Future AGI × Model Context Protocol

Model Context Protocol on Future AGI

Protocols

Anthropic's MCP for tool, resource, and prompt servers.

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What you get

Everything traced, scored, and improvable

One install instruments Model Context Protocol on OpenTelemetry. Future AGI then layers evaluators, optimisers, and simulations on top of the same trace tree — no second SDK, no double instrumentation.

Trace

Auto-instrumented spans

Every Model Context Protocol call becomes a span — inputs, outputs, latency, tokens, cost, model name, tool args, retrieval results, and chain steps captured automatically.

Evaluate

70+ evaluators on every span

Attach Groundedness, Context Relevance, Prompt Injection, Toxicity, and 70+ more — purpose-built scorers powered by the Turing eval models, not generic LLM-as-judge.

Optimize

Closed-loop improvement

Pipe failed traces into agent-opt: GEPA, PromptWizard, ProTeGi, and Bayesian search rewrite your prompts with proof of measured gains.

Simulate

Adversarial scenarios at scale

Generate hundreds of personas and run them through your Model Context Protocol agent before launch — text and voice, scripted or persona-driven.

Quickstart · <3 min

Instrument Model Context Protocol in three steps

Step 1

Install the traceAI package

One package per language, ships from PyPI, npm, and Maven Central.
Step 2

Register the trace provider

Set FI_API_KEY and FI_SECRET_KEY, then call MCPInstrumentor().instrument().
Step 3

Run your existing Model Context Protocol app

No code changes. Traces appear in the Future AGI dashboard within seconds.

Install

pip install traceAI-mcp

npm install @traceai/mcp

Instrument

from fi_instrumentation import register
from fi_instrumentation.fi_types import ProjectType
from traceai_mcp import MCPInstrumentor

trace_provider = register(
    project_type=ProjectType.OBSERVE,
    project_name="MCP_APP",
)

MCPInstrumentor().instrument(tracer_provider=trace_provider)

# Your existing Model Context Protocol code runs unchanged from here.
# Every call is now an OpenTelemetry span in Future AGI.

import { register } from '@traceai/fi-core';
import { MCPInstrumentation } from '@traceai/mcp';

const tracerProvider = register({
  projectName: 'mcp_app',
  projectType: 'observe',
});

new MCPInstrumentation().instrument({ tracerProvider });

// Your existing Model Context Protocol code runs unchanged.
// Every call is now an OpenTelemetry span in Future AGI.

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