Comparison
TencentDB-Agent-Memory vs cognee
Verdict
Pick TencentDB-Agent-Memory if tencentDB-Agent-Memory is a team-level memory hub for AI Agents, designed to transform conversations, documents, and code into reusable memory assets, including chat memory, skills, LLM-Wiki, and code-graph; pick cognee if when evaluating Cognee, consider its self-hosted persistence capability and the extensive support it offers through multiple programming languages (Python, Rust, TypeScript). It uses vector databases to provide.
Markdown twin · TencentDB-Agent-Memory alternatives · cognee alternatives
GraphCanon updated Sep 20, 2026
9views this month
vs
Trust & integrity
| Signal | TencentDB-Agent-Memory | cognee |
|---|---|---|
| Maintenance | Very active (0d since push) As of Sep 18, 2026 · github_public_v1 | Very active (0d since push) As of Sep 20, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 20, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Sep 18, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- TencentDB-Agent-Memory
- A team-level memory hub for AI Agents, transforming conversations, documents, and code into reusable memory assets.
- cognee
- Cognee is the open-source AI memory platform for agents.
Stars
- TencentDB-Agent-Memory
- 27k
- cognee
- 31k
Forks
- TencentDB-Agent-Memory
- 2.6k
- cognee
- 3.1k
Open issues
- TencentDB-Agent-Memory
- 781
- cognee
- 482
Language
- TencentDB-Agent-Memory
- TypeScript
- cognee
- Python
Adopt for
- TencentDB-Agent-Memory
- TencentDB-Agent-Memory is a team-level memory hub for AI Agents, designed to transform conversations, documents, and code into reusable memory assets, including chat memory, skills, LLM-Wiki, and code-graph.
- cognee
- When evaluating Cognee, consider its self-hosted persistence capability and the extensive support it offers through multiple programming languages (Python, Rust, TypeScript). It uses vector databases to provide efficient
Persona
- TencentDB-Agent-Memory
- -
- cognee
- -
Runtime
- TencentDB-Agent-Memory
- -
- cognee
- -
License
- TencentDB-Agent-Memory
- The license for TencentDB-Agent-Memory is categorized as 'Other', indicating a license that is not standard or widely recognized.
- cognee
- Apache-2.0
Last pushed
- TencentDB-Agent-Memory
- Sep 18, 2026
- cognee
- Sep 19, 2026
Categories
- TencentDB-Agent-Memory
- AI Agents, Vector Databases
- cognee
- AI Agents, Vector Databases
Trust and health
Open issues (now)
- TencentDB-Agent-Memory
- 781
- cognee
- 482
Stars delta
- TencentDB-Agent-Memory
- +18k (30d)
- cognee
- +729 (30d)
Open issues delta
- TencentDB-Agent-Memory
- +446 (30d)
- cognee
- +123 (30d)
Full report
- TencentDB-Agent-Memory
- Trust report
- cognee
- Trust report
Choose TencentDB-Agent-Memory if…
- TencentDB-Agent-Memory is primarily TypeScript; cognee is Python.
- License: TencentDB-Agent-Memory is Other, cognee is Apache-2.0.
- Pricing: The tool is free to use, but premium features or support may come at an additional cost..
- Requirements: Min 4 GB RAM; Requires Docker; The MongoDB storage backend is experimental and off by default, which may affect the tool's performance and reliability in certain scenarios..
- Tags unique to TencentDB-Agent-Memory: agent, ai-agent, embedding, llm.
- Use TencentDB-Agent-Memory when you need a tool that can manage memory assets for AI Agents, particularly in a team setting where governance, sharing, and equipping across agents and frameworks are a须
When NOT to use TencentDB-Agent-Memory
- Avoid using TencentDB-Agent-Memory if your project does not require the management of memory assets such as chat memory, skills, LLM-Wiki, and code-graph.
- Do not use this tool if you are looking for a solution that does not support TypeScript or requires a different license type.
Choose cognee if…
- cognee is primarily Python; TencentDB-Agent-Memory is TypeScript.
- License: cognee is Apache-2.0, TencentDB-Agent-Memory is Other.
- Tags unique to cognee: agent-memory, ai-agents, docker, knowledge-graph.
- cognee ships Docker support for self-hosted deployment.
- - You are developing AI agents that require persistent long-term memory across different sessions.
When NOT to use cognee
- - Your project does not require persistent memory storage, or your agents operate fully within short-lived sessions without the need for past context.
- - You are aiming for minimal setup overhead and prefer a cloud-based solution that requires less maintenance on your infrastructure side.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (TencentCloud/TencentDB-Agent-Memory) · observed Sep 20, 2026
- GitHub forks (TencentCloud/TencentDB-Agent-Memory) · observed Sep 20, 2026
- Last push (TencentCloud/TencentDB-Agent-Memory) · observed Sep 18, 2026
- License file (Other) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
- GitHub stars (topoteretes/cognee) · observed Sep 20, 2026
- GitHub forks (topoteretes/cognee) · observed Sep 20, 2026
- Last push (topoteretes/cognee) · observed Sep 19, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: TencentDB-Agent-Memory 27k · cognee 31k (synced Sep 20, 2026).
Common questions
- What is the difference between TencentDB-Agent-Memory and cognee?
- TencentDB-Agent-Memory: A team-level memory hub for AI Agents, transforming conversations, documents, and code into reusable memory assets.. cognee: Cognee is the open-source AI memory platform for agents.. See the comparison table for live GitHub stats and shared categories.
- When should I choose TencentDB-Agent-Memory over cognee?
- Choose TencentDB-Agent-Memory over cognee when TencentDB-Agent-Memory is primarily TypeScript; cognee is Python; License: TencentDB-Agent-Memory is Other, cognee is Apache-2.0; Pricing: The tool is free to use, but premium features or support may come at an additional cost.; Requirements: Min 4 GB RAM; Requires Docker; The MongoDB storage backend is experimental and off by default, which may affect the tool's performance and reliability in certain scenarios.; Tags unique to TencentDB-Agent-Memory: agent, ai-agent, embedding, llm; Use TencentDB-Agent-Memory when you need a tool that can manage memory assets for AI Agents, particularly in a team setting where governance, sharing, and equipping across agents and frameworks are a须.
- When should I choose cognee over TencentDB-Agent-Memory?
- Choose cognee over TencentDB-Agent-Memory when cognee is primarily Python; TencentDB-Agent-Memory is TypeScript; License: cognee is Apache-2.0, TencentDB-Agent-Memory is Other; Tags unique to cognee: agent-memory, ai-agents, docker, knowledge-graph; cognee ships Docker support for self-hosted deployment; - You are developing AI agents that require persistent long-term memory across different sessions.
- When should I avoid TencentDB-Agent-Memory?
- Avoid using TencentDB-Agent-Memory if your project does not require the management of memory assets such as chat memory, skills, LLM-Wiki, and code-graph. Do not use this tool if you are looking for a solution that does not support TypeScript or requires a different license type.
- When should I avoid cognee?
- - Your project does not require persistent memory storage, or your agents operate fully within short-lived sessions without the need for past context. - You are aiming for minimal setup overhead and prefer a cloud-based solution that requires less maintenance on your infrastructure side.
- Is TencentDB-Agent-Memory or cognee more popular on GitHub?
- cognee has more GitHub stars (30,850 vs 26,924). Stars measure visibility, not whether either tool fits your constraints.
- Are TencentDB-Agent-Memory and cognee open source?
- Yes - both are open-source projects on GitHub (TencentDB-Agent-Memory: Other, cognee: Apache-2.0).
- Where can I find alternatives to TencentDB-Agent-Memory or cognee?
- GraphCanon lists graph-backed alternatives at TencentDB-Agent-Memory alternatives and cognee alternatives (TencentDB-Agent-Memory markdown twin, cognee markdown twin), 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 mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, TencentDB-Agent-Memory or cognee?
- TencentDB-Agent-Memory: Very active. cognee: Very 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 TencentDB-Agent-Memory and cognee?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: TencentDB-Agent-Memory trust report; cognee trust report.