计划执行与检查节点
executing-plans
按既定实施计划完成工作,保持过程检查和反馈。
provider-configuration【效率与协作】Configure Mem0 OSS providers, vector stores, embedders, LLMs, rerankers, hybrid retrieval, built-in graph memory, optional dependencies, and provider troubleshooting.
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Use this sub-skill when a task mentions Mem0, mem0ai, the Mem0 memory layer, OSS Memory, provider setup, vector stores, embedders, LLMs, rerankers, Qdrant dimensions, hybrid retrieval, BM25, entity graph boosts, optional extras, or provider import/configuration failures.
../sdk-memory/SKILL.md after provider selection is settled.../cli-memory/SKILL.md.../self-hosted-openmemory/SKILL.md.../integrations-plugins/SKILL.md.Memory.from_config(config_dict) or Memory(MemoryConfig(...)); TypeScript OSS uses new Memory(config) from mem0ai/oss and ConfigManager.mergeConfig internally.embedding_model_dims; TypeScript vector configs use dimension, or let auto-detection run when safe.reranker block, then call search with rerank=True in Python when the workflow needs the second pass.enable_graph/graph_store settings; entity links and boosts use the existing vector store.scripts/validate_memory_config.py for read-only Python checks and scripts/list_mem0_providers.py for provider inventory.references/python-providers.md — Python provider registries, config fields, examples, extras, and validation patterns.references/typescript-oss-providers.md — TypeScript OSS providers, config manager behavior, dimensions, peer dependencies, and naming differences.references/retrieval-features.md — BM25, entity boosts, built-in graph memory, reranking, metadata filters, and temporal/decay boundaries.references/troubleshooting.md — import failures, credentials, dimensions, backend availability, validation errors, and stale graph settings.scripts/list_mem0_providers.py --help lists provider names from installed Mem0 registries without constructing providers.scripts/validate_memory_config.py --config config.json validates a Python OSS config dictionary with Pydantic only; it avoids opening network connections or constructing Memory by default.