The context layer for AI coding agents
enola. is an open-source MCP server that generates structured architectural snapshots — modules, symbols, dependencies, routes — so Claude Code, Cursor, Copilot and Codex skip exploration and start with the map.
$ claude "Where is auth applied?" → list_files src/ 2.1K tokens → read src/middleware/auth.ts 4.7K tokens → read src/server/index.ts 6.2K tokens → grep -r "requireAuth" . 8.4K tokens → read src/routes/api/users.ts 5.1K tokens → read src/routes/api/billing.ts 6.8K tokens → … 64 more tool calls
$ claude "Where is auth applied?" → enola.snapshot(scope=auth) ~5K tokens ✓ Auth applied at src/middleware/auth.ts mounted by src/server/index.ts:42 wraps 47 routes across 6 modules bypassed by 3 public endpoints → 14 scoped lookups — all served from the map
The problem
Your agents are powerful — but they're blind. Every session starts from zero: re-crawling files, re-grepping symbols, re-learning structure.
A typical multi-agent code-understanding task — all exploration, nothing shipped — before a single change is made.
Multiply by every PR, every developer, every day — exploration latency compounds silently across the org.
The overwhelming majority of every token bill goes to re-exploration that produces no change — on every task, in every repo. A shared map recovers it.
The solution
enola. analyzes your repository once and exposes a compact, structured graph of its architecture through the Model Context Protocol — so any MCP-capable agent gets oriented in milliseconds, not minutes.
The benchmark
One representative repository. One architectural-understanding task. enola. versus an explore-and-read multi-agent baseline.
| Metric | enola. MCP | Explore agents | Delta |
|---|---|---|---|
| Tool calls | 15 | 70 across 3 agents | −79% |
| Tokens used | ~5K est. | ~219K | ~44× less |
| Time to context | ~5s | ~68s | ~14× faster |
| Facts extracted | 102,058 | N/A — narrative only | structured |
Measured with Claude Haiku · 102,058 extracted facts · 3 repositories. Results vary by model, codebase size, and repository structure.
Change intelligencePaid plan
A paid add-on that maps every commit against the architectural graph: which agent touched which module, the dependencies it introduced, its blast radius. Reviewable, exportable, auditable. We're onboarding teams by hand — reach out to scope it.