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Smriti-MCP

Smriti-MCP is an MCP server, listed under databases. It reaches embedding, llm and neo4j. It needs EMBEDDING_API_KEY, LLM_API_KEY and NEO4J_PASSWORD to authenticate. Its repository has 8 GitHub stars and is licensed under AGPL-3.0; we last read it on 2026-10-24.

Smriti-MCP is a Model Context Protocol server offering persistent, graph-based memory for LLM applications. It supports LadybugDB, Neo4j, and FalkorDB backends with multi-stage retrieval methods including cue extraction, graph traversal, vector similarity, and multi-hop association.

Install

Read from Smriti-MCP’s own README, close to verbatim -- not written by us, and not guessed.

docker run -it --rm -p 8080:8080 tejzpr/smriti-mcp
View in Smriti-MCP’s own README ↗

What it reaches, and what it needs

Reaches
embedding, llm, neo4j
Credential
EMBEDDING_API_KEY, LLM_API_KEY, NEO4J_PASSWORD

Maintenance

Stars
8
State
listed
Licence
AGPL-3.0
From the repository

Smriti is a Model Context Protocol (MCP) server that provides persistent, graph-based memory for LLM applications. Supports LadybugDB, Neo4j, and FalkorDB backends with EcphoryRAG-inspired multi-stage retrieval, combining cue extraction, graph traversal, vector similarity, and multi-hop association - for human-like memory recall.

View on GitHub ↗2026-10-24

Smriti-MCP compared with similar servers

Smriti-MCP compared with the closest alternatives, by services reached, credentials, stars, last update and licence
ServerReachesNeedsStarsLast updateLicence
Smriti-MCP (this page)embedding, llm, neo4jEMBEDDING_API_KEY, LLM_API_KEY, NEO4J_PASSWORD82026-04-24AGPL-3.0
CodeGraphContextneo4j(1 shared)NEO4J_PASSWORD4,3602026-10-22MIT
atlas-mcp-serverneo4j(1 shared)MCP_AUTH_SECRET_KEY, NEO4J_PASSWORD4782025-07-22Apache-2.0
mcpneo4j(1 shared)NEO4J_MCP_PASSWORD3002026-10-22NOASSERTION
mcp-neo4j-memory-serverneo4j(1 shared)NEO4J_PASSWORD232025-03-15MIT
claude-code-memoryneo4j(1 shared)NEO4J_PASSWORD112025-06-28—

Ranked by services in common with Smriti-MCP, then by stars. Figures are from each repository when we last read it.

Common questions about Smriti-MCP

What does Smriti-MCP do?
Smriti-MCP is a Model Context Protocol server offering persistent, graph-based memory for LLM applications. It supports LadybugDB, Neo4j, and FalkorDB backends with multi-stage retrieval methods including cue extraction, graph traversal, vector similarity, and multi-hop association.
How do I install Smriti-MCP?
Its own README gives this command: docker run -it --rm -p 8080:8080 tejzpr/smriti-mcp. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
What does Smriti-MCP connect to, and what does it need?
It reaches embedding, llm and neo4j. The credentials we found in its source are EMBEDDING_API_KEY, LLM_API_KEY and NEO4J_PASSWORD.
Is Smriti-MCP official and is it maintained?
We found nothing naming it as a vendor’s official server. Its repository has 8 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-04-24.
What licence does Smriti-MCP use?
The repository declares the AGPL-3.0 licence.

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