{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "bgts-ai-org/bgts-context-engine",
 "name": "bgts-context-engine",
 "owner": "bgts-ai-org",
 "slug": "bgts-ai-org-bgts-context-engine",
 "github": "https://github.com/bgts-ai-org/bgts-context-engine",
 "what": "A deterministic code-graph context engine that indexes your repositories and returns ranked code symbols to AI coding agents over MCP, REST or the command line.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Docker with Docker Compose, to run PostgreSQL 16 with Apache AGE and pgvector",
  "Python with pip",
  "A local repository to index",
  "A coding agent that can call MCP tools, or the bce command line"
 ],
 "audience_note": "Developers and platform teams who run AI coding agents on their own repositories and want the same task to return the same context every time.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/bgts-ai-org-bgts-context-engine/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "bgts-ai-org-bgts-context-engine--rank-code-symbols-for-a-bug-question",
   "title": "Find the symbols behind a bug question before editing",
   "best": true,
   "url": "https://dedupedai.com/use-cases/bgts-ai-org-bgts-context-engine/rank-code-symbols-for-a-bug-question/",
   "json": "https://dedupedai.com/use-cases/u/bgts-ai-org-bgts-context-engine/rank-code-symbols-for-a-bug-question.json"
  },
  {
   "id": "bgts-ai-org-bgts-context-engine--give-mcp-agent-ranked-context-over-mcp",
   "title": "Let a coding agent pull ranked context over MCP",
   "best": false,
   "url": "https://dedupedai.com/use-cases/bgts-ai-org-bgts-context-engine/give-mcp-agent-ranked-context-over-mcp/",
   "json": "https://dedupedai.com/use-cases/u/bgts-ai-org-bgts-context-engine/give-mcp-agent-ranked-context-over-mcp.json"
  },
  {
   "id": "bgts-ai-org-bgts-context-engine--replay-a-retrieval-call-to-audit-an-agent",
   "title": "Replay a retrieval call to audit a bad agent change",
   "best": false,
   "url": "https://dedupedai.com/use-cases/bgts-ai-org-bgts-context-engine/replay-a-retrieval-call-to-audit-an-agent/",
   "json": "https://dedupedai.com/use-cases/u/bgts-ai-org-bgts-context-engine/replay-a-retrieval-call-to-audit-an-agent.json"
  },
  {
   "id": "bgts-ai-org-bgts-context-engine--trace-react-native-calls-into-native-code",
   "title": "Trace React Native calls into native Swift, Kotlin or Objective-C",
   "best": false,
   "url": "https://dedupedai.com/use-cases/bgts-ai-org-bgts-context-engine/trace-react-native-calls-into-native-code/",
   "json": "https://dedupedai.com/use-cases/u/bgts-ai-org-bgts-context-engine/trace-react-native-calls-into-native-code.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}