Comparison
coze-loop vs lmnr
Verdict
Pick coze-loop if coze-loop provides comprehensive lifecycle management for AI agents leveraging Go, under Apache-2.0 license, ideal for robust agent optimization from development to monitoring; pick lmnr if laminar, or lmnr, is an open-source observability platform for AI agents, offering both a managed platform and self-hosting options via Docker Compose.
Markdown twin · coze-loop alternatives · lmnr alternatives
GraphCanon updated Sep 20, 2026
10views this month
Trust & integrity
| Signal | coze-loop | lmnr |
|---|---|---|
| Maintenance | Very active (1d since push) As of Sep 20, 2026 · github_public_v1 | Very active (0d since push) As of Sep 18, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 20, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) As of Sep 18, 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
- coze-loop
- Next-generation AI Agent Optimization Platform
- lmnr
- Laminar - open-source observability platform for AI agents
Stars
- coze-loop
- 5.7k
- lmnr
- 3.3k
Forks
- coze-loop
- 795
- lmnr
- 239
Open issues
- coze-loop
- 84
- lmnr
- 115
Language
- coze-loop
- Go
- lmnr
- TypeScript
Adopt for
- coze-loop
- Coze-loop provides comprehensive lifecycle management for AI agents leveraging Go, under Apache-2.0 license, ideal for robust agent optimization from development to monitoring.
- lmnr
- Laminar, or lmnr, is an open-source observability platform for AI agents, offering both a managed platform and self-hosting options via Docker Compose.
Persona
- coze-loop
- -
- lmnr
- -
Runtime
- coze-loop
- -
- lmnr
- -
License
- coze-loop
- Apache-2.0
- lmnr
- Apache-2.0
Last pushed
- coze-loop
- Sep 18, 2026
- lmnr
- Sep 17, 2026
Categories
- coze-loop
- AI Agents, Evaluation & Observability
- lmnr
- Developer Tools, Evaluation & Observability
Trust and health
Days since push
- coze-loop
- 1d
- lmnr
- 0d
Open issues (now)
- coze-loop
- 84
- lmnr
- 115
Stars delta
- coze-loop
- +42 (30d)
- lmnr
- +162 (30d)
Open issues delta
- coze-loop
- +12 (30d)
- lmnr
- +18 (30d)
Full report
- coze-loop
- Trust report
- lmnr
- Trust report
Typed relationship
Choose coze-loop if…
- coze-loop is primarily Go; lmnr is TypeScript.
- Both platforms aim at improving the observability of AI agents, making them competitive alternatives in their field.
- Tags unique to coze-loop: agent, evaluation, open-source.
- Also covers AI Agents.
- When you are developing AI agents and need full-lifecycle support from initial setup through deployment
When NOT to use coze-loop
- If your primary agent development language is not Go, or if you do not wish to use Docker or Kubernetes for deployment
- Avoid if you are unwilling to configure the Volcengine Ark API Key and Endpoint ID manually through YAML files during setup
Choose lmnr if…
- lmnr is primarily TypeScript; coze-loop is Go.
- Both platforms aim at improving the observability of AI agents, making them competitive alternatives in their field.
- Tags unique to lmnr: agent-observability, ai-observability, aiops, llm-observability.
- Also covers Developer Tools.
- lmnr ships Docker support for self-hosted deployment.
- Use lmnr when you need a comprehensive observability solution for AI agents that supports both self-hosting and a managed platform.
When NOT to use lmnr
- Avoid lmnr if you require a platform that does not support self-hosting or if you prefer not to use Docker Compose for deployment.
- Do not use lmnr if you are looking for a solution that is not open-source or if you need a platform that is not licensed under Apache-2.0.
- If your project does not involve AI agents or if you do not need the specific observability features provided by lmnr, consider other tools.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (coze-dev/coze-loop) · observed Sep 20, 2026
- GitHub forks (coze-dev/coze-loop) · observed Sep 20, 2026
- Last push (coze-dev/coze-loop) · observed Sep 18, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (lmnr-ai/lmnr) · observed Sep 20, 2026
- GitHub forks (lmnr-ai/lmnr) · observed Sep 20, 2026
- Last push (lmnr-ai/lmnr) · observed Sep 17, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
GitHub stars on cards: coze-loop 5.7k · lmnr 3.3k (synced Sep 20, 2026).
Common questions
- What is the difference between coze-loop and lmnr?
- coze-loop: Next-generation AI Agent Optimization Platform. lmnr: Laminar - open-source observability platform for AI agents. See the comparison table for live GitHub stats and shared categories.
- When should I choose coze-loop over lmnr?
- Choose coze-loop over lmnr when coze-loop is primarily Go; lmnr is TypeScript; Both platforms aim at improving the observability of AI agents, making them competitive alternatives in their field; Tags unique to coze-loop: agent, evaluation, open-source; Also covers AI Agents; When you are developing AI agents and need full-lifecycle support from initial setup through deployment.
- When should I choose lmnr over coze-loop?
- Choose lmnr over coze-loop when lmnr is primarily TypeScript; coze-loop is Go; Both platforms aim at improving the observability of AI agents, making them competitive alternatives in their field; Tags unique to lmnr: agent-observability, ai-observability, aiops, llm-observability; Also covers Developer Tools; lmnr ships Docker support for self-hosted deployment; Use lmnr when you need a comprehensive observability solution for AI agents that supports both self-hosting and a managed platform.
- When should I avoid coze-loop?
- If your primary agent development language is not Go, or if you do not wish to use Docker or Kubernetes for deployment Avoid if you are unwilling to configure the Volcengine Ark API Key and Endpoint ID manually through YAML files during setup
- When should I avoid lmnr?
- Avoid lmnr if you require a platform that does not support self-hosting or if you prefer not to use Docker Compose for deployment. Do not use lmnr if you are looking for a solution that is not open-source or if you need a platform that is not licensed under Apache-2.0. If your project does not involve AI agents or if you do not need the specific observability features provided by lmnr, consider other tools.
- Is coze-loop or lmnr more popular on GitHub?
- coze-loop has more GitHub stars (5,739 vs 3,265). Stars measure visibility, not whether either tool fits your constraints.
- Are coze-loop and lmnr open source?
- Yes - both are open-source projects on GitHub (coze-loop: Apache-2.0, lmnr: Apache-2.0).
- Where can I find alternatives to coze-loop or lmnr?
- GraphCanon lists graph-backed alternatives at coze-loop alternatives and lmnr alternatives (coze-loop markdown twin, lmnr 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, coze-loop or lmnr?
- coze-loop: Very active. lmnr: 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 coze-loop and lmnr?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: coze-loop trust report; lmnr trust report.