Comparison
agent-starter-pack vs TencentDB-Agent-Memory
Verdict
Pick agent-starter-pack when agent-starter-pack is primarily Python; TencentDB-Agent-Memory is TypeScript; pick TencentDB-Agent-Memory when tencentDB-Agent-Memory is primarily TypeScript; agent-starter-pack is Python.
Markdown twin · agent-starter-pack alternatives · TencentDB-Agent-Memory alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | agent-starter-pack | TencentDB-Agent-Memory |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Active (15d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No lockfile As of today · none |
Tagline
- agent-starter-pack
- Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD, evaluation, and observability.
- 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.
Stars
- agent-starter-pack
- 6.5k
- TencentDB-Agent-Memory
- 8.4k
Forks
- agent-starter-pack
- 1.5k
- TencentDB-Agent-Memory
- 772
Open issues
- agent-starter-pack
- 48
- TencentDB-Agent-Memory
- 257
Language
- agent-starter-pack
- Python
- TencentDB-Agent-Memory
- TypeScript
Adopt for
- agent-starter-pack
- agent-starter-pack is a specialized toolset for deploying AI agents on the Google Cloud Platform with built-in CI/CD, evaluation tools, and observability features.
- TencentDB-Agent-Memory
- -
Persona
- agent-starter-pack
- -
- TencentDB-Agent-Memory
- -
Runtime
- agent-starter-pack
- -
- TencentDB-Agent-Memory
- -
License
- agent-starter-pack
- Apache-2.0
- TencentDB-Agent-Memory
- Other
Last pushed
- agent-starter-pack
- Jul 10, 2026
- TencentDB-Agent-Memory
- Jun 26, 2026
Categories
- agent-starter-pack
- AI Agents, LLM Frameworks, Inference & Serving
- TencentDB-Agent-Memory
- LLM Frameworks, AI Agents, Vector Databases
Trust and health
Maintenance
- agent-starter-pack
- Very active (96%)
- TencentDB-Agent-Memory
- Active (82%)
Days since push
- agent-starter-pack
- 0d
- TencentDB-Agent-Memory
- 15d
Open issues (now)
- agent-starter-pack
- 48
- TencentDB-Agent-Memory
- 257
Full report
- agent-starter-pack
- Trust report
- TencentDB-Agent-Memory
- Trust report
Choose agent-starter-pack if…
- agent-starter-pack is primarily Python; TencentDB-Agent-Memory is TypeScript.
- License: agent-starter-pack is Apache-2.0, TencentDB-Agent-Memory is Other.
- Requirements: Requires additional software installation: Google Cloud SDK, Terraform for deployment, Make for development tasks..
- Tags unique to agent-starter-pack: llmops, agents, gemini, observability.
- Also covers Inference & Serving.
- When you require production-ready templates specifically adapted for deployment to Google Cloud.
When NOT to use agent-starter-pack
- If you are using another cloud provider (e.g., AWS, Azure) and do not plan on moving your operations to Google Cloud.
- When your team lacks familiarity with Python 3.10+ or does not wish to install and manage dependencies such as the Google Cloud SDK locally.
Choose TencentDB-Agent-Memory if…
- TencentDB-Agent-Memory is primarily TypeScript; agent-starter-pack is Python.
- License: TencentDB-Agent-Memory is Other, agent-starter-pack is Apache-2.0.
- Tags unique to TencentDB-Agent-Memory: memory, llm, local-first, openclaw-plugin.
- Also covers Vector Databases.
When NOT to use TencentDB-Agent-Memory
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (GoogleCloudPlatform/agent-starter-pack) · observed Jul 11, 2026
- GitHub forks (GoogleCloudPlatform/agent-starter-pack) · observed Jul 11, 2026
- Last push (GoogleCloudPlatform/agent-starter-pack) · observed Jul 10, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (TencentCloud/TencentDB-Agent-Memory) · observed Jul 11, 2026
- GitHub forks (TencentCloud/TencentDB-Agent-Memory) · observed Jul 11, 2026
- Last push (TencentCloud/TencentDB-Agent-Memory) · observed Jun 26, 2026
- License file (Other) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: agent-starter-pack 6.5k · TencentDB-Agent-Memory 8.4k (synced Jul 11, 2026).
Common questions
- What is the difference between agent-starter-pack and TencentDB-Agent-Memory?
- agent-starter-pack: Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD, evaluation, and observability.. 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 agent-starter-pack over TencentDB-Agent-Memory?
- Choose agent-starter-pack over TencentDB-Agent-Memory when agent-starter-pack is primarily Python; TencentDB-Agent-Memory is TypeScript; License: agent-starter-pack is Apache-2.0, TencentDB-Agent-Memory is Other; Requirements: Requires additional software installation: Google Cloud SDK, Terraform for deployment, Make for development tasks.; Tags unique to agent-starter-pack: llmops, agents, gemini, observability; Also covers Inference & Serving; When you require production-ready templates specifically adapted for deployment to Google Cloud.
- When should I choose TencentDB-Agent-Memory over agent-starter-pack?
- Choose TencentDB-Agent-Memory over agent-starter-pack when TencentDB-Agent-Memory is primarily TypeScript; agent-starter-pack is Python; License: TencentDB-Agent-Memory is Other, agent-starter-pack is Apache-2.0; Tags unique to TencentDB-Agent-Memory: memory, llm, local-first, openclaw-plugin; Also covers Vector Databases.
- When should I avoid agent-starter-pack?
- If you are using another cloud provider (e.g., AWS, Azure) and do not plan on moving your operations to Google Cloud. When your team lacks familiarity with Python 3.10+ or does not wish to install and manage dependencies such as the Google Cloud SDK locally.
- When should I avoid TencentDB-Agent-Memory?
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
- Is agent-starter-pack or TencentDB-Agent-Memory more popular on GitHub?
- TencentDB-Agent-Memory has more GitHub stars (8,404 vs 6,514). Stars measure visibility, not whether either tool fits your constraints.
- Are agent-starter-pack and TencentDB-Agent-Memory open source?
- Yes - both are open-source projects on GitHub (agent-starter-pack: Apache-2.0, TencentDB-Agent-Memory: Other).
- Where can I find alternatives to agent-starter-pack or TencentDB-Agent-Memory?
- GraphCanon lists graph-backed alternatives at agent-starter-pack alternatives and TencentDB-Agent-Memory alternatives (agent-starter-pack markdown twin, TencentDB-Agent-Memory 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, agent-starter-pack or TencentDB-Agent-Memory?
- agent-starter-pack: Very 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 agent-starter-pack and TencentDB-Agent-Memory?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agent-starter-pack trust report; TencentDB-Agent-Memory trust report.