{
  "specVersion": "1.0",
  "host": {
    "displayName": "Memgraph"
  },
  "entries": [
    {
      "identifier": "urn:air:memgraph.com:server:docs",
      "displayName": "Memgraph docs MCP server",
      "type": "application/mcp-server-card+json",
      "data": {
        "name": "com.memgraph/docs",
        "title": "Memgraph docs",
        "description": "Search the Memgraph documentation. No API key.",
        "version": "1.0.0",
        "websiteUrl": "https://memgraph.com/docs/ai-ecosystem/mcp",
        "remotes": [
          {
            "type": "streamable-http",
            "url": "https://mcp-docs.memgraph.com"
          }
        ]
      },
      "description": "Search the Memgraph documentation from a coding agent, so answers match the current release rather than what the model remembers. Remote server, no API key.",
      "tags": [
        "memgraph",
        "graph database",
        "cypher",
        "documentation"
      ],
      "representativeQueries": [
        "how do I get node and relationship counts in Memgraph",
        "what changed in the latest Memgraph release",
        "how do I create a vector index in Memgraph",
        "which Cypher features does Memgraph support that Neo4j does not"
      ]
    },
    {
      "identifier": "urn:air:memgraph.com:server:memgraph",
      "displayName": "Memgraph MCP server",
      "type": "application/mcp-server-card+json",
      "data": {
        "name": "com.memgraph/mcp-memgraph",
        "title": "Memgraph",
        "description": "Query and inspect a running Memgraph graph database.",
        "version": "0.4.1",
        "websiteUrl": "https://memgraph.com/docs/ai-ecosystem/mcp",
        "repository": {
          "url": "https://github.com/memgraph/ai-toolkit",
          "source": "github",
          "subfolder": "integrations/mcp-memgraph"
        },
        "packages": [
          {
            "registryType": "pypi",
            "identifier": "mcp-memgraph",
            "transport": {
              "type": "stdio"
            }
          }
        ]
      },
      "description": "Let an agent run Cypher against your Memgraph database, explore its schema, and switch between databases. Runs locally over stdio or in Docker over streamable HTTP.",
      "tags": [
        "memgraph",
        "graph database",
        "cypher",
        "database"
      ],
      "representativeQueries": [
        "run a Cypher query on my Memgraph database",
        "show me the schema of my graph",
        "connect my agent to a Memgraph instance"
      ],
      "capabilities": [
        "run_cypher_query",
        "search_schema",
        "get_node_schema",
        "get_relationship_schema",
        "get_enum_schema",
        "list_databases",
        "use_database"
      ]
    },
    {
      "identifier": "urn:air:memgraph.com:skills:memgraph",
      "displayName": "Memgraph Agent Skills",
      "type": "application/agent-skills+md",
      "url": "https://github.com/memgraph/skills",
      "description": "Skills that teach coding agents Memgraph's Cypher, data modeling, indexes and constraints, configuration, MAGE algorithms, query modules in Python, C++ and Rust, mgconsole, and GraphRAG. Install in Claude Code with /plugin marketplace add memgraph/skills, in Codex with codex plugin marketplace add memgraph/skills, or in any agent with npx skills add memgraph/skills.",
      "capabilities": [
        "memgraph-cypher-syntax",
        "memgraph-model-graph-data",
        "memgraph-indexes-and-constraints",
        "memgraph-database-configuration",
        "memgraph-run-mage-algorithms",
        "memgraph-python-query-modules",
        "memgraph-cpp-query-modules",
        "memgraph-rust-query-modules",
        "memgraph-mgconsole-cli",
        "memgraph-graph-rag",
        "memgraph-lab-write-gss",
        "memgraph-brand-ui"
      ],
      "tags": [
        "memgraph",
        "graph database",
        "cypher",
        "skills"
      ],
      "representativeQueries": [
        "write correct Cypher for Memgraph",
        "model my data as a graph in Memgraph",
        "run PageRank or community detection in Memgraph",
        "build a GraphRAG pipeline with Memgraph"
      ]
    }
  ]
}