Your coding agent shouldn't rediscover your codebase every time.
LLMGRAPH provides persistent repository-scale semantic intelligence through MCP, helping coding agents understand callers, change impact, paths, and dependencies without repeatedly reconstructing repository relationships from raw files.
// Example: Agent queries change blast radius before modifying core handler
> graph_blast(symbol="AuthMiddleware.verifyToken", depth=3, repo="adlabs")
✓ Direct callers identified across repository packages
✓ Critical execution chokepoints verified
✓ Proven caller lineage with AST-grounded static confidence
The Architecture Problem
Coding agents are trapped in exploration loops.
- Agent spends multiple context turns searching files
- Speculative inferences on indirect callers
- Risk of missing dynamic references and transitive breaks
- Burns context budget on repeated file searches
- Direct, structured MCP tool responses
- Trace callers and recursive change impact
- Find semantic paths between components
- Distinguish proven relationships from possible or uncertain ones
How LLMGRAPH Works
Repository-scale semantic intelligence via MCP.
1. Ephemeral Indexing
Connect your repository with read-only Git access. LLMGRAPH processes the AST graph in an isolated worker and immediately removes source code checkouts.
2. Persistent Graph
Callers, symbols, imports, execution paths, and confidence scores are structured in an isolated semantic graph ready for immediate agent queries.
3. MCP Agent Queries
Your coding agents (Cursor, Claude Desktop, Antigravity, Gemini) query the MCP server to inspect dependencies and blast radius with zero manual grepping.
Agent Capabilities
What your agent can ask LLMGRAPH.
Exact Transitive Callers
Discovers incoming invocations of a function, method, or component across all packages with confidence ratings.
Change-Impact Blast Radius
Calculates downstream files and symbols impacted if a function or interface is refactored up to depth $N$.
Semantic Execution Paths
Traces execution routes from an API entrypoint down to underlying database mutations.
Dominator Chokepoint Analysis
Identifies critical bottleneck functions whose failure disconnects an entire workflow or feature.
Simple, transparent pay-as-you-go pricing.
Prepaid usage model with candidate consumption rates during private beta.
Private Beta Pricing
Candidate beta consumption rates
Beta pricing may change before general availability.
Request Private Beta AccessGive your coding agents persistent codebase intelligence.
Reduce repeated repository exploration and give your coding agent compact semantic context.
Request Private Beta Access