Comparison
agentops vs futureagi-sdk
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 futureagi-sdk if futureagi-sdk is a production-grade SDK for AI evaluation, prompt management, and observability, offering automated evaluations with sub-100ms guardrails and support for Python and TypeScript.
Markdown twin · agentops alternatives · futureagi-sdk alternatives
GraphCanon updated Sep 20, 2026
7views this month
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Trust & integrity
| Signal | agentops | futureagi-sdk |
|---|---|---|
| Maintenance | Steady (86d since push) As of Sep 20, 2026 · github_public_v1 | Steady (71d 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 15, 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
- agentops
- Python SDK for AI agent monitoring and LLM cost tracking
- futureagi-sdk
- Production-grade AI evaluation, prompt management & observability SDK
Stars
- agentops
- 5.8k
- futureagi-sdk
- 51
Forks
- agentops
- 625
- futureagi-sdk
- 8
Open issues
- agentops
- 184
- futureagi-sdk
- 4
Language
- agentops
- Python
- futureagi-sdk
- Python
Adopt for
- agentops
- AgentOps is an open-source Python toolkit for monitoring AI agents and tracking costs associated with Large Language Model usage.
- futureagi-sdk
- futureagi-sdk is a production-grade SDK for AI evaluation, prompt management, and observability, offering automated evaluations with sub-100ms guardrails and support for Python and TypeScript.
Persona
- agentops
- -
- futureagi-sdk
- -
Runtime
- agentops
- -
- futureagi-sdk
- -
License
- agentops
- MIT
- futureagi-sdk
- Apache-2.0
Last pushed
- agentops
- Jun 25, 2026
- futureagi-sdk
- Jul 8, 2026
Categories
- agentops
- AI Agents, Evaluation & Observability
- futureagi-sdk
- Evaluation & Observability
Trust and health
Days since push
- agentops
- 86d
- futureagi-sdk
- 71d
Open issues (now)
- agentops
- 184
- futureagi-sdk
- 4
Stars delta
- agentops
- +59 (30d)
- futureagi-sdk
- +3 (30d)
Open issues delta
- agentops
- +8 (30d)
- futureagi-sdk
- +1 (30d)
Full report
- agentops
- Trust report
- futureagi-sdk
- Trust report
Choose agentops if…
- License: agentops is MIT, futureagi-sdk is Apache-2.0.
- Tags unique to agentops: benchmarking, cost-tracking.
- Also covers AI Agents.
- 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 futureagi-sdk if…
- License: futureagi-sdk is Apache-2.0, agentops is MIT.
- Pricing: The SDK is available under the Apache-2.0 license, which is free to use, but additional services or features may be available on a paid basis..
- Requirements: Min 2 GB RAM; Ensure your development environment supports Python or TypeScript for seamless integration..
- Tags unique to futureagi-sdk: ai, annotations, dataset, development.
- When you need automated evaluations with sub-100ms guardrails, ensuring fast and efficient performance without the need for human intervention.
When NOT to use futureagi-sdk
- If your project strictly requires a single programming language and does not benefit from the dual support of Python and TypeScript.
- When your evaluation process requires human oversight at every step, as futureagi-sdk is designed for automated evaluations without human-in-the-loop.
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 (future-agi/futureagi-sdk) · observed Sep 20, 2026
- GitHub forks (future-agi/futureagi-sdk) · observed Sep 20, 2026
- Last push (future-agi/futureagi-sdk) · observed Jul 8, 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: agentops 5.8k · futureagi-sdk 51 (synced Sep 20, 2026).
Common questions
- What is the difference between agentops and futureagi-sdk?
- agentops: Python SDK for AI agent monitoring and LLM cost tracking. futureagi-sdk: Production-grade AI evaluation, prompt management & observability SDK. See the comparison table for live GitHub stats and shared categories.
- When should I choose agentops over futureagi-sdk?
- Choose agentops over futureagi-sdk when License: agentops is MIT, futureagi-sdk is Apache-2.0; Tags unique to agentops: benchmarking, cost-tracking; Also covers AI Agents; Integrations are needed specifically with Langchain, CrewAI, or OpenAI Agents SDK.
- When should I choose futureagi-sdk over agentops?
- Choose futureagi-sdk over agentops when License: futureagi-sdk is Apache-2.0, agentops is MIT; Pricing: The SDK is available under the Apache-2.0 license, which is free to use, but additional services or features may be available on a paid basis.; Requirements: Min 2 GB RAM; Ensure your development environment supports Python or TypeScript for seamless integration.; Tags unique to futureagi-sdk: ai, annotations, dataset, development; When you need automated evaluations with sub-100ms guardrails, ensuring fast and efficient performance without the need for human intervention.
- 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 futureagi-sdk?
- If your project strictly requires a single programming language and does not benefit from the dual support of Python and TypeScript. When your evaluation process requires human oversight at every step, as futureagi-sdk is designed for automated evaluations without human-in-the-loop.
- Is agentops or futureagi-sdk more popular on GitHub?
- agentops has more GitHub stars (5,830 vs 51). Stars measure visibility, not whether either tool fits your constraints.
- Are agentops and futureagi-sdk open source?
- Yes - both are open-source projects on GitHub (agentops: MIT, futureagi-sdk: Apache-2.0).
- Where can I find alternatives to agentops or futureagi-sdk?
- GraphCanon lists graph-backed alternatives at agentops alternatives and futureagi-sdk alternatives (agentops markdown twin, futureagi-sdk 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 futureagi-sdk?
- agentops: Steady. futureagi-sdk: Steady. 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 futureagi-sdk?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agentops trust report; futureagi-sdk trust report.