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Memory and knowledge · MCP server

Shodh memory: MCP server, setup and security

Shodh memory is an open-source MCP server that lets an AI agent use offline cognitive memory with Hebbian learning and knowledge graphs. Its repository has 315 stars and its last commit is from October 19, 2026 and it is licensed under Apache-2.0.

Score
75/100
Adoption (stars) 25/40
Maintenance 30/30
Framework (licence, registry, official) 20/30
Actively maintainedNeeds secrets

What Shodh memory does

According to its repository: “Cognitive agent memory with Hebbian learning, a three-tier architecture and knowledge graphs, running offline on edge devices.”

An MCP server gives an AI agent extra tools it calls during the conversation: the agent reads their description, decides to use them and gets the result back. Shodh memory is listed under Memory and knowledge, a category of 250 servers in the directory, where it ranks #36 by stars.

Topics declared by the repository: ai-agents, rust, claude, knowledge-graph, local-first, ai-memory.

Installing and connecting Shodh memory

Distribution modes declared in the official MCP registry:

  • npm package (Node.js, usually started with npx)

Like any MCP server, you declare it in your client's configuration (Claude Desktop, Claude Code, Cursor, VS Code, Codex…): a name, the command that starts it or its URL, and any environment variables. The client then starts it and lists its tools. Project language: Rust.

The registry lists one secret variable to provide (API key, access token). Keep them in the client's environment variables, never in a shared file or a repository.

Security: what to check

An MCP server runs code with the rights you give it, and the model reads its tool descriptions: a malicious or compromised server can hijack the agent. Read the code, or pick a maintained and widely used server, before connecting it.

Points found for Shodh memory:

  • Secrets: the server acts with your credentials. Create a dedicated key with minimum rights and an expiry date.

Good practice: grant only the rights needed (least privilege), require human approval for irreversible actions, and run the AI agent security check.

Project activity and maintenance

Created on December 3, 2025, the varun29ankuS/shodh-memory repository has 315 stars and 44 forks, with 13 open issues. It has more stars than 83% of the servers in the directory. It received changes this month. Version published in the registry: 0.2.0 (April 9, 2026).

Stars measure attention, not quality: a recent, heavily promoted project can collect them fast, while a useful but niche server will have few.

Context7Context7 : 63.6K63.6KHindsightHindsight : 53.4K53.4KCogneeCognee : 32.7K32.7KSkill SeekersSkill Seekers : 15.2K15.2KHonchoHoncho : 7.8K7.8KBasic memoryBasic memory : 4.3K4.3KNoteDiscoveryNoteDiscovery : 2.8K2.8KMemantoMemanto : 2.3K2.3KShodh memoryShodh memory : 315315
GitHub stars of the most followed servers in the category (log scale); Shodh memory in orange. Checked October 25, 2026.

Verdict

Shodh memory is one of the most solid servers in its category: followed, maintained and well framed.

Strengths

  • Active project: recent commit
  • Widely followed: 315 stars
  • Listed in the official MCP registry
  • Permissive licence (Apache-2.0)

Limitations

  • Requires an API key or token

Avoid if…

  • You do not want to give credentials to an agent

Frequently asked questions

How do I install Shodh memory?

Shodh memory is distributed as npm package (Node.js, usually started with npx). Add it to your client's MCP configuration (Claude Desktop, Cursor, VS Code…) following the README of varun29ankuS/shodh-memory.

Is Shodh memory free?

The code is published under the Apache-2.0 licence and can be used free of charge. It needs an API key: the service it connects to may be paid.

Is Shodh memory safe?

Points to watch: secrets. Give it minimum rights and approve sensitive actions.

Is it an official server?

Nothing says so: it is a project published by varun29ankuS on GitHub. Check who maintains it before giving it access.

What are the alternatives to Shodh memory?

In the same category: Context7, Basic memory, Hindsight, and Cognee. Context7 and Basic memory score higher on our grid.

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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score