stim-mcp-server

Provides an MCP (Model Context Protocol) server that wraps Google’s Stim stabilizer circuit simulator, exposing multiple tools (health check, circuit creation/appending, sampling, error analysis, diagram generation, noise injection, and standard circuit generation) over MCP transports including HTTP/SSE and stdio, plus a hosted Google Cloud Run instance.

Evaluated Apr 04, 2026 (0d ago)
Homepage ↗ Repo ↗ Ai Ml mcp python quantum stim quantum-error-correction simulator cloud-run sse
⚙ Agent Friendliness
64
/ 100
Can an agent use this?
🔒 Security
38
/ 100
Is it safe for agents?
⚡ Reliability
22
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
78
Documentation
75
Error Messages
0
Auth Simplicity
100
Rate Limits
10

🔒 Security

TLS Enforcement
80
Auth Strength
5
Scope Granularity
0
Dep. Hygiene
55
Secret Handling
60

README explicitly states the shared remote server has no authentication and no access control; circuit IDs are random tokens but should not be relied on for strong privacy. Tool invocations are logged anonymously by tool name only (no arguments/circuit data). No details provided about TLS enforcement beyond using HTTPS in the hosted URL; no rate-limit details; no discussion of auth for local deployments.

⚡ Reliability

Uptime/SLA
0
Version Stability
35
Breaking Changes
30
Error Recovery
25
AF Security Reliability

Best When

You want an experimentation/beta MCP tool for quantum circuit simulation and analysis with an LLM client that can call MCP tools over HTTP/SSE or stdio.

Avoid When

You need strong access control, circuit-data privacy on a multi-tenant remote service, or you require an explicit documented retry/idempotency contract for reliability.

Use Cases

  • LLM-assisted exploration of stabilizer quantum circuits via conversational tool calls
  • Programmatic generation and validation of Stim circuit strings
  • Sampling measurement statistics from quantum stabilizer circuits
  • Building and analyzing detector error models to find short logical error paths
  • Adding noise models (e.g., depolarizing/X error) and comparing resulting statistics

Not For

  • Processing sensitive or confidential circuit data on the shared hosted instance
  • Mission-critical workloads requiring strong availability guarantees
  • Environments that require authenticated, access-controlled API usage for compliance

Interface

REST API
Yes
GraphQL
No
gRPC
No
MCP Server
Yes
SDK
No
Webhooks
No

Authentication

Methods: None (no authentication on the hosted remote server)
OAuth: No Scopes: No

README states the shared server has no authentication and no access control; circuit IDs are UUIDv4-like tokens intended to make guessing impractical, but this is not equivalent to access control.

Pricing

Free tier: No
Requires CC: No

No pricing information provided; hosted instance appears experimental with scale-to-zero behavior.

Agent Metadata

Pagination
none
Idempotent
False
Retry Guidance
Not documented

Known Gotchas

  • Hosted server scales to zero; first request after inactivity may take 5–10 seconds (agents may time out if they assume warm latency).
  • In-memory circuit sessions are lost on scale-down, so long-lived workflows should recreate circuits or use local deployment.
  • Remote server has no authentication/access control; avoid sensitive circuit data.

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Scores are editorial opinions as of 2026-04-04.

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