Agent infrastructure · agent infrastructure component
TencentDB Agent Memory: review, pricing, security and alternatives
TencentDB Agent Memory is an open-source agent infrastructure component published by Tencent Cloud, in the agent infrastructure family. Organizes conversations, documents and code into reusable memory assets and skills that teams can share across agents. Its repository has 29,888 stars and its last commit is from October 21, 2026.
| Adoption (stars) | 30/40 | |
|---|---|---|
| Activity (commits, releases) | 26/30 | |
| Framework (licence, control, models) | 10/30 |
What TencentDB Agent Memory does
TencentDB Agent Memory belongs to the agent infrastructure family: technical building blocks for agents: memory, execution sandboxes, model gateways, observability, evaluation. On our grid it ranks #24 of the 28 projects of this family listed in the directory.
It is not an agent in itself: it is a component other agents use (memory, isolated execution, web access, model gateway or monitoring). You pick it based on the agent or framework it has to equip.
You use it from: web app and API. It can run on your own machine or server.
Who is TencentDB Agent Memory for?
It is for teams running agents in production that need a reliable component: isolated execution, memory, model gateway or observability. Typical tasks people give it:
- isolate code generated by an agent
- track model call costs and errors
- give an agent long-term memory
It is a good candidate if you prefer doing everything in a browser, with no install and your data must stay on your machines.
Access and human control
Its documentation does not detail the access granted to the agent: check the settings before connecting it to your accounts.
We could not establish whether it asks for human approval before sensitive actions: test it first on an unimportant account or folder.
TencentDB Agent Memory pricing
The code is public but the repository declares no licence: reuse is not formally allowed. The real cost depends on hosting and, where relevant, the vendor's hosted offer.
Getting started with TencentDB Agent Memory
- Install it: the project ships as a Node.js package (install with
npm, or run directly withnpx). The exact command is in the repository README. - Start with the minimal example from the docs, then add one tool at a time and check what the agent does with it.
- Give it a short, checkable task, review the result and its action log, then raise the difficulty step by step.
Security: risk level
An infrastructure component sees prompts, keys and data pass through: self-host it or read the service's retention policy.
Points found for TencentDB Agent Memory:
- No licence: legally shaky for company use.
Three habits: least privilege (minimal rights, dedicated keys), human approval for irreversible actions, a sandbox for code execution. The AI agent security check reviews your setup in a few minutes.
Project activity and releases
Created on April 7, 2026, the TencentCloud/TencentDB-Agent-Memory repository has 29,888 stars, 2,898 forks and 308 open issues, with 70 commits in total. It received changes this month.
Over the last 52 weeks: 64 commits, an average of 1.2 per week.
21 releases in total; 12 in the last twelve months. Latest release: v2.0.3-beta.1, on October 13, 2026.
TencentDB Agent Memory vs other agent infrastructure
GitHub stars of the best-rated open-source projects in the agent infrastructure family. Stars measure attention, not quality: a heavily promoted project collects them fast, a specialised tool will have few.
TencentDB Agent Memory and other agent infrastructure at a glance
The 7 best-ranked agents in the same family, 7 of them open source. The score out of 100 only applies to open-source projects; for proprietary services we show the published entry price. A dash marks information the documentation does not state.
| Agent | Model | Score | Stars or entry price | Self-hostable | Human approval |
|---|---|---|---|---|---|
| TencentDB Agent Memory | open source | 66 | 29.9K ★ | yes | – |
| OmniRoute | open source | 90 | 80.7K ★ | yes | – |
| Mem0 | open source | 89 | 67.7K ★ | yes | – |
| Firecrawl | open source | 86 | 194.9K ★ | yes | – |
| Claude-Mem | open source | 86 | 102.8K ★ | yes | – |
| Cognee | open source | 85 | 32.7K ★ | yes | – |
| 9Router | open source | 85 | 31.3K ★ | yes | – |
| Hyperframes | open source | 84 | 71.3K ★ | yes | – |
How we rated it
Score: 66/100, computed only from public, verifiable data, with no subjective testing or partnership:
- Adoption 30/40: 29,888 stars on a log scale (40 points from about 200,000).
- Activity 26/30: last commit less than a month ago, 11 releases in six months, 64 commits in a year.
- Framework 10/30: licence, default human approval, self-hosting, model choice and documentation site.
The score does not say whether the agent will succeed at your tasks: it measures how solid the project is. The full grid is on the method page.
Verdict
TencentDB Agent Memory is a serious option; check the limitations below before granting it access.
Strengths
- Widely followed: 29.9K stars
- Very active development
- Frequent releases (12 in a year)
- Can run on your side: data under control
Limitations
- No licence declared
Alternatives
Learn more
Frequently asked questions
Is TencentDB Agent Memory free?
The software is public, with no declared licence. You still pay for the model calls, unless you use a local model.
Is TencentDB Agent Memory safe?
Our risk level: mid. Points found: no licence. Give it minimum rights and approve irreversible actions.
Which models does TencentDB Agent Memory use?
Its documentation does not specify the supported models.
Can TencentDB Agent Memory be installed on your own server?
Yes, from the TencentCloud/TencentDB-Agent-Memory repository. Data then stays with you, but security and updates are your job.
What are the alternatives to TencentDB Agent Memory?
In the same family: OmniRoute, Mem0, Firecrawl, and Claude-Mem.
TencentDB Agent Memory or OmniRoute: what is the difference?
Both belong to the agent infrastructure family. TencentDB Agent Memory has 29.9K stars against 80.7K for OmniRoute. The right choice mostly depends on the access you are willing to give it.
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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score