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AI & Multi-AgentKnowledge Graph Memory
Official ServerStore and retrieve entities, relations and observations in a persistent local knowledge graph.
GitHub91.8K
ABOUT MEMORY
Knowledge Graph Memory is cataloged as an MCP server attributed to Model Context Protocol. Store and retrieve entities, relations and observations in a persistent local knowledge graph. It is categorized under ai agents-models. See the capability inspector for recorded interfaces and their independent review status; consult upstream documentation for the current interface.
HOW TO INSTALL
You can install Knowledge Graph Memory in your AI client of choice. Use the install panel on the right sidebar to get one-click setup for Cursor, Claude Desktop, VS Code, and other MCP-compatible clients. This server supports standard STDIO execution, enabling local and remote integration.
LICENSE
Catalog license label: MIT. Check the source repository's current license and terms before using, modifying or distributing this software.
能力检查器
旧版目录摘要：能力定义尚未独立审核。安装配置的审核不等于完整 Schema 审核。
Tools (9)
create_entities
Create multiple new entities in the knowledge graph.
未收录完整输入 Schema；不会根据旧参数摘要自动推断。
entitiesobject[]必填- See the reviewed upstream documentation for nested fields and constraints.
未收录输出 Schema。
create_relations
Create directed relations between existing entities.
未收录完整输入 Schema；不会根据旧参数摘要自动推断。
relationsobject[]必填- See the reviewed upstream documentation for nested fields and constraints.
未收录输出 Schema。
add_observations
Add observations to existing entities.
未收录完整输入 Schema；不会根据旧参数摘要自动推断。
observationsobject[]必填- See the reviewed upstream documentation for nested fields and constraints.
未收录输出 Schema。
delete_entities
Delete entities and their associated relations.
未收录完整输入 Schema；不会根据旧参数摘要自动推断。
entityNamesstring[]必填- See the reviewed upstream documentation for nested fields and constraints.
未收录输出 Schema。
delete_observations
Remove specified observations from entities.
未收录完整输入 Schema；不会根据旧参数摘要自动推断。
deletionsobject[]必填- See the reviewed upstream documentation for nested fields and constraints.
未收录输出 Schema。
delete_relations
Remove specified relations.
未收录完整输入 Schema；不会根据旧参数摘要自动推断。
relationsobject[]必填- See the reviewed upstream documentation for nested fields and constraints.
未收录输出 Schema。
read_graph
Read the entire knowledge graph.
未收录完整输入 Schema；不会根据旧参数摘要自动推断。
未收录输出 Schema。
search_nodes
Search entity names, types and observations.
未收录完整输入 Schema；不会根据旧参数摘要自动推断。
querystring必填- See the reviewed upstream documentation for nested fields and constraints.
未收录输出 Schema。
open_nodes
Retrieve named entities and relations between them.
未收录完整输入 Schema；不会根据旧参数摘要自动推断。
namesstring[]必填- See the reviewed upstream documentation for nested fields and constraints.
未收录输出 Schema。
Resources (1)
knowledge-graph
- URI
- memory://knowledge-graph
- MIME
- application/json
- 描述
- The full knowledge graph, including entities and relations.
Prompts (0)
暂无可展示的已审核记录。这不表示上游不支持此能力。
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Registry Overview
Knowledge Graph Memory – Model Context Protocol Server
Store and retrieve entities, relations and observations in a persistent local knowledge graph.
Installation & Usage
This is a registry summary, not the upstream README. Consult the source documentation for installation, supported clients, authentication and security requirements. Only explicitly reviewed configurations are available in the install panel.
Read upstream documentationInstall configuration
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README Embed Badge
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[](https://awesome-mcp.com/servers/memory)REPOSITORY STATS
GitHub Stars91,805
Forks11,913
Estimated InstallsUnknown
Total Page ViewsUnknown
GitHub API evidence checked 2026-11-05 09:10:14.027Z (UTC). Repository-level counts are shared by all components, not individual server installs. Open issues including pull requests: 11.
Last Commit:Unknown
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