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⚡ 1-Click Agent & Developer Install

Zero Auth · Ready for Grok Bot, Claude Code & Cursor

### 1. Problem & Operational Bottleneck Benchmark dense embeddings + BM25 sparse retrieval + Cohere/BGE reranking against a golden question-answer dataset. Built and battle-tested in production workflows by **@steipete** (Peter Steinberger (@steipete)). ### 2. Target Architecture & Required Stack - **Qdrant MCP** - **Postgres MCP** - **GitHub MCP** ### 3. Step-by-Step Implementation Blueprint 1. Configure and authenticate the required MCP connectors (Qdrant MCP, Postgres MCP, GitHub MCP) in your agent workspace. 2. Run the initial read-only inspection pass for 'Production RAG Hybrid Search & Cross-Encoder Rerank Eval' to gather baseline telemetry, schemas, and context. 3. Execute the multi-step analysis and transformation pipeline with strict schema validation and zero fabricated identifiers. 4. Review the staged diff or approval card and verify completion via automated regression and status checks. ### 4. Copy-Paste Agent Execution Prompt ```markdown Run the 'Production RAG Hybrid Search & Cross-Encoder Rerank Eval' (rag-hybrid-bm25-reranker-evaluation-pipeline) implementation blueprint using Qdrant MCP, Postgres MCP, GitHub MCP. Objective: Benchmark dense embeddings + BM25 sparse retrieval + Cohere/BGE reranking against a golden question-answer dataset. Step 1: Perform a read-only audit of current state and recent logs. Step 2: Generate a deterministic execution plan with exact diffs, SQL/CLI commands, or drafted payloads. Step 3: Request human confirmation before applying any production writes or external sends. ``` ### 5. Verification & Safety Guardrails - **Human-in-the-Loop Gate:** All external communications, production database mutations, and billing actions stage an explicit review diff before execution. - **Deterministic Telemetry:** Every run logs structured JSON output, latency metrics, and source citations so operators can audit every decision.

Tags: #qdrant-mcp#postgres-mcp#github-mcp#blueprint#engineering

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