{"repo":"kamathhrishi/sourcemapr","free":true,"listed":false,"github":"https://github.com/kamathhrishi/sourcemapr","clone":"git clone https://github.com/kamathhrishi/sourcemapr.git","description":"Debug RAG pipelines with just 2 lines of code","language":"Python","stars":14,"topics":["llama-index","observability","rag","langchain","agents","llm"],"license":null,"category":"ai-agents","readme_excerpt":"SourceMapR Retrieval observability where humans and AI debug together. SourceMapR is a retrieval observability tool. Trace every LLM answer back to exact document evidence — in two lines of code. AI agents evaluate via MCP while humans review in the dashboard. --- Why SourceMapR? Problem SourceMapR Solution --------- --------------------- \"Which chunks did the retriever return?\" See every retrieved chunk with similarity scores \"What prompt was sent to the LLM?\" Full prompt/response capture with token counts \"Why did the model hallucinate?\" Click any chunk to view it in the original PDF \"Is my chunking strategy working?\" Compare experiments side by side \"How do I evaluate retrieval at scale?\" AI agents run LLM-as-judge via MCP \"How do humans and AI collaborate?\" Shared workspace with evaluations UI Add retrieval observability in two lines of code. Let AI agents help you evaluate. --- Document Support Format Status Notes -------- -------- ------- PDF ✅ Supported Full support with chunk highlighting and source viewing HTML 🧪 Experimental Basic rendering, chunk highlighting may not work Other formats 🧪 Experimental Under development Current Focus: SourceMapR is optimized for PDF documents . Support for HTML and other file types is experimental and under active development. --- Quick Start LlamaIndex LangChain Open http://localhost:5000 to see the full evidence lineage. --- Supported Frameworks Framework Documents Chunks Retrieval LLM Calls ----------- ----------- -------- -----","default_branch":null,"files":null,"tree":[],"storefront":"/r/kamathhrishi","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/kamathhrishi/sourcemapr/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}