What is the best alternative to Vector Knowledge Graph Mcp?

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

How do Vector Knowledge Graph Mcp alternatives differ in installation and runtime?

Vector Knowledge Graph Mcp 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 Vector Knowledge Graph Mcp 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 Vector Knowledge Graph Mcp 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.

What is the best alternative to Vector Knowledge Graph Mcp?

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

How do Vector Knowledge Graph Mcp alternatives differ in installation and runtime?

Vector Knowledge Graph Mcp 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 Vector Knowledge Graph Mcp 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 Vector Knowledge Graph Mcp 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 Vector Knowledge Graph Mcp

Looking for an alternative to Vector Knowledge Graph Mcp? 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 Vector Knowledge Graph Mcp Specs →

Target Reference Server

Vector Knowledge Graph Mcp Overview

AI-powered vector knowledge graph MCP server for agents. Supports add node, add edge, semantic node

Specification Matrix: Vector Knowledge Graph Mcp vs Alternatives

Server Name	Runtime	Auth	Pricing	GitHub Stars	Downloads	Action
V Vector Knowledge Graph Mcp (Target)	npx	Free/None	Free	—	—	Current
Moxie Docs MCP	npx	API key	Freemium	2	25	Compare →
Mcp Server	Remote (SSE)	Free/None	Free	115	—	Compare →
Memora	npx	API key	Bring your own API key (usage-based cost)	633	—	Compare →
C Collective Memory	npx	Free/None	Free	—	—	Compare →
Mcp Obsidian	npx	No auth required	Free	1,603	—	Compare →
R Rag Knowledge Mcp	npx	Free/None	Free	—	—	Compare →
R Rag Knowledge Graph Mcp	npx	Free/None	Free	—	—	Compare →
S Stdio Proxy	Remote (SSE)	Free/None	Free	1	—	Compare →
O Ori Memory	npx	Free/None	Free	—	—	Compare →
Codebase Memory Mcp	npx	No auth required	Free	38,468	1	Compare →
D Dakera Mcp	npx	Free/None	Free	8	—	Compare →
M Memory	npx	Free/None	Free	—	—	Compare →

Detailed Evaluation of Vector Knowledge Graph Mcp Alternatives

Moxie Docs MCP

Runtime: npx

★ Featured

MCP server providing automated, context-aware documentation and code convention insights for GitHub repos.

Key Features:

Compact pre-edit repo context including conventions and gaps

Change impact analysis linking code paths to docs and conventions

Structured API endpoint context for touched code paths

17 25 2

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Mcp Server

Runtime: Remote (SSE)

Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients

0 0 115

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Memora

Runtime: npx

Persistent memory MCP server with knowledge graph, semantic search, cloud sync, and cross-session context management.

Key Features:

Persistent storage with SQLite or cloud sync (S3, R2, D1)

Hierarchical memory organization with sections and subsections

Semantic search using TF-IDF, sentence-transformers, and OpenAI embeddings

2 0 633

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Collective Memory

Runtime: npx

MCP server for persistent, semantic memory across AI sessions

0 0

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Mcp Obsidian

Runtime: npx

MCP server providing safe read/write access and comprehensive operations on Obsidian vault notes via MCP.

Key Features:

Safe YAML frontmatter parsing and AST-aware updates

File operations: read, write, patch, delete, move notes/files

Partial reads: get note outlines and specific line ranges

2 0 1,603

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Rag Knowledge Mcp

Runtime: npx

MCP server for rag knowledge. Features semantic search, knowledge graph query, index documen...

0 0

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Rag Knowledge Graph Mcp

Runtime: npx

Rag Knowledge Graph automation via MCP. Includes index document, rag query, add graph edge. ...

0 0

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Stdio Proxy

Runtime: Remote (SSE)

Undisk MCP: safe file memory for AI agents.

0 0 1

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Ori Memory

Runtime: npx

Persistent memory infrastructure for AI agents. Identity, knowledge graph, and search.

0 0

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Codebase Memory Mcp

Runtime: npx

Local code intelligence engine indexing repos into a persistent knowledge graph with fast structural queries across 159 languages.

Key Features:

Indexes 159 languages using tree-sitter and Hybrid LSP

Supports 15 MCP tools including graph search, tracing, and impact analysis

Runs as a single static native binary with zero dependencies

6 1 38,468

Compare side-by-side

Dakera Mcp

Runtime: npx

Decay-weighted vector memory for AI agents — 83 MCP tools: store, recall, search, knowledge graphs.

0 0 8

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Memory

Runtime: npx

Persistent long-term memory for AI agents: semantic search, knowledge graph, and task canvas.

0 0

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Best Alternatives to Vector Knowledge Graph Mcp

Vector Knowledge Graph Mcp Overview

Specification Matrix: Vector Knowledge Graph Mcp vs Alternatives

Detailed Evaluation of Vector Knowledge Graph Mcp Alternatives

Frequently Asked Questions: Vector Knowledge Graph Mcp Alternatives