Ariadne
Description
Fast local MCP server for deterministic cross-service API-chain discovery across REST, GraphQL, Kafka, TypeScript, and FastAPI.
Installation
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open the source below and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
README
Ariadne
[](LICENSE) [](https://modelcontextprotocol.io) [](https://glama.ai/mcp/servers/whyy9527/ariadne) [](https://github.com/punkpeye/awesome-mcp-servers#-developer-tools)
Ariadne's thread — a way out of the microservice maze.
Cross-service API dependency graph for Spring Boot + TypeScript microservice stacks. MCP stdio server for AI coding assistants (Claude Code, Cursor, Windsurf), with a CLI twin. Local SQLite + TF-IDF. Zero ML dependencies.

70-second deterministic terminal walkthrough. Reproduce it from [`docs/demo.tape`](docs/demo.tape).
What it does
Indexes the *contract layer* — GraphQL mutations, REST endpoints, Kafka topics, frontend queries. Nothing else. That's why results fit an AI context window.
Ask Claude *"where does createOrder live across the stack?"* and `query_chains` returns:
Top Cluster #1 [confidence: 0.91]
Services: gateway, orders-svc, billing-svc, web
- [web] Frontend Mutation: createOrder
- [gateway] GraphQL Mutation: createOrder
- [orders-svc] HTTP POST /orders: createOrder
- [orders-svc] Kafka Topic: order-created
- [billing-svc] Kafka Listener: order-created → chargeCustomer
The response is intentionally bounded for an AI context window. See the [reproducible public-stack benchmark](BENCHMARKS.md) for measured retrieval, serialized token, and timing results against `rg` and `grep`.
Current public-stack benchmark (48 reviewed queries across Spring REST, GraphQL/TypeScript, Kafka, and FastAPI):
| Backend | Top-1 | Top-3 | M
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