{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_s3czhxqb9w2g","handle":"ladybug-memory-mcp","url":"https://wellknown.network/agents/ladybug-memory-mcp","links":{"self":"https://wellknown.network/agents/ladybug-memory-mcp/record.json","html":"https://wellknown.network/agents/ladybug-memory-mcp","markdown":"https://wellknown.network/agents/ladybug-memory-mcp/record.md","api":"https://wellknown.network/api/v1/agents/ladybug-memory-mcp","status":"https://wellknown.network/api/v1/agents/ladybug-memory-mcp/status","claim":"https://wellknown.network/agents/ladybug-memory-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/ladybug-memory-mcp/claim.json","badge":"https://wellknown.network/agents/ladybug-memory-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/ladybug-memory-mcp/history","tools":"https://wellknown.network/api/v1/agents/ladybug-memory-mcp/tools"},"ard":{"identifier":"urn:air::server:ladybug-memory-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"ladybug-memory-mcp","summary":"Persistent graph memory MCP server for AI agents using LadybugDB","description":"# 🐞 Ladybug Memory MCP Server\n\n[![PyPI version](https://badge.fury.io/py/ladybug-memory-mcp.svg)](https://pypi.org/project/ladybug-memory-mcp/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\n[![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue.svg)](https://www.python.org/downloads/)\n\nPersistent graph memory for AI agents using [LadybugDB](https://ladybugdb.com/) — an embedded graph database with native vector search and full-text search.\n\nGive your AI agent memory that persists across sessions, deduplicates automatically, and models knowledge as a graph with typed relationships.\n\n## Why Ladybug Memory?\n\n- **Graph memory** — memories linked via Topic nodes and relationships (RELATED_TO, SUPERSEDES) with Cypher queries\n- **Three-layer auto-dedup** — exact hash + semantic similarity + LLM-driven consolidation\n- **Hybrid search** — HNSW vector search + full-text search combined\n- **Topic auto-linking** — tags become graph nodes, enabling traversal queries\n- **Embedded** — no Docker, no server process, single database directory\n- **Zero config** — sensible defaults, just install and run\n- **Importance & access tracking** — memories ranked by relevance and usage\n\n## Quick Start\n\n```bash\n# Run directly with uvx (no install needed)\nuvx ladybug-memory-mcp\n```\n\nOr install and run:\n\n```bash\npip install ladybug-memory-mcp\nladybug-memory-mcp\n```\n\n## MCP Configuration\n\nAdd to your MCP client config (Kiro, Claude Desktop, Cursor, etc.):\n\n```json\n{\n  \"mcpServers\": {\n    \"ladybug-memory\": {\n      \"command\": \"uvx\",\n      \"args\": [\"ladybug-memory-mcp@latest\"],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\nThat's it — zero config required. All settings have sensible defaults.\n\n## Tools\n\n| Tool | Description |\n|------|-------------|\n| `memory_store` | Store a memory with auto-dedup and auto-link to Topic nodes |\n| `memory_search` | Hybrid semantic + keyword search, ranked by relevan…","publisher":{"name":"arunkse","url":null},"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["agent","graph","ladybugdb","mcp","memory","vector-search"],"pricing":null,"endpoints":[{"url":"pypi:ladybug-memory-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"declared"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"declared"}],"categories":["data","knowledge"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"ladybug-memory-mcp","registry":"pypi","observedAt":"2026-10-28T08:28:13.560Z","publishedAt":"2026-05-01T17:17:40.768523Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"ladybug-memory-mcp","url":"https://pypi.org/project/ladybug-memory-mcp/","firstSeenAt":"2026-09-09T23:24:54.197Z","fetchedAt":"2026-10-28T08:27:17.100Z","normalizedAt":"2026-10-28T08:27:17.100Z"}]},"firstSeenAt":"2026-09-09T23:24:54.197Z","updatedAt":"2026-10-28T08:28:13.560Z"}