Comparison
agent-starter-pack vs langserve
Verdict
Pick agent-starter-pack if 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; pick langserve if langServe offers tools to deploy and serve models using LangChain with FastAPI.
Markdown twin · agent-starter-pack alternatives · langserve alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | agent-starter-pack | langserve |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Archived (66d 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.
- langserve
- LangServe 🦜️🏓
Stars
- agent-starter-pack
- 6.5k
- langserve
- 2.3k
Forks
- agent-starter-pack
- 1.5k
- langserve
- 271
Open issues
- agent-starter-pack
- 48
- langserve
- 139
Language
- agent-starter-pack
- Python
- langserve
- JavaScript
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.
- langserve
- LangServe offers tools to deploy and serve models using LangChain with FastAPI.
Persona
- agent-starter-pack
- -
- langserve
- -
Runtime
- agent-starter-pack
- -
- langserve
- -
License
- agent-starter-pack
- Apache-2.0
- langserve
- Other
Last pushed
- agent-starter-pack
- Jul 10, 2026
- langserve
- May 5, 2026
Categories
- agent-starter-pack
- AI Agents, LLM Frameworks, Inference & Serving
- langserve
- Inference & Serving
Trust and health
Maintenance
- agent-starter-pack
- Very active (96%)
- langserve
- Archived (8%)
Days since push
- agent-starter-pack
- 0d
- langserve
- 66d
Archived on GitHub
- agent-starter-pack
- No
- langserve
- Yes
Open issues (now)
- agent-starter-pack
- 48
- langserve
- 139
Full report
- agent-starter-pack
- Trust report
- langserve
- Trust report
Shared compatibility
- Python · agent-starter-pack: Python runtime · langserve: Python runtime
Choose agent-starter-pack if…
- agent-starter-pack is primarily Python; langserve is JavaScript.
- License: agent-starter-pack is Apache-2.0, langserve 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 AI Agents, LLM Frameworks.
- 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 langserve if…
- langserve is primarily JavaScript; agent-starter-pack is Python.
- License: langserve is Other, agent-starter-pack is Apache-2.0.
- Tags unique to langserve: llms, deployment, llm, fastapi.
- When you are working in an environment where models need to be served efficiently and require the capabilities of both LangChain and FastAPI.
When NOT to use langserve
- When you prefer using frameworks or tools that are not built around Python's ecosystem and require languages like JavaScript or Java.
- If your project specifically requires a non-FastAPI backend for serving models because of specific performance criteria, constraints, or compatibility issues with FastAPI.
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 (langchain-ai/langserve) · observed Jul 11, 2026
- GitHub forks (langchain-ai/langserve) · observed Jul 11, 2026
- Last push (langchain-ai/langserve) · observed May 5, 2026
- License file (Other) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: agent-starter-pack 6.5k · langserve 2.3k (synced Jul 11, 2026).
Common questions
- What is the difference between agent-starter-pack and langserve?
- agent-starter-pack: Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD, evaluation, and observability.. langserve: LangServe 🦜️🏓. See the comparison table for live GitHub stats and shared categories.
- When should I choose agent-starter-pack over langserve?
- Choose agent-starter-pack over langserve when agent-starter-pack is primarily Python; langserve is JavaScript; License: agent-starter-pack is Apache-2.0, langserve 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 AI Agents, LLM Frameworks; When you require production-ready templates specifically adapted for deployment to Google Cloud.
- When should I choose langserve over agent-starter-pack?
- Choose langserve over agent-starter-pack when langserve is primarily JavaScript; agent-starter-pack is Python; License: langserve is Other, agent-starter-pack is Apache-2.0; Tags unique to langserve: llms, deployment, llm, fastapi; When you are working in an environment where models need to be served efficiently and require the capabilities of both LangChain and FastAPI.
- 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 langserve?
- When you prefer using frameworks or tools that are not built around Python's ecosystem and require languages like JavaScript or Java. If your project specifically requires a non-FastAPI backend for serving models because of specific performance criteria, constraints, or compatibility issues with FastAPI.
- Is agent-starter-pack or langserve more popular on GitHub?
- agent-starter-pack has more GitHub stars (6,514 vs 2,330). Stars measure visibility, not whether either tool fits your constraints.
- Are agent-starter-pack and langserve open source?
- Yes - both are open-source projects on GitHub (agent-starter-pack: Apache-2.0, langserve: Other).
- Where can I find alternatives to agent-starter-pack or langserve?
- GraphCanon lists graph-backed alternatives at agent-starter-pack alternatives and langserve alternatives (agent-starter-pack markdown twin, langserve 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 langserve?
- agent-starter-pack: Very active. langserve: Archived. 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 langserve?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agent-starter-pack trust report; langserve trust report.