fintech-ml-agents (hishambarakat16/fintech-ml-agents) is an MCP server listed on the M8ven Trust Index. It scores 67 out of 100, grade C. It declares 19 tools. No publisher has claimed this listing.
Lightweight ML agents for SQL + RAG in financial services.
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Limited view: static analysis for Jupyter Notebook is partially covered.
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hishambarakat16
Source: github_code
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REQUEST_TIMEOUT_SECONDSRequest timeouts ✅ (default: 60s)CHURN_CSV_PATHUSAGE_CSV_PATHCOMPLAINT_EVENTS_CSV_PATHCOMPLAINT_NLP_CSV_PATHPLAN_EVENTS_CSV_PATHHISTORY_WINDOW_DAYSMAX_CUSTOMERSMLFLOW_TRACKING_URIor use local: =http://localhost:5000MLFLOW_STRUCTURAL_MODEL_URIMLFLOW_CHURN_MODEL_URIEMBED_MODELRERANK_MODELRERANK_FP16RERANK_NORMALIZEHF_HOMEHF_HUB_CACHEMCP_HOSTMCP_PORTMCP_TOOL_DEBUG_ERRORSENVMCP_SQL_URLMCP_POLICY_URLMCP_CARD_EVENTS_URLMCP_RULES_ENGINE_URLMCP_AUTH_URLMODEL_NAMEDEMO_MODEOPENAI_API_KEYDEFAULT_PASSWORDPOSTGRES_DBPOSTGRES_USERPOSTGRES_PASSWORDyourpasswordPOSTGRES_HOSTPOSTGRES_PORTBASE_URLSESSION_ASESSION_BCONCURRENCYTOTAL_REQUESTSTIMEOUT_SJWT_SECRET_KEYyour-secret-key-here-minimum-32-charsJWT_ALGORITHMJWT_EXPIRES_MINJWT authentication ✅ JWT_SECRET_KEY,SEMANTIC_CACHE_DISTANCE_THRESHOLDSemantic caching ✅INGEST_DATA_DIREMBEDDING_MODELINGEST_CHUNK_SIZEINGEST_CHUNK_OVERLAPEMBED_BATCH_SIZEMETADATA_BASE_URLMETADATA_MODELMETADATA_REQUEST_TIMEOUTINGEST_QUESTIONSRETRIEVAL_CHROMA_PATHRETRIEVAL_CHROMA_COLLECTIONRERANKER_BASE_URLRERANKER_TIMEOUT_SCHURN_MODEL_URLMLFLOW_BEHAVIOR_MODEL_URIHF_TOKENDB_NAMEDB_USERDB_PASSWORDDB_HOSTDB_PORTTool 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
19/19 tools missing one or more hints — auth_seed_demo (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); auth_get_kpis (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); auth_get_breakdown (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +16 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 inputs are validated
17/19 tool handlers declare input schemas (89%)
Declare an inputSchema with zod/joi/yup on every tool definition.
Tool handlers catch errors
Only 1/19 tool handlers wrap calls in try/catch (5%)
Wrap each tool handler body in try/catch and return a structured error response.
License file
No license file
Add a LICENSE file (MIT, Apache-2.0, etc.).
Tests exist
No test files found
Add tests that exercise each declared tool.
Shell command execution
4 child_process calls — runs shell commands
Prefer library functions over shell-outs. If you must shell out, ensure all inputs are properly escaped.
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