ThinkTrace Agentic Reasoner

MCPOpen Source11.5

by AlbertoPrimerano76 • Visualization & Charts

A modular agentic reasoning system that simulates LLM thinking steps and performs tool-calls via MCP for explainable decision-making.

Example Use Cases

1
Perform explainable, step-by-step reasoning and produce structured JSON reasoning plans.
2
Call external MCP-compatible tools (e.g., time, weather) dynamically and only when required by the reasoning flow.
3
A configurable, visualizable pipeline (console or Gradio) to inspect and debug internal thought steps and tool interactions.

Description

ThinkTrace provides a structured framework for LLM-driven reasoning that represents internal thought steps as JSON plans and invokes external MCP tools only when needed. It supports dynamic tool integration, real-time tool invocation (e.g., time or weather servers), and rich visualization of reasoning trees via console or Gradio UI. The system is configurable through YAML prompts and configurable MCP server definitions, enabling reproducible, explainable agent behavior for research and production use.

Quick Actions

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Security

Scanned 2 month(s) ago

Risk Level

MINIMAL

Read-only data retrieval, no side effects

Trust Score

D40/100

3/17 checks passed

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Quick Stats

Service TypeMCP

Pricing ModelFree

Capabilities0 Tools / 0 Prompts / 0 Resources

OwnerAlbertoPrimerano76

CategoryVisualization & Charts

DependenciesStandalone