Core Concepts
ToolPilot is more than a search engine — it’s a graph-powered intelligence layer for developer tools. These pages explain the data model, algorithms, and feedback systems that make it work.
Tool Graph Mesh
A Memgraph-powered property graph of 491+ developer tools and their relationships — nodes, edges, and the ecosystem they form.
Learn more →Search Pipeline
The 4-stage discovery engine: hybrid retrieval, context filtering, graph reranking, and intelligent selection.
Learn more →Health Tiers
How ToolPilot scores tool maintenance health across four tiers — from Excellent to Poor — using GitHub signals.
Learn more →Guided Discovery
The clarification engine that asks the right questions to narrow ambiguous queries before committing to results.
Learn more →Edge Decay
Temporal weight decay ensures relationships stay current — stale edges fade while active ones stay strong.
Learn more →Feedback Loop
How outcome reports from agents reinforce or attenuate graph edges, creating a self-improving recommendation system.
Learn more →