Comparison
TencentDB-Agent-Memory vs cognee
Verdict
Pick TencentDB-Agent-Memory if tencentDB-Agent-Memory offers fully local long-term memory capabilities for AI agents with a specialized 4-tier pipeline, ensuring no reliance on external API dependencies; 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 efficient.
Markdown twin · TencentDB-Agent-Memory alternatives · cognee alternatives
GraphCanon updated 1d
vs
Trust & integrity
| Signal | TencentDB-Agent-Memory | cognee |
|---|---|---|
| Maintenance | Very active (1d since push) As of 4w · github_public_v1 | Very active (0d since push) As of 1d · github_public_v1 |
| Provenance | Not a fork · Organization account As of 4w · github_public_v1 | Not a fork · Organization account As of 1d · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · 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
- Fully local long-term memory for AI Agents via 4-tier pipeline
- cognee
- Cognee is the open-source AI memory platform for agents.
Stars
- TencentDB-Agent-Memory
- 9.2k
- cognee
- 30k
Forks
- TencentDB-Agent-Memory
- 871
- cognee
- 2.9k
Open issues
- TencentDB-Agent-Memory
- 335
- cognee
- 359
Language
- TencentDB-Agent-Memory
- TypeScript
- cognee
- Python
Adopt for
- TencentDB-Agent-Memory
- TencentDB-Agent-Memory offers fully local long-term memory capabilities for AI agents with a specialized 4-tier pipeline, ensuring no reliance on external API dependencies.
- 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
- Other
- cognee
- Apache-2.0
Last pushed
- TencentDB-Agent-Memory
- Jul 22, 2026
- cognee
- Aug 19, 2026
Categories
- TencentDB-Agent-Memory
- AI Agents, Vector Databases
- cognee
- AI Agents, Vector Databases
Trust and health
Days since push
- TencentDB-Agent-Memory
- 1d
- cognee
- 0d
Open issues (now)
- TencentDB-Agent-Memory
- 335
- cognee
- 359
Stars delta
- TencentDB-Agent-Memory
- Unknown
- cognee
- +1.5k (30d)
Open issues delta
- TencentDB-Agent-Memory
- Unknown
- cognee
- -265 (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.
- Tags unique to TencentDB-Agent-Memory: agent, ai-agent, embedding, llm.
- You are prioritizing data sovereignty and need to ensure all memory functions operate locally without internet connectivity or external service dependence.
When NOT to use TencentDB-Agent-Memory
- If your application involves frequent synchronization of memory content across multiple environments, as this tool is designed for local operations only.
- In scenarios where accessing a large-scale distributed database is necessary because TencentDB-Agent-Memory is built around standalone local capabilities.
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 Jul 23, 2026
- GitHub forks (TencentCloud/TencentDB-Agent-Memory) · observed Jul 23, 2026
- Last push (TencentCloud/TencentDB-Agent-Memory) · observed Jul 22, 2026
- License file (Other) · observed Jul 23, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (topoteretes/cognee) · observed Aug 19, 2026
- GitHub forks (topoteretes/cognee) · observed Aug 19, 2026
- Last push (topoteretes/cognee) · observed Aug 19, 2026
- License file (Apache-2.0) · observed Aug 19, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: TencentDB-Agent-Memory 9.2k · cognee 30k (synced Jul 23, 2026).
Common questions
- What is the difference between TencentDB-Agent-Memory and cognee?
- TencentDB-Agent-Memory: Fully local long-term memory for AI Agents via 4-tier pipeline. 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; Tags unique to TencentDB-Agent-Memory: agent, ai-agent, embedding, llm; You are prioritizing data sovereignty and need to ensure all memory functions operate locally without internet connectivity or external service dependence.
- 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?
- If your application involves frequent synchronization of memory content across multiple environments, as this tool is designed for local operations only. In scenarios where accessing a large-scale distributed database is necessary because TencentDB-Agent-Memory is built around standalone local capabilities.
- 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 (30,121 vs 9,234). 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.