Provides persistent hybrid memory (Neo4j + Qdrant) for AI agents, enabling durable recall of decisions, business rules, and code patterns across sessions, plus autonomous CI/CD error investigation.
Emerging. No concerning findings. Grades remain capped until the project builds reputation through adoption. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.
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Renzo-Tognella
Source: Glama
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DECISIONSSEARCH_ENABLE_OPERATOR_TOOLSfalse Explicitly enables MCP approval/rejection/apply toolsTOOL_TELEMETRY_PATHQDRANT_HOSTlocalhost Qdrant hostQDRANT_COLLECTIONSPARSE_VECTOR_NAMEDECISIONSSEARCH_SESSION_FILEor .decisionssearch/session.md. It sends that context to theDECISIONSSEARCH_PROJECThybrid ranking and RRF fusion. Set when the server isDECISIONSSEARCH_SESSION_IDDECISIONSSEARCH_COMMIT_MEMORY_LOG_LEVELDECISIONSSEARCH_LEDGER_BACKENDneo4j Canonical ledger adapter; memory is restricted to tests/regressionsGITHUB_TOKENSHORTCUT_TOKENHYDE_MODELCLAUDE_SESSION_KEYANTHROPIC_API_KEYZAI_API_KEYXcurl - POST https://your-domain.example/api/webhook/errors \DECISIONSSEARCH_OPERATOR_TOKENSDECISIONSSEARCH_ALLOW_INSECURE_LOCAL_OPERATOROPENROUTER_EMBEDDING_ZDRtrue Restricts OpenRouter embedding requests to ZDR endpointsEMBEDDING_REQUEST_DIMENSIONSGEMINI_EMBEDDING_TASKLOCAL_QUERY_INSTRUCTIONSPARSE_EMBEDDING_MODELLLM_PROVIDERgemini LLM provider: openai, zai, openrouter, geminiEMBEDDING_PROVIDERinherits LLM_PROVIDER Optional separate embedding provider, including openrouterEMBEDDING_API_KEYLLM_API_KEYGeneric API key for all providersEMBEDDING_BASE_URLLLM_BASE_URLLLM_CHAT_MODELEMBEDDING_MODELLOCAL_EMBEDDING_MODELEMBEDDING_DIMENSIONSOPENROUTER_HTTP_REFEREROPENROUTER_SITE_URLOPENROUTER_APP_TITLECOHERE_API_KEYCOHERE_RERANK_MODELCOHERE_BASE_URLJINA_API_KEYJINA_RERANK_MODELJINA_BASE_URLOPENROUTER_API_KEYOpenRouter key for chat, embeddings, reranking, and the autonomous workerOPENROUTER_RERANK_MODELqwen/qwen3-reranker-8b Native OpenRouter reranker modelOPENROUTER_RERANK_ZDRtrue Restricts reranking to Zero Data Retention endpointsOPENROUTER_RERANK_BASE_URLOPENAI_API_KEYapi_key: ${}OPENAI_RERANK_MODELOPENAI_RERANK_BASE_URLRERANKER_PROVIDERnone none, cohere, jina, cross-encoder, openrouter, openaiTool annotations
No tools have read-only/destructive annotations
Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.
All four hints declared on every tool
52/52 tools missing one or more hints — memory.upsert (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); memory_upsert (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); memory.change.propose (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +49 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.
For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.
Tool test coverage
25/52 tools referenced in tests (48%)
Write tests that reference each tool by name so every tool has at least one test.
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