search, and QAOA MaxCut from your terminal. npx @ruvector/ruqu

Hive MCP server — AI dev session logs, plans, and semantic search via Supabase pgvector

Continuous learning for Kiro agent sessions on AWS. Passive tool-use capture, LLM extraction, and synchronous context injection — inspired by claude-mem, aligned with Bedrock AgentCore Memory.

Conversational agent that grounds career guidance and quality review in your organization's engineering standard.

Swarmdo CLI - Enterprise AI agent orchestration with 60+ specialized agents, swarm coordination, MCP server, self-learning hooks, and vector memory for Claude Code

Official AgentFix n8n node — RAG search/chat, agent ingest, message buffer, CRM automation, platform channels, WhatsApp, email and dashboard.

PMLL Memory MCP — persistent KV context memory and Q-promise deduplication.