TuringDB-backed Agent Memory MCP server with provider-agnostic embedding and rerank integrations, memory lifecycle tools, document ingest, and cited retrieval.
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process.env. You'll be asked to provide them before it can run.TURINGDB_AGENT_QUALITY_HOME— docker compose run --rm -e =/tmp/turing-agent-quality -v D:\Aura:/aura:ro --entrypoint python e2e /work/scripts/agent_quality_eval.py --aura-root /auraEMBED_BASE_URL— embeddings at for EMBED_DIMENSIONS-dimensional vectors,EMBED_DIMENSIONS— embeddings at EMBED_BASE_URL for -dimensional vectors,EMBED_MODEL— EMBED_BASE_URL, , EMBED_DIMENSIONS, EMBED_API_KEY,RERANK_BASE_URL— then optional rerank at for final seed ordering.RERANK_MODEL— RERANK_BASE_URL, , RERANK_DIMENSIONS, RERANK_API_KEY,TURINGDB_BENCH_HOMEBENCHMARK_GIT_COMMITGIT_COMMITGLINER_MODEL— GLINER_ENABLED, GLINER_BACKEND, , GLINER_LABELS,GLINER_BACKEND— GLINER_ENABLED, , GLINER_MODEL, GLINER_LABELS,GLINER_LABELS— GLINER_ENABLED, GLINER_BACKEND, GLINER_MODEL, ,GLINER_THRESHOLD— , GLINER_REDACT, GLINER_PRECISION, GLINER_PROVIDERS.GLINER_METADATA_KEYGLINER_PRECISION— GLINER_THRESHOLD, GLINER_REDACT, , GLINER_PROVIDERS.GLINER_PROVIDERS— GLINER_THRESHOLD, GLINER_REDACT, GLINER_PRECISION, .AGENTMEMORY_REDACTION_ENABLED— 1 enables built-in secret/API-key/emailAGENTMEMORY_AUDIT_JSONL— /turing/audit/agentmemory.jsonl writes structuredAGENTMEMORY_LAB_BENCHMARK_DIRMEMORYARENA_BUCKET_BASEMEMORYARENA_DATASET_BASEMEMORYARENA_JSONLMEMORYARENA_TIMEOUT_SECONDSAGENTMEMORY_OBSERVABILITY_JSONL— /turing/audit/spans.jsonl writes timingAGENTMEMORY_OBSERVABILITY_STDERRPROVIDER_API_KEY_HEADER— and PROVIDER_API_KEY_SCHEME customize auth forPROVIDER_API_KEY_SCHEME— PROVIDER_API_KEY_HEADER and customize auth forTURINGDB_EMBED_DIMENSIONSAGENTMEMORY_AUTH_TOKEN— or AGENTMEMORY_AUTH_TOKENS is set.AGENTMEMORY_AUTH_CLIENT_ID— , AGENTMEMORY_AUTH_SCOPES, andTURINGDB_URL— The MCP service expects a TuringDB daemon reachable at and aTURINGDB_AUTH_TOKENTURINGDB_GRAPHTURINGDB_HOME— shared TuringDB home mounted at . TuringDB currently loads vectorsAGENTMEMORY_UTCP_SERVER_NAME— optional , AGENTMEMORY_UTCP_MCP_COMMAND, andAGENTMEMORY_UTCP_MCP_COMMAND— optional AGENTMEMORY_UTCP_SERVER_NAME, , andAGENTMEMORY_UTCP_AUTH_ENV— customize the generated Universal Tool Calling[](https://m8ven.ai/mcp/chetto1983-turing-agentmemory-mcp-18hsop)