engram-memory Skill
engram-memory is a Python AI agent skill for Claude Desktop, Cursor, Windsurf with npx, uvx/pip, docker. The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
How to use engram-memory Skill
Install or run
npx -y install-mcp@latest http://localhost:8585/mcp \
--client <your-client> --name engrammemory --oauth=no -yClient configuration
{
"name": "engrammemory",
"display_name": "Engram Memory",
"description": "Persistent semantic memory for AI agents. Store, search, and recall memories across sessions using a three-tier recall engine (hot cache, hash index, vector search).",
"version": "0.2.0",
"author": "EngramMemory",
"author_url": "https://github.com/EngramMemory",
"homepage": "https://engrammemory.ai",
"repository": "https://github.com/EngramMemory/engram-memory",
"license": "MIT",
"icon": "https://engrammemory.ai/logo.svg",
"privacy_policies": [
"https://engrammemory.ai/privacy"
],
"contact": {
"email": "eddy@engrammemory.ai",
"support_url": "https://github.com/EngramMemory/engram-memory/issues"
},
"tools": [
{
"name": "memory_store",
"title": "Store Memory",
"description": "Store a memory with semantic embedding",
"readOnlyHint": false,
"destructiveHint": false
},
{
"name": "memory_search",
"title": "Search Memories",
"description": "Search memories using three-tier recall",
"readOnlyHint": true,
"destructiveHint": false
},
{
"name": "memory_recall",
"title": "Recall Context",
"description": "Recall relevant memories for context injection",
"readOnlyHint": true,
"destructiveHint": false
},
{
"name": "memory_forget",
"title": "Forget Memory",
"description": "Delete a memory from all tiers",
"readOnlyHint": false,
"destructiveHint": true
},
{
"name": "memory_consolidate",
"title": "Consolidate Memories",
"description": "Find and merge near-duplicate memories",
"readOnlyHint": false,
"destructiveHint": true
},
{
"name": "memory_feedback",
"title": "Give FeCompatible clients
What is engram-memory Skill?
engram-memory is a Python AI agent skill for Claude Desktop, Cursor, Windsurf with npx, uvx/pip, docker. The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens. This profile combines repository metadata with install, compatibility, and usage signals so developers can quickly decide whether it fits their agent workflow before opening the source repository.
Automated repository signals based on public metadata such as recency, license, installation evidence, and adoption. These are not a security audit or endorsement.
Key capabilities
- Reusable instructions support
- Includes SKILL.md support
- Shell commands support
- Presentation work support
- Document generation support
- OpenAI provider support
- Anthropic provider support
Technical details
Install or run engram-memory using npx. Check EngramMemory/engram-memory for the latest setup command.
- Built for Python
- Built for Node.js
- Built for Rust
- Install or run with npx
- Install or run with uvx/pip
- Install or run with docker
- Install or run with git clone
- Install or run with remote URL
Requirements and access
Security and permissions
Review permissions before connecting any MCP server to an agent. Pay special attention to whether it can read local files, write data, call external services, or perform destructive actions.
When to use engram-memory Skill
- Use it for reusing agent instructions, scripts, and references.
- Use it for agent skills workflows.
- Use it for coding workflows.
- Use it for data workflows.
- Use it for claude desktop users.
Built with
Explore related resources
Frequently asked questions
What is engram-memory?
engram-memory is a Python AI agent skill for Claude Desktop, Cursor, Windsurf with npx, uvx/pip, docker. The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
Who is engram-memory best for?
engram-memory is best for reusing agent instructions, scripts, and references, agent skills workflows, coding workflows, data workflows, claude desktop users.
How do I install engram-memory?
Install or run engram-memory using npx. Check engram-memory for the latest setup command.
Is engram-memory actively maintained?
engram-memory may need a closer maintenance check before production use.
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