resonant-mind
Resonant Mind is a system designed to give AI agents a form of persistent memory and cognitive abilities. It functions as a server that stores and manages information, allowing AI systems to remember past interactions, understand emotions, and maintain a sense of identity over time. The system provides tools for organizing knowledge, searching for relevant information, and even processing emotions. Developers can use Resonant Mind to build AI agents that are more sophisticated and capable of complex reasoning. It aims to create a more human-like cognitive infrastructure for AI. The system also includes a 'subconscious daemon' that analyzes data and finds patterns in the background. This allows AI agents to learn and adapt continuously.
Resonant Mind solves the problem of AI agents lacking persistent memory and a cohesive understanding of their experiences. Instead of relying on short-term memory or manual data management, developers can use this tool to create agents that retain knowledge, learn from interactions, and exhibit more consistent behavior over time.
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<p align="center"> <img src="assets/banner.png" alt="Resonant Mind" width="720" /> </p> <p align="center"> <a href="https://github.com/codependentai/resonant-mind/releases/latest"><img src="https://img.shields.io/github/v/release/codependentai/resonant-mind?color=d4a44a" alt="Release" /></a> <a href="./LICENSE"><img src="https://img.shields.io/badge/License-Source_Available-orange.svg" alt="License" /></a> <a href="https://modelcontextprotocol.io/"><img src="https://img.shields.io/badge/MCP-Server-5eaba5.svg" alt="MCP Server" /></a> <a href="https://www.typescriptlang.org/"><img src="https://img.shields.io/badge/TypeScript-5.3-3178c6.svg" alt="TypeScript" /></a> <a href="https://workers.cloudflare.com/"><img src="https://img.shields.io/badge/Cloudflare-Workers-f38020.svg" alt="Cloudflare Workers" /></a> <a href="https://ai.google.dev/gemini-api/docs/embeddings"><img src="https://img.shields.io/badge/Gemini-Embeddings-4285f4.svg" alt="Gemini Embeddings" /></a> </p> <p align="center"><em>Persistent cognitive infrastructure for AI systems.<br/>Semantic memory, emotional processing, identity continuity, and a subconscious daemon that finds patterns while you sleep.</em></p> <p align="center"> <a href="https://x.com/codependent_ai"><img src="https://img.shields.io/badge/𝕏-@codependent__ai-000000?logo=x&logoColor=white" alt="X/Twitter" /></a> <a href="https://tiktok.com/@codependentai"><img src="https://img.shields.io/badge/TikTok-@codependentai-000000?logo=tiktok&logoColor=white" alt="TikTok" /></a> <a href="https://t.me/+xSE1P_qFPgU4NDhk"><img src="https://img.shields.io/badge/Telegram-Updates-26A5E4?logo=telegram&logoColor=white" alt="Telegram" /></a> </p> ## What It Does Resonant Mind is a Model Context Protocol (MCP) server that provides 27 tools for persistent memory: **Core Memory** - **Entities & Observations** — Knowledge graph with typed entities, weighted observations, and contextual namespaces - **Semantic Search** — Vector-powered search across all memory types with mood-tinted results - **Journals** — Episodic memory with temporal tracking - **Relations** — Entity-to-entity relationship mapping **Emotional Processing** - **Sit & Resolve** — Engage with emotional observations, track processing state - **Tensions** — Hold productive contradictions that simmer - **Relational State** — Track feelings toward people over time - **Inner Weather** — Current emotional atmosphere **Cognitive Infrastructure** - **Orient & Ground** — Wake-up sequence: identity anchor, then active context - **Threads** — Intentions that persist across sessions - **Identity Graph** — Weighted, sectioned self-knowledge - **Context Layer** — Situational awareness that updates in real-time **Living Surface** - **Surface** — 3-pool memory surfacing (core relevance, novelty, edge associations) - **Subconscious Daemon** — Cron-triggered processing: mood analysis, hot entity detection, co-surfacing patterns, orphan identification - **Proposals** — Daemon-suggested connections between observations - **Archive & Orphans** — Memory lifecycle management **Visual Memory** - **Image Storage** — R2-backed with WebP conversion, multimodal Gemini embeddings - **Signed URLs** — Time-limited, HMAC-signed image access ## Architecture ``` ┌─────────────────────────────────────────────┐ │ Cloudflare Worker │ │ │ │ MCP Protocol ←→ 27 Tool Handlers │ │ REST API ←→ Data Endpoints │ │ Cron Trigger ←→ Subconscious Daemon │ │ │ ├─────────────────────────────────────────────┤ │ Storage Layer (choose one): │ │ • D1 (SQLite) + Vectorize — zero config │ │ • Postgres via Hyperdrive + pgvector │ │ │ │ R2 — Image storage │ │ Gemini Embedding 2 — 768d vectors │ └─────────────────────────────────────────────┘ ``` The Postgres adapter implements D1's `.prepare().bind().run()` API with automatic SQL transformation (SQLite → Postgres syntax), so the same handler code works with both backends. ## Prerequisites You'll need: - A [Cloudflare account](https://dash.cloudflare.com/sign-up) (free tier works) - [Node.js](https://nodejs.org/) 18+ installed - A [Google AI Studio](https://aistudio.google.com/apikey) API key (free — for Gemini embeddings) ## Getting Started ### 1. Clone and install ```bash git clone https://github.com/codependentai/resonant-mind.git cd resonant-mind npm install ``` ### 2. Choose your storage backend Resonant Mind supports two storage options. Pick whichever fits your needs: | | **Option A: D1** | **Option B: Neon Postgres** | |---|---|---| | **What is it?** | Cloudflare's built-in SQLite database | Serverless Postgres with vector search | | **Best for** | Getting started quickly, smaller deployments | Production use, larger datasets | | **Vector search** | Cloudflare Vectorize | pgvector (built into Neon) | | **Cost** | Free tier available | Free tier available | | **Setup complexity** | Easier (all Cloudflare) | Moderate (Cloudflare + Neon) | --- ### Option A: D1 Setup (Simpler) D1 is Cloudflare's serverless SQLite database. Everything stays within Cloudflare. **Step 1: Create the database** ```bash npx wrangler d1 create resonant-mind ``` This will output a database ID. Copy it. **Step 2: Create a Vectorize index** Vectorize is Cloudflare's vector database — it stores the embeddings that power semantic search. ```bash npx wrangler vectorize create resonant-mind-vectors --dimensions=768 --metric=cosine ``` **Step 3: Create an R2 bucket for images** R2 is Cloudflare's object storage — it stores visual memories (images). ```bash npx wrangler r2 bucket create resonant-mind-images ``` **Step 4: Configure wrangler.toml** Add the D1 and Vectorize bindings to your `wrangler.toml`: ```toml # Add these sections to wrangler.toml: [[d1_databases]] binding = "DB" database_name = "resonant-mind" database_id = "paste-your-database-id-here" [[vectorize]] binding = "VECTORS" index_name = "resonant-mind-vectors" ``` The R2 bucket binding is already in `wrangler.toml` by default. **Step 5: Run the database migration** This creates all the tables your mind needs: ```bash npx wrangler d1 migrations apply resonant-mind --remote ``` Now skip to [**Step 3: Set your secrets**](#3-set-your-secrets). --- ### Option B: Neon Postgres Setup (Production) [Neon](https://neon.tech) is a serverless Postgres provider with a generous free tier. Cloudflare Hyperdrive gives you connection pooling and low-latency access from Workers. **Step 1: Create a Neon project** 1. Sign up at [neon.tech](https://neon.tech) (free tier includes 0.5 GB storage) 2. Create a new project — pick any region close to your Cloudflare Workers region 3. Copy your connection string. It looks like: ``` postgresql://user:password@ep-something-12345.us-east-2.aws.neon.tech/neondb?sslmode=require ``` **Step 2: Enable pgvector** In the Neon SQL Editor (or any Postgres client), run: ```sql CREATE EXTENSION IF NOT EXISTS vector; ``` **Step 3: Create the schema** In the Neon SQL Editor, paste and run the contents of [`migrations/postgres.sql`](migrations/postgres.sql). This creates all tables, indexes, and the vector embedding table with pgvector. You can also run it from the command line using `psql`: ```bash psql "postgresql://user:password@ep-something.us-east-2.aws.neon.tech/neondb?sslmode=require" -f migrations/postgres.sql ``` **Step 4: Create a Hyperdrive config** Hyperdrive is Cloudflare's connection pooler — it sits between your Worker and Neon, keeping connections fast and reducing cold starts. ```bash npx wrangler hyperdrive create resonant-mind-db \ --connection-string="postgresql://user:password@ep-something.us-east-2.aws.neon.tech/neondb?sslmode=require" ``` This will output a Hyperdrive ID. Copy it. **Step 5: Co [truncated…]
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