Comparison
agentops vs traceroot
Verdict
Pick agentops if agentOps is an open-source Python toolkit for monitoring AI agents and tracking costs associated with Large Language Model usage; pick traceroot if traceroot is an open-source tool aimed at improving the observability and self-healing capabilities of AI agents, providing essential tools to monitor and debug deployed applications.
Markdown twin · agentops alternatives · traceroot alternatives
GraphCanon updated Sep 20, 2026
10views this month
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Trust & integrity
| Signal | agentops | traceroot |
|---|---|---|
| Maintenance | Steady (86d since push) As of Sep 20, 2026 · github_public_v1 | Very active (0d since push) As of Sep 10, 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 10, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 15, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 15, 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
- agentops
- Python SDK for AI agent monitoring and LLM cost tracking
- traceroot
- open-source observability and self-healing layer for AI agents
Stars
- agentops
- 5.8k
- traceroot
- 762
Forks
- agentops
- 625
- traceroot
- 243
Open issues
- agentops
- 184
- traceroot
- 456
Language
- agentops
- Python
- traceroot
- TypeScript
Adopt for
- agentops
- AgentOps is an open-source Python toolkit for monitoring AI agents and tracking costs associated with Large Language Model usage.
- traceroot
- Traceroot is an open-source tool aimed at improving the observability and self-healing capabilities of AI agents, providing essential tools to monitor and debug deployed applications.
Persona
- agentops
- -
- traceroot
- -
Runtime
- agentops
- -
- traceroot
- -
License
- agentops
- MIT
- traceroot
- License is Apache 2.0, featuring additional enterprise capabilities under separate license terms.
Last pushed
- agentops
- Jun 25, 2026
- traceroot
- Sep 10, 2026
Categories
- agentops
- AI Agents, Evaluation & Observability
- traceroot
- AI Agents, Evaluation & Observability
Trust and health
Maintenance
- agentops
- Steady (60%)
- traceroot
- Very active (96%)
Days since push
- agentops
- 86d
- traceroot
- 0d
Open issues (now)
- agentops
- 184
- traceroot
- 456
Stars delta
- agentops
- +59 (30d)
- traceroot
- +60 (30d)
Open issues delta
- agentops
- +8 (30d)
- traceroot
- +55 (30d)
Full report
- agentops
- Trust report
- traceroot
- Trust report
Choose agentops if…
- agentops is primarily Python; traceroot is TypeScript.
- License: agentops is MIT, traceroot is Other.
- Tags unique to agentops: ai-agents, benchmarking, cost-tracking.
- Integrations are needed specifically with Langchain, CrewAI, or OpenAI Agents SDK
When NOT to use agentops
- If specific integration support is needed for frameworks not listed including Autogen AG2 CamelAI
- In case self-hosting of components is impractical due to resource constraints
Choose traceroot if…
- traceroot is primarily TypeScript; agentops is Python.
- License: traceroot is Other, agentops is MIT.
- Tags unique to traceroot: agent-observability, agentic, ai-observability, analytics.
- traceroot ships Docker support for self-hosted deployment.
- When you need a specific focus on agent-observability in TypeScript-based projects
When NOT to use traceroot
- Avoid if you require direct support for languages other than TypeScript as primary focus
- Not suitable if experimental features like k8s hosting with Helm and Terraform on AWS are considered too unstable for production use
- Skip this if your project needs a specific license different from Apache 2.0, excluding enterprise-locked features
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (AgentOps-AI/agentops) · observed Sep 20, 2026
- GitHub forks (AgentOps-AI/agentops) · observed Sep 20, 2026
- Last push (AgentOps-AI/agentops) · observed Jun 25, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (traceroot-ai/traceroot) · observed Sep 20, 2026
- GitHub forks (traceroot-ai/traceroot) · observed Sep 20, 2026
- Last push (traceroot-ai/traceroot) · observed Sep 10, 2026
- License file (Other) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: agentops 5.8k · traceroot 762 (synced Sep 20, 2026).
Common questions
- What is the difference between agentops and traceroot?
- agentops: Python SDK for AI agent monitoring and LLM cost tracking. traceroot: open-source observability and self-healing layer for AI agents. See the comparison table for live GitHub stats and shared categories.
- When should I choose agentops over traceroot?
- Choose agentops over traceroot when agentops is primarily Python; traceroot is TypeScript; License: agentops is MIT, traceroot is Other; Tags unique to agentops: ai-agents, benchmarking, cost-tracking; Integrations are needed specifically with Langchain, CrewAI, or OpenAI Agents SDK.
- When should I choose traceroot over agentops?
- Choose traceroot over agentops when traceroot is primarily TypeScript; agentops is Python; License: traceroot is Other, agentops is MIT; Tags unique to traceroot: agent-observability, agentic, ai-observability, analytics; traceroot ships Docker support for self-hosted deployment; When you need a specific focus on agent-observability in TypeScript-based projects.
- When should I avoid agentops?
- If specific integration support is needed for frameworks not listed including Autogen AG2 CamelAI In case self-hosting of components is impractical due to resource constraints
- When should I avoid traceroot?
- Avoid if you require direct support for languages other than TypeScript as primary focus Not suitable if experimental features like k8s hosting with Helm and Terraform on AWS are considered too unstable for production use Skip this if your project needs a specific license different from Apache 2.0, excluding enterprise-locked features
- Is agentops or traceroot more popular on GitHub?
- agentops has more GitHub stars (5,830 vs 762). Stars measure visibility, not whether either tool fits your constraints.
- Are agentops and traceroot open source?
- Yes - both are open-source projects on GitHub (agentops: MIT, traceroot: Other).
- Where can I find alternatives to agentops or traceroot?
- GraphCanon lists graph-backed alternatives at agentops alternatives and traceroot alternatives (agentops markdown twin, traceroot 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, agentops or traceroot?
- agentops: Steady. traceroot: 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 agentops and traceroot?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agentops trust report; traceroot trust report.