Comparison
gate22 vs LLM-Agents-Ecosystem-Handbook
Verdict
Pick gate22 if gate22 is an open-source MCP gateway and control plane for governing AI agents' tool usage and actions with comprehensive auditability; pick LLM-Agents-Ecosystem-Handbook if lLM-Agents-Ecosystem-Handbook is a comprehensive resource for developers looking to build and deploy LLM agents. It includes 60+ agent skeletons, tutorials spanning from fine-tuning to local development, and evaluation工具.
Markdown twin · gate22 alternatives · LLM-Agents-Ecosystem-Handbook alternatives
GraphCanon updated today
Trust & integrity
| Signal | gate22 | LLM-Agents-Ecosystem-Handbook |
|---|---|---|
| Maintenance | Slowing (215d since push) As of today · github_public_v1 | Active (10d since push) As of 4d · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Personal account As of 4d · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of today · osv@v1 | No lockfile (source not queried) As of 4d · 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
- gate22
- MCP gateway and control plane for agent governance
- LLM-Agents-Ecosystem-Handbook
- One-stop handbook for building, deploying, and understanding LLM agents
Stars
- gate22
- 177
- LLM-Agents-Ecosystem-Handbook
- 533
Forks
- gate22
- 22
- LLM-Agents-Ecosystem-Handbook
- 84
Open issues
- gate22
- 23
- LLM-Agents-Ecosystem-Handbook
- 0
Language
- gate22
- TypeScript
- LLM-Agents-Ecosystem-Handbook
- Python
Adopt for
- gate22
- Gate22 is an open-source MCP gateway and control plane for governing AI agents' tool usage and actions with comprehensive auditability.
- LLM-Agents-Ecosystem-Handbook
- LLM-Agents-Ecosystem-Handbook is a comprehensive resource for developers looking to build and deploy LLM agents. It includes 60+ agent skeletons, tutorials spanning from fine-tuning to local development, and evaluation工具
Persona
- gate22
- -
- LLM-Agents-Ecosystem-Handbook
- -
Runtime
- gate22
- -
- LLM-Agents-Ecosystem-Handbook
- -
License
- gate22
- Apache-2.0
- LLM-Agents-Ecosystem-Handbook
- MIT
Last pushed
- gate22
- Dec 12, 2025
- LLM-Agents-Ecosystem-Handbook
- Jun 30, 2026
Categories
- gate22
- AI Agents, Evaluation & Observability
- LLM-Agents-Ecosystem-Handbook
- AI Agents, Evaluation & Observability
Trust and health
Maintenance
- gate22
- Slowing (36%)
- LLM-Agents-Ecosystem-Handbook
- Active (82%)
Days since push
- gate22
- 215d
- LLM-Agents-Ecosystem-Handbook
- 10d
Open issues (now)
- gate22
- 23
- LLM-Agents-Ecosystem-Handbook
- 0
Owner type
- gate22
- Organization
- LLM-Agents-Ecosystem-Handbook
- User
Full report
- gate22
- Trust report
- LLM-Agents-Ecosystem-Handbook
- Trust report
Choose gate22 if…
- gate22 is primarily TypeScript; LLM-Agents-Ecosystem-Handbook is Python.
- License: gate22 is Apache-2.0, LLM-Agents-Ecosystem-Handbook is MIT.
- Tags unique to gate22: agents, ai-agents, control-plane, gateway.
- When you need to standardize governance over the tools and actions across various AI environments such as agentic IDEs.
When NOT to use gate22
- For scenarios where a closed-source solution is preferred due to specific confidentiality or proprietary concerns.
- If the organization's tech stack does not align well with TypeScript, which Gate22 employs for its development.
Choose LLM-Agents-Ecosystem-Handbook if…
- LLM-Agents-Ecosystem-Handbook is primarily Python; gate22 is TypeScript.
- License: LLM-Agents-Ecosystem-Handbook is MIT, gate22 is Apache-2.0.
- Requirements: Min 2 GB RAM; Requires Python for full functionality.; Suitable for both local development and deployment..
- Tags unique to LLM-Agents-Ecosystem-Handbook: ai-agent, fine-tuning, finetuning-llms, framework.
- Use this when you need comprehensive guides covering the entire development lifecycle of a language model agent, from setup through deployment.
When NOT to use LLM-Agents-Ecosystem-Handbook
- When you seek only theoretical knowledge without hands-on projects. This repository is heavily focused on practical aspects.
- If your project needs languages other than Python or uses frameworks not discussed here, the LLM-Agents-Ecosystem-Handbook may not be suitable as it concentrates exclusively on Python tools and LLM ecosystems.
- If you're aiming to work with a very niche aspect of LLMs that isn't yet covered by this extensive but still limited set of resources.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (aipotheosis-labs/gate22) · observed Jul 15, 2026
- GitHub forks (aipotheosis-labs/gate22) · observed Jul 15, 2026
- Last push (aipotheosis-labs/gate22) · observed Dec 12, 2025
- License file (Apache-2.0) · observed Jul 15, 2026
- Decision facts (enrichment) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (oxbshw/LLM-Agents-Ecosystem-Handbook) · observed Jul 11, 2026
- GitHub forks (oxbshw/LLM-Agents-Ecosystem-Handbook) · observed Jul 11, 2026
- Last push (oxbshw/LLM-Agents-Ecosystem-Handbook) · observed Jun 30, 2026
- License file (MIT) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: gate22 177 · LLM-Agents-Ecosystem-Handbook 533 (synced Jul 15, 2026).
Common questions
- What is the difference between gate22 and LLM-Agents-Ecosystem-Handbook?
- gate22: MCP gateway and control plane for agent governance. LLM-Agents-Ecosystem-Handbook: One-stop handbook for building, deploying, and understanding LLM agents. See the comparison table for live GitHub stats and shared categories.
- When should I choose gate22 over LLM-Agents-Ecosystem-Handbook?
- Choose gate22 over LLM-Agents-Ecosystem-Handbook when gate22 is primarily TypeScript; LLM-Agents-Ecosystem-Handbook is Python; License: gate22 is Apache-2.0, LLM-Agents-Ecosystem-Handbook is MIT; Tags unique to gate22: agents, ai-agents, control-plane, gateway; When you need to standardize governance over the tools and actions across various AI environments such as agentic IDEs.
- When should I choose LLM-Agents-Ecosystem-Handbook over gate22?
- Choose LLM-Agents-Ecosystem-Handbook over gate22 when LLM-Agents-Ecosystem-Handbook is primarily Python; gate22 is TypeScript; License: LLM-Agents-Ecosystem-Handbook is MIT, gate22 is Apache-2.0; Requirements: Min 2 GB RAM; Requires Python for full functionality.; Suitable for both local development and deployment.; Tags unique to LLM-Agents-Ecosystem-Handbook: ai-agent, fine-tuning, finetuning-llms, framework; Use this when you need comprehensive guides covering the entire development lifecycle of a language model agent, from setup through deployment.
- When should I avoid gate22?
- For scenarios where a closed-source solution is preferred due to specific confidentiality or proprietary concerns. If the organization's tech stack does not align well with TypeScript, which Gate22 employs for its development.
- When should I avoid LLM-Agents-Ecosystem-Handbook?
- When you seek only theoretical knowledge without hands-on projects. This repository is heavily focused on practical aspects. If your project needs languages other than Python or uses frameworks not discussed here, the LLM-Agents-Ecosystem-Handbook may not be suitable as it concentrates exclusively on Python tools and LLM ecosystems. If you're aiming to work with a very niche aspect of LLMs that isn't yet covered by this extensive but still limited set of resources.
- Is gate22 or LLM-Agents-Ecosystem-Handbook more popular on GitHub?
- LLM-Agents-Ecosystem-Handbook has more GitHub stars (533 vs 177). Stars measure visibility, not whether either tool fits your constraints.
- Are gate22 and LLM-Agents-Ecosystem-Handbook open source?
- Yes - both are open-source projects on GitHub (gate22: Apache-2.0, LLM-Agents-Ecosystem-Handbook: MIT).
- Where can I find alternatives to gate22 or LLM-Agents-Ecosystem-Handbook?
- GraphCanon lists graph-backed alternatives at gate22 alternatives and LLM-Agents-Ecosystem-Handbook alternatives (gate22 markdown twin, LLM-Agents-Ecosystem-Handbook 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, gate22 or LLM-Agents-Ecosystem-Handbook?
- gate22: Slowing. LLM-Agents-Ecosystem-Handbook: 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 gate22 and LLM-Agents-Ecosystem-Handbook?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: gate22 trust report; LLM-Agents-Ecosystem-Handbook trust report.