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Manoj Mallick
founder🏆 5x Hackathon Winner · GenAI Engineer @ ING & HCLTech · Founder of SigMap · Open Source Builder · 15+ yrs in software & fintech · Amsterda
Public projects
sigmap
~97% token reduction for AI coding sessions — zero deps, 38 languages, MCP server
JavaScriptaiai-code-reviewai-grounding
sigmap-vscode
SigMap AI context engine — VS Code extension. 96.9% token reduction, 80.0% retrieval hit@5, 29 languages. Works with Copilot, Claude, Cursor, Windsurf, Gemini.
JavaScriptai-contextclaudecopilot-instructions
sigmap-live
Web demo for SigMap — verified, ~99% smaller context for AI coding agents. Paste a public repo → trustworthy signatures, then ask the codebase. Proof: 405 repos, agents ~61% faster.
TypeScriptai-coding-agentscode-searchcontext-engineering
gavio
The open standard AI gateway — PII protection, audit, reliability & cost control as composable interceptors. Same API in Python, Java & JavaScript.
Javaai-gatewayai-observabilityanthropic
sigmap-benchmark-suite
Reproducible benchmarks for SigMap — 405 repos, 51 coding tasks, Devin agent A/B, BM25 re-ranker. ~99% fewer tokens, 96× cheaper, agents ~61% faster.
Shellai-agentsbenchmarkbm25
sigmap.nvim
SigMap AI context engine — Neovim plugin. :SigMap, :SigMapQuery, statusline widget, auto-run on save. 96.9% token reduction, 80.0% hit@5.
Luaai-contextclaudegithub-copilot
Likely stack
ClaudeOpenAINext.jsElevenLabsVector DBCursorMCPReact
