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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.

Score
66/100
Adoption (stars) 30/40
Activity (commits, releases) 26/30
Framework (licence, control, models) 10/30
Open sourceSelf-hostableActively maintainedModerate risk

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.

Drive a web browserDrive a web browser : 7 %7 %Call online services and APIsCall online services and APIs : 11 %11 %
Share of the 28 agents in the family that have each access, according to their documentation. In orange, TencentDB Agent Memory's access.

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

  1. Install it: the project ships as a Node.js package (install with npm, or run directly with npx). The exact command is in the repository README.
  2. Start with the minimal example from the docs, then add one tool at a time and check what the agent does with it.
  3. 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.

Nov 2, : 0 · Nov 2, 2025Nov 2,Nov 9, : 0 · Nov 9, 2025Nov 16, : 0 · Nov 16, 2025Nov 23, : 0 · Nov 23, 2025Nov 30, : 0 · Nov 30, 2025Dec 7, : 0 · Dec 7, 2025Dec 14, : 0 · Dec 14, 2025Dec 21, : 0 · Dec 21, 2025Dec 28, : 0 · Dec 28, 2025Dec 28,Jan 4, : 0 · Jan 4, 2026Jan 11, : 0 · Jan 11, 2026Jan 18, : 0 · Jan 18, 2026Jan 25, : 0 · Jan 25, 2026Feb 1, : 0 · Feb 1, 2026Feb 8, : 0 · Feb 8, 2026Feb 15, : 0 · Feb 15, 2026Feb 22, : 0 · Feb 22, 2026Feb 22,Mar 1, : 0 · Mar 1, 2026Mar 8, : 0 · Mar 8, 2026Mar 15, : 0 · Mar 15, 2026Mar 22, : 0 · Mar 22, 2026Mar 29, : 0 · Mar 29, 2026Apr 5, : 0 · Apr 5, 2026Apr 12, : 0 · Apr 12, 2026Apr 19, : 0 · Apr 19, 2026Apr 19,Apr 26, : 0 · Apr 26, 2026May 3, : 0 · May 3, 2026May 10, : 0 · May 10, 2026May 17, : 0 · May 17, 2026May 24, : 0 · May 24, 2026May 31, : 0 · May 31, 2026Jun 7, : 0 · Jun 7, 2026Jun 14, : 0 · Jun 14, 2026Jun 14,Jun 21, : 0 · Jun 21, 2026Jun 28, : 0 · Jun 28, 2026Jul 5, : 0 · Jul 5, 2026Jul 12, : 0 · Jul 12, 2026Jul 19, : 0 · Jul 19, 2026Jul 26, : 4 · Jul 26, 2026Aug 2, : 1 · Aug 2, 2026Aug 9, : 4 · Aug 9, 2026Aug 9,Aug 16, : 6 · Aug 16, 2026Aug 23, : 0 · Aug 23, 2026Aug 30, : 7 · Aug 30, 2026Sep 6, : 3 · Sep 6, 2026Sep 13, : 7 · Sep 13, 2026Sep 20, : 7 · Sep 20, 2026Sep 27, : 7 · Sep 27, 2026Oct 4, : 2 · Oct 4, 2026Oct 4,Oct 11, : 3 · Oct 11, 2026Oct 18, : 9 · Oct 18, 2026Oct 25, : 4 · Oct 25, 2026Oct 25,
Commits per week on the main repository, last 52 weeks (GitHub API, checked October 25, 2026).

21 releases in total; 12 in the last twelve months. Latest release: v2.0.3-beta.1, on October 13, 2026.

v0.1.4 · Apr 23, 2026v0.1.4Apr 23, 2026v0.3.3 · May 12, 2026v0.2.2 · May 12, 2026v0.3.4 · May 13, 2026v0.3.5 · May 20, 2026v0.3.6 · May 28, 2026v1.0.0 · Jun 11, 2026v1.0.1 · Jul 14, 2026v2.0.0 · Aug 3, 2026v2.0.1 · Aug 25, 2026v2.0.2 · Oct 9, 2026v2.0.3-beta.1 · Oct 13, 2026v2.0.3-beta.1Oct 13, 2026
The latest 12 releases published on GitHub (hover a point for details).

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.

OmniRouteOmniRoute : 80.7K80.7KMem0Mem0 : 67.7K67.7KFirecrawlFirecrawl : 194.9K194.9KClaude-MemClaude-Mem : 102.8K102.8KCogneeCognee : 32.7K32.7K9Router9Router : 31.3K31.3KHyperframesHyperframes : 71.3K71.3KCrawl4AICrawl4AI : 86.2K86.2KTencentDB Agent MemoryTencentDB Agent Memory : 29.9K29.9K
Log scale; TencentDB Agent Memory in orange. Checked October 25, 2026.

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.

Quick comparison: agent infrastructure
AgentModelScoreStars or entry priceSelf-hostableHuman approval
TencentDB Agent Memoryopen source6629.9K ★yes–
OmniRouteopen source9080.7K ★yes–
Mem0open source8967.7K ★yes–
Firecrawlopen source86194.9K ★yes–
Claude-Memopen source86102.8K ★yes–
Cogneeopen source8532.7K ★yes–
9Routeropen source8531.3K ★yes–
Hyperframesopen source8471.3K ★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

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