This product was not featured by Product Hunt yet. It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
Context-Engine
Self-hosted MCP retrieval + memory for coding agents
Deploy Context-Engine in minutes, index your repos into Qdrant, and give Cursor/Windsurf/Claude Code (and any MCP client) hybrid code search + reranking with ReFRAG micro-chunking, plus an optional team memory layer—all over HTTP or SSE.
“Self-hosted MCP retrieval + memory for coding agents”
Context-Engine was submitted on Product Hunt and earned 6 upvotes and 1 comments, placing #147 on the daily leaderboard. Deploy Context-Engine in minutes, index your repos into Qdrant, and give Cursor/Windsurf/Claude Code (and any MCP client) hybrid code search + reranking with ReFRAG micro-chunking, plus an optional team memory layer—all over HTTP or SSE.
Who hunted Context-Engine?
Context-Engine was hunted by John. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how Context-Engine stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
John