CI-1T Prediction Stability Engine

Created By

Collapse Index Labs22 days ago

MCP server for the CI-1T prediction stability engine. 20 tools + 1 resource. Evaluate model stability, probe any LLM for instability (BYOM - bring your own model), manage fleet sessions, detect drift, generate visualizations, and control API keys. 7 tools work locally with no auth or credits. 1,000 free credits on signup.

# AI

# ML

Overview Content Tools Comments

Content

20 Tools + 1 Resource

Evaluation & Scoring

evaluate: Prediction stability scoring (floats or Q0.16 fixed-point)
fleet_evaluate: Multi-node fleet-wide evaluation
probe: Probe any LLM for instability (3x same prompt). BYOM: bring your own model via any OpenAI-compatible API
health: Engine status check

Fleet Sessions

fleet_session_create / round / state / list / delete: Persistent multi-model comparison sessions

Account Management

list_api_keys / create_api_key / delete_api_key: API key CRUD
get_invoices: Billing history (Stripe)

Local Tools (no auth, no credits)

interpret_scores: Statistical breakdown (mean, std, min/max, normalized)
convert_scores: Float to Q0.16 conversion
generate_config: Integration boilerplate for FastAPI, Express, etc.
compare_windows: Drift detection between baseline and recent episodes
alert_check: Custom threshold alerts with severity levels
visualize: Interactive HTML charts
onboarding: Setup guide

Quick Start

Create a free account at collapseindex.org (1,000 free credits)
Copy your API key from the dashboard
Add the server config to Claude Desktop, Cursor, or VS Code
Ask your agent: "Help me get started with CI-1T"

BYOM Probe

Probe any model, local or remote, without using credits:

Ollama: base_url = http://localhost:11434/v1, model = llama3
OpenAI: base_url = https://api.openai.com/v1, model = gpt-4o
Any OpenAI-compatible endpoint works

Docker: hub.docker.com/r/collapseindex/ci1t-mcp npm: @collapseindex/ci1t-mcp

Server Config

{
  "mcpServers": {
    "ci1t": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-e",
        "CI1T_API_KEY",
        "collapseindex/ci1t-mcp"
      ],
      "env": {
        "CI1T_API_KEY": "ci_your_key_here"
      }
    }
  }
}

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