{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_rc3yyvmk99fu","handle":"iflow-mcp-memory","url":"https://wellknown.network/agents/iflow-mcp-memory","links":{"self":"https://wellknown.network/agents/iflow-mcp-memory/record.json","html":"https://wellknown.network/agents/iflow-mcp-memory","markdown":"https://wellknown.network/agents/iflow-mcp-memory/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-memory","status":"https://wellknown.network/api/v1/agents/iflow-mcp-memory/status","claim":"https://wellknown.network/agents/iflow-mcp-memory/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-memory/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-memory/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-memory/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-memory/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-memory","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_memory","summary":"A knowledge-graph-based memory system for AI agents that enables persistent information storage between conversations","description":"# Memory MCP\n\nA knowledge-graph-based memory system for AI agents that enables persistent information storage between conversations.\n\n## Features\n\n- Persistent memory storage using a knowledge graph structure\n- Entity-relation model for organizing information\n- Tools for adding, searching, and retrieving memories\n\n## Tools\n\nThe system provides the following MCP tools:\n\n- `load_knowledge_graph()`: Retrieves the entire knowledge graph\n- `get_knowledge_graph_size()`: Returns the current size category of the graph (\"small\", \"medium\", or \"large\")\n- `add_entities(entities)`: Adds new entities to the memory\n- `add_relations(relations)`: Creates relationships between entities\n- `add_observations(entity_name, observations)`: Adds observations to existing entities\n- `delete_entities(entity_names)`: Removes entities from memory\n- `delete_relations(relations)`: Removes relationships\n- `search_nodes(query, search_mode)`: Searches for entities and relations matching a query. Supports three search modes:\n  - \"exact_phrase\": Matches the entire query as a substring\n  - \"any_token\": Matches if any word in the query matches (default)\n  - \"all_tokens\": Matches if all words in the query match\n- `open_nodes(names)`: Retrieves specific entities and their relationships between them\n\n## Usage\n\nRun the agent with:\n\n```\nuv run memory_agent.py\n```\n\nThe agent will automatically:\n1. Load its memory at the start of conversations\n2. Reference relevant information during interactions\n3. Update its memory with new information when the conversation ends\n\nExit a conversation by typing `q`.\n\n## Configuration\n\nSet the memory storage location with the `MEMORY_FILE_PATH` environment variable (defaults to `memory.json`).","publisher":null,"homepage":null,"repository":null,"version":"0.1.2","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_memory","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"derived"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"derived"}],"categories":["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":"iflow-mcp_memory","registry":"pypi","observedAt":"2026-10-28T05:24:14.079Z","publishedAt":"2025-11-28T03:04:18.789090Z","latestVersion":"0.1.2"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_memory","url":"https://pypi.org/project/iflow-mcp_memory/","firstSeenAt":"2026-09-09T20:24:07.682Z","fetchedAt":"2026-10-28T05:23:31.359Z","normalizedAt":"2026-10-28T05:23:31.359Z"}]},"firstSeenAt":"2026-09-09T20:24:07.682Z","updatedAt":"2026-10-28T05:24:14.079Z"}