Comparison
core vs agent-opt
Verdict
Pick core if core is a Python-based AI microservice tool for building chatbots and integrating vector search. It supports conversational interfaces through the ag-ui-protocol; pick agent-opt if agent-opt is tailored for teams that require automated optimization of AI workflows and support for continuous integration/continuous delivery (CI/CD), relying on Python and specific library dependencies.
Markdown twin · core alternatives · agent-opt alternatives
GraphCanon updated 1w
Trust & integrity
| Signal | core | agent-opt |
|---|---|---|
| Maintenance | Active (16d since push) As of 1w · github_public_v1 | Steady (35d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1w · github_public_v1 | Not a fork · Organization account As of 2w · 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
- core
- AI agent microservice
- agent-opt
- Open Source Library for Automated Optimization of AI Agent Workflows
Stars
- core
- 3.1k
- agent-opt
- 71
Forks
- core
- 409
- agent-opt
- 7
Open issues
- core
- 8
- agent-opt
- 0
Language
- core
- Python
- agent-opt
- Python
Adopt for
- core
- core is a Python-based AI microservice tool for building chatbots and integrating vector search. It supports conversational interfaces through the ag-ui-protocol.
- agent-opt
- Agent-opt is tailored for teams that require automated optimization of AI workflows and support for continuous integration/continuous delivery (CI/CD), relying on Python and specific library dependencies.
Persona
- core
- -
- agent-opt
- -
Runtime
- core
- -
- agent-opt
- -
License
- core
- GPL-3.0 licenses the code base of the core repository.
- agent-opt
- Apache-2.0
Last pushed
- core
- Jul 29, 2026
- agent-opt
- Jun 30, 2026
Categories
- core
- AI Agents, Vector Databases
- agent-opt
- AI Agents, Evaluation & Observability
Trust and health
Maintenance
- core
- Active (82%)
- agent-opt
- Steady (60%)
Days since push
- core
- 16d
- agent-opt
- 35d
Open issues (now)
- core
- 8
- agent-opt
- 0
Stars delta
- core
- +7 (30d)
- agent-opt
- Unknown
Open issues delta
- core
- +1 (30d)
- agent-opt
- Unknown
Full report
- core
- Trust report
- agent-opt
- Trust report
Choose core if…
- License: core is GPL-3.0, agent-opt is Apache-2.0.
- core can be self-hosted.
- Requirements: Requires Python support due to being Python-based..
- Tags unique to core: ag-ui-protocol, ai, assistant, chatbot.
- Also covers Vector Databases.
- For projects that require an open-source solution under GPL-3.0, because core's licensing aligns with this requirement
When NOT to use core
- If your project needs proprietary license terms, since core restricts use by GPL-3.0 which might not fit all commercial scenarios
- In cases where you require a non-Python environment, as the tool may require significant custom code to adapt to another language
Choose agent-opt if…
- License: agent-opt is Apache-2.0, core is GPL-3.0.
- Tags unique to agent-opt: ai-agents, aioptimization, automation, cicd.
- Also covers Evaluation & Observability.
- - When your project needs seamless CI/CD integration alongside automated optimization
When NOT to use agent-opt
- - If your project does not require Python or if it cannot meet the specific requirement of having Python ≥ 3.10
- - In scenarios where CI/CD integration is not a priority for your AI workflow optimization
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (cheshire-cat-ai/core) · observed Aug 15, 2026
- GitHub forks (cheshire-cat-ai/core) · observed Aug 15, 2026
- Last push (cheshire-cat-ai/core) · observed Jul 29, 2026
- License file (GPL-3.0) · observed Aug 15, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (future-agi/agent-opt) · observed Aug 4, 2026
- GitHub forks (future-agi/agent-opt) · observed Aug 4, 2026
- Last push (future-agi/agent-opt) · observed Jun 30, 2026
- License file (Apache-2.0) · observed Aug 4, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: core 3.1k · agent-opt 71 (synced Aug 15, 2026).
Common questions
- What is the difference between core and agent-opt?
- core: AI agent microservice. agent-opt: Open Source Library for Automated Optimization of AI Agent Workflows. See the comparison table for live GitHub stats and shared categories.
- When should I choose core over agent-opt?
- Choose core over agent-opt when License: core is GPL-3.0, agent-opt is Apache-2.0; core can be self-hosted; Requirements: Requires Python support due to being Python-based.; Tags unique to core: ag-ui-protocol, ai, assistant, chatbot; Also covers Vector Databases; For projects that require an open-source solution under GPL-3.0, because core's licensing aligns with this requirement.
- When should I choose agent-opt over core?
- Choose agent-opt over core when License: agent-opt is Apache-2.0, core is GPL-3.0; Tags unique to agent-opt: ai-agents, aioptimization, automation, cicd; Also covers Evaluation & Observability; - When your project needs seamless CI/CD integration alongside automated optimization.
- When should I avoid core?
- If your project needs proprietary license terms, since core restricts use by GPL-3.0 which might not fit all commercial scenarios In cases where you require a non-Python environment, as the tool may require significant custom code to adapt to another language
- When should I avoid agent-opt?
- - If your project does not require Python or if it cannot meet the specific requirement of having Python ≥ 3.10 - In scenarios where CI/CD integration is not a priority for your AI workflow optimization
- Is core or agent-opt more popular on GitHub?
- core has more GitHub stars (3,081 vs 71). Stars measure visibility, not whether either tool fits your constraints.
- Are core and agent-opt open source?
- Yes - both are open-source projects on GitHub (core: GPL-3.0, agent-opt: Apache-2.0).
- Where can I find alternatives to core or agent-opt?
- GraphCanon lists graph-backed alternatives at core alternatives and agent-opt alternatives (core markdown twin, agent-opt 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, core or agent-opt?
- core: Active. agent-opt: 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 core and agent-opt?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: core trust report; agent-opt trust report.