RRepoGEO

REPOGEO REPORT · LITE

heurist-network/heurist-agent-framework

Default branch main · commit 3b414a74 · scanned 6/7/2026, 4:32:55 PM

GitHub: 816 stars · 85 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface heurist-network/heurist-agent-framework, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README's opening paragraph to highlight unique differentiators

    Why:

    CURRENT
    A flexible multi-interface AI agent framework that can interact through various platforms including Telegram, Discord, Twitter, Farcaster, REST API, and MCP.
    COPY-PASTE FIX
    The Heurist Agent Framework is a flexible, multi-interface AI agent framework designed for building advanced, interconnected agents with reasoning, tool use, memory, deep research, and blockchain interaction. It uniquely integrates with the Heurist Network, fostering decentralized multi-agent communication (MCP) across platforms.
  • mediumtopics#2
    Expand repository topics to include specific features

    Why:

    CURRENT
    agentic-ai, agentic-framework, ai, mcp
    COPY-PASTE FIX
    agentic-ai, agentic-framework, ai, mcp, blockchain, multi-agent-systems, tool-use, api-integration
  • lowlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'License' to the README, stating: 'This project is licensed under the terms specified in the LICENSE file. Please refer to the LICENSE file for full details on the applicable terms and conditions.'

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface heurist-network/heurist-agent-framework
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Haystack · recommended 2×
  4. Microsoft Semantic Kernel · recommended 1×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    Seeking a framework for developing AI agents with reasoning, tool use, and multi-platform communication.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. AutoGPT
    6. CrewAI

    AI recommended 6 alternatives but never named heurist-network/heurist-agent-framework. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good frameworks for building AI agents that interact with blockchain and external APIs?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Autogen
    4. OpenAI Assistants API
    5. Haystack
    6. Agent Protocol

    AI recommended 6 alternatives but never named heurist-network/heurist-agent-framework. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of heurist-network/heurist-agent-framework?
    pass
    AI did not name heurist-network/heurist-agent-framework — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts heurist-network/heurist-agent-framework in production, what risks or prerequisites should they evaluate first?
    pass
    AI named heurist-network/heurist-agent-framework explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo heurist-network/heurist-agent-framework solve, and who is the primary audience?
    pass
    AI named heurist-network/heurist-agent-framework explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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heurist-network/heurist-agent-framework — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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