Comparison
agentops vs agent-protocol
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 agent-protocol if agent-protocol provides a standardized interface for interacting with various AI agents regardless of their underlying tech stack, aiming to ease development, deployment, and benchmarking.
Markdown twin · agentops alternatives · agent-protocol alternatives
GraphCanon updated Oct 8, 2026
13views this month
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Trust & integrity
| Signal | agentops | agent-protocol |
|---|---|---|
| Maintenance | Steady (86d since push) As of Sep 20, 2026 · github_public_v1 | Dormant (547d since push) As of Oct 8, 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 Oct 8, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 15, 2026 · osv@v1 | Published findings As of Jul 11, 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
- agent-protocol
- Common interface for AI agents
Stars
- agentops
- 5.8k
- agent-protocol
- 1.5k
Forks
- agentops
- 625
- agent-protocol
- 189
Open issues
- agentops
- 184
- agent-protocol
- 50
Language
- agentops
- Python
- agent-protocol
- Python
Adopt for
- agentops
- AgentOps is an open-source Python toolkit for monitoring AI agents and tracking costs associated with Large Language Model usage.
- agent-protocol
- agent-protocol provides a standardized interface for interacting with various AI agents regardless of their underlying tech stack, aiming to ease development, deployment, and benchmarking.
Persona
- agentops
- -
- agent-protocol
- -
Runtime
- agentops
- -
- agent-protocol
- -
License
- agentops
- MIT
- agent-protocol
- MIT
Last pushed
- agentops
- Jun 25, 2026
- agent-protocol
- Apr 8, 2025
Categories
- agentops
- AI Agents, Evaluation & Observability
- agent-protocol
- AI Agents
Trust and health
Maintenance
- agentops
- Steady (60%)
- agent-protocol
- Dormant (18%)
Days since push
- agentops
- 86d
- agent-protocol
- 547d
Open issues (now)
- agentops
- 184
- agent-protocol
- 50
Stars delta
- agentops
- +59 (30d)
- agent-protocol
- +4 (30d)
Open issues delta
- agentops
- +8 (30d)
- agent-protocol
- +1 (30d)
OSV dependency advisories
- agentops
- No lockfile (source not queried)
- agent-protocol
- Published findings
Full report
- agentops
- Trust report
- agent-protocol
- Trust report
Choose agentops if…
- Tags unique to agentops: ai-agents, benchmarking, cost-tracking.
- Also covers Evaluation & Observability.
- 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 agent-protocol if…
- Tags unique to agent-protocol: agents, ai-agent, api, auto-gpt.
- When you want to ensure interoperability between different AI agents irrespective of the frameworks used by them.
- Leaner open-issue backlog (50).
When NOT to use agent-protocol
- If you are developing an isolated system with no intention to communicate or integrate with other AI agents outside this scope.
- When working in environments where specific, proprietary interfaces provide significantly better performance or features than adhering to a generic protocol could offer.
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 (agi-inc/agent-protocol) · observed Oct 8, 2026
- GitHub forks (agi-inc/agent-protocol) · observed Oct 8, 2026
- Last push (agi-inc/agent-protocol) · observed Apr 8, 2025
- License file (MIT) · observed Oct 8, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: agentops 5.8k · agent-protocol 1.5k (synced Sep 20, 2026).
Common questions
- What is the difference between agentops and agent-protocol?
- agentops: Python SDK for AI agent monitoring and LLM cost tracking. agent-protocol: Common interface for AI agents. See the comparison table for live GitHub stats and shared categories.
- When should I choose agentops over agent-protocol?
- Choose agentops over agent-protocol when Tags unique to agentops: ai-agents, benchmarking, cost-tracking; Also covers Evaluation & Observability; Integrations are needed specifically with Langchain, CrewAI, or OpenAI Agents SDK.
- When should I choose agent-protocol over agentops?
- Choose agent-protocol over agentops when Tags unique to agent-protocol: agents, ai-agent, api, auto-gpt; When you want to ensure interoperability between different AI agents irrespective of the frameworks used by them; Leaner open-issue backlog (50).
- 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 agent-protocol?
- If you are developing an isolated system with no intention to communicate or integrate with other AI agents outside this scope. When working in environments where specific, proprietary interfaces provide significantly better performance or features than adhering to a generic protocol could offer.
- Is agentops or agent-protocol more popular on GitHub?
- agentops has more GitHub stars (5,830 vs 1,458). Stars measure visibility, not whether either tool fits your constraints.
- Are agentops and agent-protocol open source?
- Yes - both are open-source projects on GitHub (agentops: MIT, agent-protocol: MIT).
- Where can I find alternatives to agentops or agent-protocol?
- GraphCanon lists graph-backed alternatives at agentops alternatives and agent-protocol alternatives (agentops markdown twin, agent-protocol 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 agent-protocol?
- agentops: Steady. agent-protocol: Dormant. 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 agent-protocol?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agentops trust report; agent-protocol trust report.