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trustgraph-ai/trustgraph
默认分支 master · commit 36eadbda · 扫描时间 2026/5/27 14:07:21
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行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 trustgraph-ai/trustgraph 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Clarify 'TrustGraph' name to avoid misinterpretation as 'decentralized trust'
原因:
当前TrustGraph is an agent runtime platform built around context graphs — structured, queryable representations of your domain knowledge that ground every agent query in verified, explainable facts in private deployments with sovereign control.
复制粘贴的修复TrustGraph is an agent runtime platform (not a decentralized trust or reputation protocol) built around context graphs — structured, queryable representations of your domain knowledge that ground every agent query in verified, explainable facts in private deployments with sovereign control.
- mediumreadme#2Emphasize 'explainable AI agents' and 'multi-modal context' in README intro
原因:
当前TrustGraph is an agent runtime platform built around context graphs — structured, queryable representations of your domain knowledge that ground every agent query in verified, explainable facts in private deployments with sovereign control. The platform is the full stack for agentic systems: context graphs, memory, retrieval, orchestration, and inference for precision-critical agent workloads.
复制粘贴的修复TrustGraph is an agent runtime platform (not a decentralized trust or reputation protocol) built around context graphs — structured, queryable representations of your domain knowledge that ground every agent query in verified, explainable facts in private deployments with sovereign control. It enables explainable AI agents by managing multi-modal context and memory with a graph database. The platform is the full stack for agentic systems: context graphs, memory, retrieval, orchestration, and inference for precision-critical agent workloads.
- lowcomparison#3Add a 'Comparison to Alternatives' section in the README
原因:
复制粘贴的修复## Comparison to Alternatives TrustGraph differentiates itself from general-purpose graph databases (like Neo4j, Memgraph, ArangoDB) by providing a full-stack agent runtime specifically designed for grounding AI agents in verifiable, multi-modal context graphs, rather than just data storage. Unlike agent frameworks (like LangChain, LlamaIndex) that focus on orchestration, TrustGraph integrates the underlying context graph engine, multi-modal database, and RAG pipelines for precision-critical agent workloads, offering sovereign control and explainable outputs.
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- Neo4j · 被推荐 2 次
- LangChain · 被推荐 1 次
- TerminusDB · 被推荐 1 次
- LlamaIndex · 被推荐 1 次
- Apache Jena · 被推荐 1 次
- 品类问题How to build explainable AI agents using a knowledge graph for context?你:未被推荐AI 推荐顺序:
- LangChain
- Neo4j
- TerminusDB
- LlamaIndex
- Apache Jena
- Stardog
- Pydantic
- NetworkX
- OpenAI's GPT models
- Anthropic's Claude
- Llama 3
- Hugging Face Transformers
- PyTorch Geometric (PyG)
- Deep Graph Library (DGL)
- Protégé
- Drools
AI 推荐了 16 个替代方案,却始终没点名 trustgraph-ai/trustgraph。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What platform manages agent memory and multi-modal context with a graph database?你:未被推荐AI 推荐顺序:
- Memgraph
- Neo4j
- ArangoDB
- TigerGraph
- Amazon Neptune
- Grakn (now Vaticle's TypeDB)
AI 推荐了 6 个替代方案,却始终没点名 trustgraph-ai/trustgraph。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesspass
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of trustgraph-ai/trustgraph?passAI 明确点名了 trustgraph-ai/trustgraph
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts trustgraph-ai/trustgraph in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 trustgraph-ai/trustgraph
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo trustgraph-ai/trustgraph solve, and who is the primary audience?passAI 明确点名了 trustgraph-ai/trustgraph
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 trustgraph-ai/trustgraph 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/trustgraph-ai/trustgraph)<a href="https://repogeo.com/zh/r/trustgraph-ai/trustgraph"><img src="https://repogeo.com/badge/trustgraph-ai/trustgraph.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
trustgraph-ai/trustgraph — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3