diff --git a/README.md b/README.md
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@@ -1446,6 +1446,7 @@ Tools and integrations that enhance the development workflow and environment man
 - [Eltortilla1/synapse-code-mcp](https://github.com/Eltortilla1/synapse-code-mcp) 📇 🏠 🍎 🪟 🐧 - Structural code context server for AI agents — compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required.
 - [richer-richard/fenestra](https://github.com/richer-richard/fenestra/tree/main/fenestra-mcp) [![richer-richard/fenestra MCP server](https://glama.ai/mcp/servers/richer-richard/fenestra/badges/score.svg)](https://glama.ai/mcp/servers/richer-richard/fenestra) 🦀 🏠 - Render and verify native Rust GUIs with no display or GPU: render to a typed accessibility tree, query/interact by semantic selector (never coordinates), check contrast/focus-order/hit-target-size, diff screenshots, and watch motion play as a captioned filmstrip. 13 tools. `cargo install fenestra-mcp`.
 - [chaoz23/inkcheck](https://github.com/chaoz23/inkcheck) [![chaoz23/inkcheck MCP server](https://glama.ai/mcp/servers/chaoz23/inkcheck/badges/score.svg)](https://glama.ai/mcp/servers/chaoz23/inkcheck) 📇 🏠 🍎 🪟 🐧 - CI for [ink](https://github.com/inkle/ink) interactive-fiction stories. Compiles, exhaustively playtests every branch, and finds runtime errors (with a repro path), unreachable knots, and every distinct ending — so an agent can verify the story it wrote. Writes no prose. `claude mcp add inkcheck -- npx -y inkcheck mcp`
+- [swapnanil/vectr](https://github.com/swapnanil/vectr) [![swapnanil/vectr MCP server](https://glama.ai/mcp/servers/swapnanil/vectr/badges/score.svg)](https://glama.ai/mcp/servers/swapnanil/vectr) 🐍 🏠 🍎 🪟 🐧 - Semantic codebase search + persistent working memory for AI code editors. Hybrid dense + BM25 search over AST-aware chunks, a symbol graph for locate/trace, and typed notes that survive context compaction and session restarts. Local embeddings, zero config, no API key. `pip install vectr`
 
 - [SunrisesIllNeverSee/sigrank-mcp](https://github.com/SunrisesIllNeverSee/sigrank-mcp) [![SunrisesIllNeverSee/sigrank-mcp MCP server](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp) 📇 🏠 🍎 🪟 🐧 - Operator leaderboard measuring users, not models — ranks AI coding operators by token cascade efficiency (Yield = Cache Reads × Output / Input²). 15 MCP tools: rank, pull, submit (ed25519-signed), diagnose, simulate. Privacy-first: only token counts leave the machine. `npx sigrank`