{"id":"lourencomaciel-sift-gateway","name":"sift-gateway","af_score":57.0,"security_score":54.5,"reliability_score":28.8,"what_it_does":"Sift is a reliability gateway that captures JSON outputs from upstream MCP/CLI tools, persists them as SQLite artifacts, redacts secrets on the way back to the model, and returns either inline JSON (`full`) or stable schema-based references (`schema_ref`) for follow-up. It provides explicit pagination continuation until completion and a Python-based artifact querying interface for exact retrieval across one artifact or an entire pagination chain.","best_when":"You have MCP/CLI tools that return large or paginated JSON and you want agents to do exact, schema-stable follow-up queries without leaking secrets into model context.","avoid_when":"You cannot store tool outputs locally (SQLite) or cannot comply with data retention policies for those artifacts; also avoid if you need a simple stateless request/response API.","last_evaluated":"2026-03-30T15:36:36.039010+00:00","has_mcp":false,"has_api":false,"auth_methods":["Upstream login (token storage backend)","Authentication tokens configured via deployment/config (details in docs/SECURITY)"],"has_free_tier":false,"known_gotchas":["Agents must continue pagination explicitly until `pagination.retrieval_status == COMPLETE`; stopping early can yield partial answers.","Be careful to query the correct root path (e.g., `$` vs `metadata.usage.root_path`) to avoid analyzing only a subset of nested results.","Ensure secret redaction/allow-lists align with your policy; storing artifacts increases data retention risk if misconfigured."],"error_quality":0.0}