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 lmnr is an open-source observability platform specifically aimed at monitoring AI agents, offering both self-hosting and managed platform options.
Markdown twin · coze-loop alternatives · lmnr alternatives
GraphCanon updated 3d
Trust & integrity
| Signal | coze-loop | lmnr |
|---|---|---|
| Maintenance | Very active (0d since push) As of 3d · github_public_v1 | Very active (0d since push) As of 3d · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3d · github_public_v1 | Not a fork · Organization account As of 3d · 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
- coze-loop
- Next-generation AI Agent Optimization Platform
- lmnr
- Open-source observability platform for AI agents.
Stars
- coze-loop
- 5.7k
- lmnr
- 3.2k
Forks
- coze-loop
- 791
- lmnr
- 223
Open issues
- coze-loop
- 72
- lmnr
- 111
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
- lmnr is an open-source observability platform specifically aimed at monitoring AI agents, offering both self-hosting and managed platform options.
Persona
- coze-loop
- -
- lmnr
- -
Runtime
- coze-loop
- -
- lmnr
- -
License
- coze-loop
- Apache-2.0
- lmnr
- Apache-2.0
Last pushed
- coze-loop
- Aug 20, 2026
- lmnr
- Aug 20, 2026
Categories
- coze-loop
- AI Agents, Evaluation & Observability
- lmnr
- Developer Tools, Evaluation & Observability
Trust and health
Open issues (now)
- coze-loop
- 72
- lmnr
- 111
Stars delta
- coze-loop
- +77 (30d)
- lmnr
- +80 (30d)
Open issues delta
- coze-loop
- +6 (30d)
- lmnr
- +14 (30d)
Full report
- coze-loop
- Trust report
- lmnr
- Trust report
Typed relationship
coze-loop alternative lmnrBoth platforms aim at improving the observability of AI agents, making them competitive alternatives in their field.
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, observability, 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.
- Supports self-hosting through Docker Compose, making it accessible to local environments or lightweight usage; however, recommends a managed platform option for production environments.
- Requirements: Proper SDK configuration is critical when self-hosting.; Managed platform may be more suitable if setting up in a production environment..
- 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, llm-evaluation, self-hosted.
- Also covers Developer Tools.
- lmnr ships Docker support for self-hosted deployment.
- When you need a dedicated solution for evaluating the performance and behavior of AI agents.
When NOT to use lmnr
- When your primary observability needs are not specific to AI agents but cover a broader range of application monitoring services.
- For those preferring platforms with wider language support beyond TypeScript and Rust (the major languages highlighted for this tool).
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 Aug 20, 2026
- GitHub forks (coze-dev/coze-loop) · observed Aug 20, 2026
- Last push (coze-dev/coze-loop) · observed Aug 20, 2026
- License file (Apache-2.0) · observed Aug 20, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (lmnr-ai/lmnr) · observed Aug 20, 2026
- GitHub forks (lmnr-ai/lmnr) · observed Aug 20, 2026
- Last push (lmnr-ai/lmnr) · observed Aug 20, 2026
- License file (Apache-2.0) · observed Aug 20, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: coze-loop 5.7k · lmnr 3.2k (synced Aug 20, 2026).
Common questions
- What is the difference between coze-loop and lmnr?
- coze-loop: Next-generation AI Agent Optimization Platform. lmnr: 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, observability, 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; Supports self-hosting through Docker Compose, making it accessible to local environments or lightweight usage; however, recommends a managed platform option for production environments; Requirements: Proper SDK configuration is critical when self-hosting.; Managed platform may be more suitable if setting up in a production environment.; 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, llm-evaluation, self-hosted; Also covers Developer Tools; lmnr ships Docker support for self-hosted deployment; When you need a dedicated solution for evaluating the performance and behavior of AI agents.
- 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?
- When your primary observability needs are not specific to AI agents but cover a broader range of application monitoring services. For those preferring platforms with wider language support beyond TypeScript and Rust (the major languages highlighted for this tool).
- Is coze-loop or lmnr more popular on GitHub?
- coze-loop has more GitHub stars (5,697 vs 3,183). 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.