--- title: "openagent vs TencentDB-Agent-Memory" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/haohao-end-openagent-vs-tencentcloud-tencentdb-agent-memory" tools: ["haohao-end-openagent", "tencentcloud-tencentdb-agent-memory"] --- # openagent vs TencentDB-Agent-Memory *GraphCanon updated Jul 12, 2026* ## Verdict Pick openagent when openagent is primarily Python; TencentDB-Agent-Memory is TypeScript; pick TencentDB-Agent-Memory when tencentDB-Agent-Memory is primarily TypeScript; openagent is Python. [openagent](https://openllm.cloud) reports 828 GitHub stars, 80 forks, and 45 open issues, last pushed Jun 24, 2026. [TencentDB-Agent-Memory](https://github.com/TencentCloud/TencentDB-Agent-Memory) has 8.4k stars, 772 forks, and 257 open issues, last pushed Jun 26, 2026. Figures are from public GitHub metadata via [openagent's repository](https://github.com/Haohao-end/openagent) and [TencentDB-Agent-Memory's repository](https://github.com/TencentCloud/TencentDB-Agent-Memory). | | [openagent](/tools/haohao-end-openagent.md) | [TencentDB-Agent-Memory](/tools/tencentcloud-tencentdb-agent-memory.md) | | --- | --- | --- | | Tagline | What if OpenAI Deep Research and Dify were one platform? OpenAgent — harness architecture for rapidly building vertical AI agents, with deep reasoning loops, visual workflows, RAG, and A2A delegation. | TencentDB Agent Memory delivers fully local long-term memory for AI Agents via a 4-tier progressive pipeline, with zero external API dependencies. | | Stars | 828 | 8,404 | | Forks | 80 | 772 | | Open issues | 45 | 257 | | Language | Python | TypeScript | | Adopt for | OpenAgent is a comprehensive platform for developers working on vertical AI agents and requires multiple setup steps including Docker, database configurations, and environment variables. | - | | Persona | - | - | | Runtime | - | - | | License | MIT | Other | | Categories | AI Agents, LLM Frameworks, Vector Databases | AI Agents, LLM Frameworks, Vector Databases | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [openagent](/tools/haohao-end-openagent.md) | [TencentDB-Agent-Memory](/tools/tencentcloud-tencentdb-agent-memory.md) | | --- | --- | --- | | Days since push | 16d | 15d | | Open issues (now) | 45 | 257 | | Owner type | User | Organization | | Security scan | No MCP manifest | No lockfile | | Full report | [trust report](/tools/haohao-end-openagent/trust.md) | [trust report](/tools/tencentcloud-tencentdb-agent-memory/trust.md) | ## Decision facts: openagent - **Requirements:** Requires Docker; Requires multiple keys for operation such as JWT_SECRET_KEY, POSTGRES_PASSWORD, REDIS_PASSWORD, WEAVIATE_API_KEY, and at least one provider API key. - **Adopt for:** OpenAgent is a comprehensive platform for developers working on vertical AI agents and requires multiple setup steps including Docker, database configurations, and environment variables. ## Choose when ### Choose openagent if… - openagent is primarily Python; TencentDB-Agent-Memory is TypeScript. - License: openagent is MIT, TencentDB-Agent-Memory is Other. - Requirements: Requires Docker; Requires multiple keys for operation such as JWT_SECRET_KEY, POSTGRES_PASSWORD, REDIS_PASSWORD, WEAVIATE_API_KEY, and at least one provider API key.. - Tags unique to openagent: ai, celery, deepagents, deepresearch. - Use OpenAgent when you need to build AI agents that can perform deep reasoning tasks within specific industry domains leveraging visual workflows. ### Choose TencentDB-Agent-Memory if… - TencentDB-Agent-Memory is primarily TypeScript; openagent is Python. - License: TencentDB-Agent-Memory is Other, openagent is MIT. - Tags unique to TencentDB-Agent-Memory: ai-agent, embedding, llm, local-first. ## When NOT to use openagent - Avoid OpenAgent if your team lacks experience with Docker and setting up environment variables as outlined in the installation guide. - Do not use if developing lightweight AI agents that do not require complex reasoning loops or RAG, as this platform may introduce unnecessary complexity to simpler applications. ## When NOT to use TencentDB-Agent-Memory - AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. - Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. ## Common questions ### What is the difference between openagent and TencentDB-Agent-Memory? openagent: What if OpenAI Deep Research and Dify were one platform? OpenAgent — harness architecture for rapidly building vertical AI agents, with deep reasoning loops, visual workflows, RAG, and A2A delegation.. TencentDB-Agent-Memory: TencentDB Agent Memory delivers fully local long-term memory for AI Agents via a 4-tier progressive pipeline, with zero external API dependencies.. See the comparison table for live GitHub stats and shared categories. ### When should I choose openagent over TencentDB-Agent-Memory? Choose openagent over TencentDB-Agent-Memory when openagent is primarily Python; TencentDB-Agent-Memory is TypeScript; License: openagent is MIT, TencentDB-Agent-Memory is Other; Requirements: Requires Docker; Requires multiple keys for operation such as JWT_SECRET_KEY, POSTGRES_PASSWORD, REDIS_PASSWORD, WEAVIATE_API_KEY, and at least one provider API key.; Tags unique to openagent: ai, celery, deepagents, deepresearch; Use OpenAgent when you need to build AI agents that can perform deep reasoning tasks within specific industry domains leveraging visual workflows. ### When should I choose TencentDB-Agent-Memory over openagent? Choose TencentDB-Agent-Memory over openagent when TencentDB-Agent-Memory is primarily TypeScript; openagent is Python; License: TencentDB-Agent-Memory is Other, openagent is MIT; Tags unique to TencentDB-Agent-Memory: ai-agent, embedding, llm, local-first. ### When should I avoid openagent? Avoid OpenAgent if your team lacks experience with Docker and setting up environment variables as outlined in the installation guide. Do not use if developing lightweight AI agents that do not require complex reasoning loops or RAG, as this platform may introduce unnecessary complexity to simpler applications. ### When should I avoid TencentDB-Agent-Memory? AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. ### Is openagent or TencentDB-Agent-Memory more popular on GitHub? TencentDB-Agent-Memory has more GitHub stars (8,404 vs 828). Stars measure visibility, not whether either tool fits your constraints. ### Are openagent and TencentDB-Agent-Memory open source? Yes - both are open-source projects on GitHub (openagent: MIT, TencentDB-Agent-Memory: Other). ### Where can I find alternatives to openagent or TencentDB-Agent-Memory? GraphCanon lists graph-backed alternatives at [openagent alternatives](/tools/haohao-end-openagent/alternatives) and [TencentDB-Agent-Memory alternatives](/tools/tencentcloud-tencentdb-agent-memory/alternatives) ([openagent markdown twin](/tools/haohao-end-openagent/alternatives.md), [TencentDB-Agent-Memory markdown twin](/tools/tencentcloud-tencentdb-agent-memory/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/haohao-end-openagent-vs-tencentcloud-tencentdb-agent-memory.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, openagent or TencentDB-Agent-Memory? openagent: Active. TencentDB-Agent-Memory: Active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for openagent and TencentDB-Agent-Memory? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [openagent trust report](/tools/haohao-end-openagent/trust); [TencentDB-Agent-Memory trust report](/tools/tencentcloud-tencentdb-agent-memory/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=haohao-end-openagent`](/api/graphcanon/graph?tool=haohao-end-openagent) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_