Comparison
agenta vs paddler
Verdict
Pick agenta if agenta, an open-source LLMOps platform for prompt management, evaluation, and observability; pick paddler if paddler offers a streamlined approach to serve LLMs/VLMs with minimal setup complexity, focusing on scaling through simplicity.
Markdown twin · agenta alternatives · paddler alternatives
GraphCanon updated 1w
Trust & integrity
| Signal | agenta | paddler |
|---|---|---|
| Maintenance | Very active (0d since push) As of 1w · github_public_v1 | Very active (1d since push) As of 4w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1w · github_public_v1 | Not a fork · Organization account As of 4w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No published findings from this source as of 2026-07-11 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
- agenta
- The open-source LLMOps platform for prompt management, evaluation, and observability.
- paddler
- Open-source LLM/VLM load balancer and serving platform for self-hosting at scale
Stars
- agenta
- 4.4k
- paddler
- 1.6k
Forks
- agenta
- 609
- paddler
- 91
Open issues
- agenta
- 270
- paddler
- 26
Language
- agenta
- TypeScript
- paddler
- Rust
Adopt for
- agenta
- Agenta, an open-source LLMOps platform for prompt management, evaluation, and observability.
- paddler
- Paddler offers a streamlined approach to serve LLMs/VLMs with minimal setup complexity, focusing on scaling through simplicity.
Persona
- agenta
- -
- paddler
- -
Runtime
- agenta
- -
- paddler
- -
License
- agenta
- Other
- paddler
- Apache-2.0
Last pushed
- agenta
- Aug 7, 2026
- paddler
- Jul 19, 2026
Categories
- agenta
- Evaluation & Observability, LLM Frameworks
- paddler
- Inference & Serving
Trust and health
Days since push
- agenta
- 0d
- paddler
- 1d
Open issues (now)
- agenta
- 270
- paddler
- 26
Stars delta
- agenta
- +170 (30d)
- paddler
- Unknown
Open issues delta
- agenta
- +109 (30d)
- paddler
- Unknown
OSV dependency advisories
- agenta
- No lockfile (source not queried)
- paddler
- No published findings from this source as of 2026-07-11
Full report
- agenta
- Trust report
- paddler
- Trust report
Typed relationship
Choose agenta if…
- agenta is primarily TypeScript; paddler is Rust.
- License: agenta is Other, paddler is Apache-2.0.
- Both Paddler and Agenta offer platforms for deploying, managing, and scaling LLMs on self-hosted infrastructure. They provide similar functionalities with unique approaches to solving the same challenge.
- Tags unique to agenta: agents, evaluation, llm-as-a-judge, llm-evaluation.
- Also covers Evaluation & Observability, LLM Frameworks.
- Need a self-hosted solution with built-in prompt playground and LLM evaluation capabilities
When NOT to use agenta
- Looking for a service without the need to manage self-hosting setup
- Require real-time collaboration features that are not provided within this platform's scope
Choose paddler if…
- paddler is primarily Rust; agenta is TypeScript.
- License: paddler is Apache-2.0, agenta is Other.
- Both Paddler and Agenta offer platforms for deploying, managing, and scaling LLMs on self-hosted infrastructure. They provide similar functionalities with unique approaches to solving the same challenge.
- Tags unique to paddler: ai, cpu, gpu, llamacpp.
- Also covers Inference & Serving.
- paddler ships Docker support for self-hosted deployment.
- Need a platform that simplifies deployments around the ggml ecosystem for self-hosting at scale
When NOT to use paddler
- Require extensive customization options in model serving infrastructure that Paddler's minimalistic design does not support
- Seek complex feature sets beyond simple scale-out capabilities, which might be found in more comprehensive platforms
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (Agenta-AI/agenta) · observed Aug 7, 2026
- GitHub forks (Agenta-AI/agenta) · observed Aug 7, 2026
- Last push (Agenta-AI/agenta) · observed Aug 7, 2026
- License file (Other) · observed Aug 7, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (intentee/paddler) · observed Jul 21, 2026
- GitHub forks (intentee/paddler) · observed Jul 21, 2026
- Last push (intentee/paddler) · observed Jul 19, 2026
- License file (Apache-2.0) · observed Jul 21, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: agenta 4.4k · paddler 1.6k (synced Aug 7, 2026).
Common questions
- What is the difference between agenta and paddler?
- agenta: The open-source LLMOps platform for prompt management, evaluation, and observability.. paddler: Open-source LLM/VLM load balancer and serving platform for self-hosting at scale. See the comparison table for live GitHub stats and shared categories.
- When should I choose agenta over paddler?
- Choose agenta over paddler when agenta is primarily TypeScript; paddler is Rust; License: agenta is Other, paddler is Apache-2.0; Both Paddler and Agenta offer platforms for deploying, managing, and scaling LLMs on self-hosted infrastructure. They provide similar functionalities with unique approaches to solving the same challenge; Tags unique to agenta: agents, evaluation, llm-as-a-judge, llm-evaluation; Also covers Evaluation & Observability, LLM Frameworks; Need a self-hosted solution with built-in prompt playground and LLM evaluation capabilities.
- When should I choose paddler over agenta?
- Choose paddler over agenta when paddler is primarily Rust; agenta is TypeScript; License: paddler is Apache-2.0, agenta is Other; Both Paddler and Agenta offer platforms for deploying, managing, and scaling LLMs on self-hosted infrastructure. They provide similar functionalities with unique approaches to solving the same challenge; Tags unique to paddler: ai, cpu, gpu, llamacpp; Also covers Inference & Serving; paddler ships Docker support for self-hosted deployment; Need a platform that simplifies deployments around the ggml ecosystem for self-hosting at scale.
- When should I avoid agenta?
- Looking for a service without the need to manage self-hosting setup Require real-time collaboration features that are not provided within this platform's scope
- When should I avoid paddler?
- Require extensive customization options in model serving infrastructure that Paddler's minimalistic design does not support Seek complex feature sets beyond simple scale-out capabilities, which might be found in more comprehensive platforms
- Is agenta or paddler more popular on GitHub?
- agenta has more GitHub stars (4,445 vs 1,642). Stars measure visibility, not whether either tool fits your constraints.
- Are agenta and paddler open source?
- Yes - both are open-source projects on GitHub (agenta: Other, paddler: Apache-2.0).
- Where can I find alternatives to agenta or paddler?
- GraphCanon lists graph-backed alternatives at agenta alternatives and paddler alternatives (agenta markdown twin, paddler 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, agenta or paddler?
- agenta: Very active. paddler: 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 agenta and paddler?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agenta trust report; paddler trust report.