Self-learning memory for AI coding agents — MCP server
<!-- mcp-name: io.github.yakuphanycl/instinct --> <div align="center"> # instinct **Self-learning memory for AI coding agents** [](https://pypi.org/project/instinct-mcp/) [](https://pypi.org/project/instinct-mcp/) [](https://github.com/yakuphanycl/instinct/blob/master/LICENSE) [](https://github.com/yakuphanycl/instinct/actions/workflows/ci.yml) [](https://github.com/yakuphanycl/instinct/actions/workflows/codeql.yml) [](https://modelcontextprotocol.io) [](https://glama.ai/mcp/servers/yakuphanycl/instinct) </div> --- Your AI agent makes the same mistakes twice. It forgets your preferences between sessions. It doesn't learn from repetition. **instinct** fixes this. It observes patterns from your agent sessions, tracks confidence over time, and auto-promotes recurring patterns into suggestions your agent follows — without you repeating yourself. Works with any MCP-compatible agent: **Claude Code**, **Cursor**, **Windsurf**, **Goose**, **Codex**, and others. <p align="center"> <img src="demo/demo.svg" alt="instinct demo — observe, track, suggest" width="700"> </p> ## Table of Contents - [How It Works](#how-it-works) - [Features](#features) - [Install](#install) - [Getting Started in 60s](#getting-started-in-60s) - [MCP Tools](#mcp-tools) - [MCP Prompts](#mcp-prompts) - [CLI Reference](#cli-reference) - [Python Library](#python-library) - [Cross-Project Learning](#cross-project-learning) - [Storage](#storage) - [How It Compares](
Agent that generates comprehensive documentation, API references, architecture diagrams, and developer onboarding guides from existing code.
Agent configuration for systematic bug investigation that traces issues from error logs through the codebase to root cause with suggested fixes.
Agent for integrating third-party APIs including SDK setup, type generation, error handling, retry logic, and rate limit management.
Cursor's built-in autonomous coding agent that can make multi-file edits, run terminal commands, search the codebase, and iteratively build features with minimal human intervention.
Cloud-based autonomous coding agent that runs in the background on remote sandboxed environments, handling complex multi-step tasks while you continue working.
Cursor's multi-file editing agent within Composer mode that can create, edit, and delete files across your entire project in a single conversation.