What is the best alternative to Mnemograph?

The top-rated alternatives to Mnemograph in the Knowledge & Memory category include Ainative Memory MCP, Graph Mem, Moxie Docs MCP. These servers offer complementary or alternative capabilities depending on your deployment stack and authentication requirements.

How do Mnemograph alternatives differ in installation and runtime?

Mnemograph and its alternatives vary by runtime requirement (Node.js/npx, Python/uvx, Docker, or remote HTTP/SSE endpoints). Check the specification comparison table above to verify command requirements before installing.

Are alternatives to Mnemograph free and open source?

Most MCP servers listed on AllMCPs are open source tools under MIT or Apache licenses that you can self-host or run locally with Claude Desktop, Cursor, VS Code, or Windsurf.

How do I side-by-side compare Mnemograph with a specific alternative?

Click the "Compare side-by-side →" button on any alternative card to see an in-depth comparison matrix covering feature lists, stars, npm downloads, install configurations, and schema specifications.

Knowledge & Memory• MCP Alternatives Guide

Best Alternatives to Mnemograph

Looking for an alternative to Mnemograph? Whether you need a different runtime environment, custom authentication support, or alternative API integrations in the Knowledge & Memory ecosystem, we have cataloged and compared the top alternative MCP servers below.

Browse all Knowledge & Memory servers →View Mnemograph Specs →

Target Reference Server

Mnemograph Overview

Event-sourced knowledge graph memory for Claude Code with semantic search

Specification Matrix: Mnemograph vs Alternatives

Server Name	Runtime	Auth	Pricing	GitHub Stars	Downloads	Action
M Mnemograph (Target)	uvx	Free/None	Free	2	—	Current
Ainative Memory MCP	npx	Free/None	Free	—	—	Compare →
Graph Mem	uvx	Free/None	Free	1	—	Compare →
Moxie Docs MCP	npx	API key	Freemium	2	25	Compare →
Scrivener MCP	npx	No auth required	Free	49	12	Compare →
Project Tessera	uvx	No auth required	Free	16	—	Compare →
Shodh Memory	npx	No auth required	Free	279	—	Compare →
Engram MCP	npx	No auth required	Free	1	—	Compare →
Lore	uvx	Free/None	Free	8	—	Compare →
Memory Nexus MCP	npx	Free/None	Free	—	—	Compare →
B Bolor Brain MCP	Remote (SSE)	Free/None	Free	2	—	Compare →
MCP Memory	npx	No auth required	Free	2	—	Compare →
Cortex	uvx	No auth required	Free	71	—	Compare →

Detailed Evaluation of Mnemograph Alternatives

Ainative Memory MCP

Runtime: npx

Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.

0 0

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Graph Mem

Runtime: uvx

Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.

0 0 1

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Moxie Docs MCP

Runtime: npx

★ Featured

Provides repository-aware documentation context, convention checks, API context, and proposed documentation updates through MCP.

Key Features:

Repository-aware AI context

Convention discovery with citations

Documentation impact analysis

21 25 2

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Scrivener MCP

Runtime: npx

Connects Scrivener 3 projects to AI clients for editing, analysis, search, and writing support.

Key Features:

Scrivener 3 document access and editing

Deterministic writing analysis

Keyword and offline semantic search

16 12 49

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Project Tessera

Runtime: uvx

Local knowledge base with encrypted vector search, multi-format document indexing, and cross-session memory for Claude Desktop.

Key Features:

Hybrid vector and keyword search with reranking

Supports 40+ document types including Markdown, CSV, PDF, code

Self-maintaining memory with contradiction detection and auto-merge

2 0 16

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Shodh Memory

Runtime: npx

Offline MCP memory and task management with semantic recall, knowledge graphs, reminders, and local backups.

Key Features:

Local semantic and graph-based memory recall

Hebbian strengthening and activation decay

Persistent reminders and GTD-style todos

4 0 279

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Engram MCP

Runtime: npx

SQLite-backed persistent semantic memory MCP server with local Ollama embeddings and keyword fallback.

Key Features:

SQLite-backed local memory storage

Semantic search using Ollama nomic-embed-text embeddings

Keyword search fallback if embeddings are unavailable

2 0 1

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Lore

Runtime: uvx

Cross-agent memory over MCP: hybrid recall, knowledge graph, private/shared visibility, redaction.

0 0 8

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Memory Nexus MCP

Runtime: npx

Persistent semantic memory for AI agents with knowledge graphs and Intelligence Packs.

1 0

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Bolor Brain MCP

Runtime: Remote (SSE)

Cognitive architecture MCP server with memory, learning, and contextual understanding

0 0 2

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MCP Memory

Runtime: npx

SQLite-based MCP memory with decay, relevance scoring, deduplication, categorization, and automatic cleanup.

Key Features:

Exponential memory decay by category

Automatic content categorization

Bigram-based semantic deduplication

2 0 2

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Cortex

Runtime: uvx

Cross-platform persistent memory engine for AI coding agents with neuroscience-inspired consolidation and retrieval.

Key Features:

36 neuroscience-based memory consolidation mechanisms

Support for SQLite (default) and PostgreSQL + pgvector backends

33 MCP tools and 7 lifecycle hooks for memory management

2 0 71

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Best Alternatives to Mnemograph

Mnemograph Overview

Specification Matrix: Mnemograph vs Alternatives

Detailed Evaluation of Mnemograph Alternatives

Frequently Asked Questions: Mnemograph Alternatives