heurist-agent-framework

A flexible multi-interface AI agent framework for building agents with reasoning, tool use, memory, deep research, blockchain interaction, MCP, and agents-as-a-service.

20 articles 779 View on GitHub ↗
20 articles
How FlaskAgent Implements the Delegation Pattern Using the `_parent` Attribute

Discover how FlaskAgent implements the delegation pattern with its _parent attribute, enabling seamless attribute access and mutation for enhanced agent functionality. Learn more today.

internals
Mar 3, 2026
How to Debug Heurist Mesh Agent Failure Modes: 7 Common Issues and Fixes

Debug Heurist Mesh agent failures by understanding 7 common issues like network errors, rate limits, and timeouts. Learn quick fixes and troubleshooting tips for smooth operation.

how-to-guide
Mar 3, 2026
ValidationManager in the Heurist Agent Framework: Input Validation and Integration Guide

Learn how the ValidationManager in Heurist Agent Framework pre-validates user messages using mention detection or LLM relevance checks, ensuring efficient agent workflows and preventing unnecessary processing.

deep-dive
Mar 3, 2026
How to Configure and Use the LLM Provider for `call_llm` and `call_llm_with_tools` in Heurist Agent Framework

Configure and use the LLM provider in Heurist Agent Framework for call_llm and call_llm_with_tools. Learn to manage text completion and function calling efficiently.

tutorial
Mar 3, 2026
How to Test Individual Agent Components and Defined Workflows in Heurist Agent Framework

Easily test individual agent components and defined workflows with the Heurist Agent Frameworks built-in async test harness. Learn how to use the test_agent helper for efficient validation.

testing
Mar 3, 2026
How to Integrate with Heurist Mesh Agents for Token Analytics and Blockchain Data Retrieval

Integrate Heurist Mesh agents for token analytics and blockchain data retrieval. Use MeshClient to send queries or tool calls for efficient data access and analysis.

how-to-guide
Mar 3, 2026
How ConversationManager Handles Conversation History and Maintains Context Across Interactions

Discover how ConversationManager maintains context across interactions by storing message logs as embedded records. Learn how it uses VectorStorageProvider for full conversational background in LLM requests.

internals
Mar 3, 2026
Deploying Heurist Agents in Production: Threading Model and Daemon Process Guide

Deploy Heurist agents using daemon threads and a leader process for robust production management. Ensure automatic cleanup and graceful shutdown for reliable background services.

how-to-guide
Mar 3, 2026
How generate_image_with_retry_smartgen Works: Mechanism and Customization Guide

Explore the generate_image_with_retry_smartgen mechanism in Heurist Agent Framework. Learn to customize model selection, image parameters, and retry logic for effective image generation.

deep-dive
Mar 3, 2026
How to Implement Voice Processing Capabilities Using transcribe_audio and speak_text in Heurist Agent Framework

Implement voice processing in Heurist Agent Framework with transcribe_audio for speech-to-text and speak_text for text-to-speech. Learn how to use these functions and set OPENAI_API_KEY.

how-to-guide
Mar 3, 2026
How PersonalityProvider Manages Agent Personality and System Prompts in Heurist Agent Framework

Discover how PersonalityProvider dynamically crafts system prompts by merging base configurations with unique personality traits, ensuring consistent LLM instructions with varied character. Learn more about the Heurist Agent Fr...

internals
Mar 3, 2026
How to Integrate a New Heurist Mesh Agent to Leverage Web3 Data

Integrate a new Heurist Mesh agent for Web3 data by inheriting MeshAgent, implementing key methods, and allowing automatic discovery for LLM-driven queries.

how-to-guide
Mar 3, 2026

Have a question about this repo?

These articles cover the highlights, but your codebase questions are specific. Give your agent direct access to the source. Share this with your agent to get started:

Share the following with your agent to get started:
curl -s "https://instagit.com/install.md"

Works with
Claude Codex Cursor VS Code OpenClaw Any MCP Client

Maintain an open-source project? Get it listed too →