{"repo":"varun29ankuS/shodh-memory","free":true,"listed":false,"github":"https://github.com/varun29ankuS/shodh-memory","clone":"git clone https://github.com/varun29ankuS/shodh-memory.git","description":"Local, LLM-free memory for AI agents. A single offline Rust binary — deterministic and auditable — that learns from use, forgets the irrelevant, and strengthens what matters. No cloud, no API keys.","language":"Rust","stars":273,"topics":["ai-agents","rust","claude","knowledge-graph","mcp","local-first","model-context-protocol","ai-memory","cognitive-memory","vector-search"],"license":"Apache-2.0","category":"mcp-servers","readme_excerpt":"Shodh-Memory Persistent cognitive memory for AI agents and robots — with no LLM in the loop. Remembers what matters, forgets what doesn't, gets smarter with use. --- AI agents forget everything between sessions. Robots lose context between missions. They repeat mistakes, miss patterns, and treat every interaction like the first one. Shodh-Memory fixes this. It's persistent memory that actually learns — memories you use often become easier to find, old irrelevant context fades automatically, and recalling one thing brings back related things. Works for chat agents (MCP/HTTP), robots (Zenoh/ROS2), and edge devices. No API keys. No cloud. No external databases. No LLM in the loop. One binary. Why Not Just Use mem0 / Cognee / Zep? Shodh mem0 Cognee Zep --- --- --- --- --- LLM calls to store a memory 0 2+ per add 3+ per cognify 2+ per episode External services needed None OpenAI + vector DB OpenAI + Neo4j + vector DB OpenAI + Neo4j Time to store a memory 55ms 20 seconds seconds seconds Learns from usage Yes (Hebbian) No No No Forgets irrelevant data Yes (decay) No No Temporal only Runs fully offline Yes No No No Robotics / ROS2 native Yes (Zenoh) No No No Binary size 17MB pip install + API keys pip install + API keys + Neo4j Cloud only Every other memory system delegates intelligence to LLM API calls — that's why they're slow, expensive, and can't work offline. No LLM in the Loop Storing a memory makes zero LLM calls . Recalling makes zero LLM calls . Entity extraction, relation t","default_branch":null,"files":null,"tree":[],"storefront":"/r/varun29ankuS","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/varun29ankuS/shodh-memory/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}