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BHGraph — Semantic Code Intelligence
Surgical code context & graph intelligence for AI agents.
BHGraph is a 100% local, pre-built semantic knowledge graph designed to supercharge AI coding agents like Claude Code, Cursor, Gemini, and Codex. Instead of letting AI agents crawl your codebase using slow, file-by-file grep or read loops, BHGraph pre-indexes your entire codebase into a local SQLite graph (powered by tree-sitter & FTS5). It hands your agent surgical context in a single call—returning exact call paths, dynamic dispatch hops, and blast-radius analysis across 20+ languages.
Hey Product Hunt! 👋
I’m Bharanitharan, creator of BHGraph.
If you use AI coding agents like Claude Code, Cursor, or Codex on medium-to-large codebases, you’ve probably noticed the same frustration: agents spend way too many tool calls doing file-by-file searches, reading files back and forth, and burning context tokens just to figure out how a request reaches a database or what will break if a function changes.
I built BHGraph to give AI agents an instant, structural 'map' of your code.
How it works:
BHGraph parses your code locally using Tree-sitter, builds a local SQLite dependency graph, and exposes a single unified MCP tool (bhgraph_explore). When your agent asks a question, BHGraph hands it the exact code snippets, call flows, and blast radius in one shot.
Why developers love it:
Speed & Efficiency: Benchmarks show ~58% fewer tool calls and ~22% faster answers across major open-source repos.
Cross-Boundary Intelligence: Unifies routing (e.g., Express/FastAPI routes) and complex language bridges (like Swift ↔ ObjC or React Native TurboModules).
Privacy First: 100% local, zero API keys, no external services.
You can try it instantly without Node dependencies:
# macOS / Linux
curl -fsSL https://raw.githubusercontent.co... | sh
# Windows
irm https://raw.githubusercontent.co... | iex
About BHGraph — Semantic Code Intelligence on Product Hunt
“Surgical code context & graph intelligence for AI agents.”
BHGraph — Semantic Code Intelligence was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #127 on the daily leaderboard. BHGraph is a 100% local, pre-built semantic knowledge graph designed to supercharge AI coding agents like Claude Code, Cursor, Gemini, and Codex. Instead of letting AI agents crawl your codebase using slow, file-by-file grep or read loops, BHGraph pre-indexes your entire codebase into a local SQLite graph (powered by tree-sitter & FTS5). It hands your agent surgical context in a single call—returning exact call paths, dynamic dispatch hops, and blast-radius analysis across 20+ languages.
On the analytics side, BHGraph — Semantic Code Intelligence competes within Software Engineering, Artificial Intelligence, GitHub, Tech and OpenAI Day — topics that collectively have 1.2M followers on Product Hunt. The dashboard above tracks how BHGraph — Semantic Code Intelligence performed against the three products that launched closest to it on the same day.
Who hunted BHGraph — Semantic Code Intelligence?
BHGraph — Semantic Code Intelligence was hunted by Bharani. 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.
For a complete overview of BHGraph — Semantic Code Intelligence including community comment highlights and product details, visit the product overview.
Bharani