Comparison
agent-orchestrator vs agents-from-scratch
Verdict
Pick agent-orchestrator if agent Orchestrator is an agent IDE designed to streamline daily coding tasks by managing fleets of autonomous agents; pick agents-from-scratch if agents-from-scratch is for those who want absolute control over their AI agent development using only local resources and Python, focusing on deep learning without relying on external frameworks or cloud dependencies.
Markdown twin · agent-orchestrator alternatives · agents-from-scratch alternatives
GraphCanon updated Sep 18, 2026
10views this month
vs
Trust & integrity
| Signal | agent-orchestrator | agents-from-scratch |
|---|---|---|
| Maintenance | Very active (0d since push) As of Sep 18, 2026 · github_public_v1 | Active (18d since push) As of Aug 12, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 | Not a fork · Personal account As of Aug 12, 2026 · github_public_v1 |
| OSV dependency advisories | Published findings 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
- agent-orchestrator
- Agent Orchestrator manages fleets of coding agents for parallel tasks like CI fixes and code reviews.
- agents-from-scratch
- Build AI agents locally without relying on frameworks or cloud APIs.
Stars
- agent-orchestrator
- 12k
- agents-from-scratch
- 954
Forks
- agent-orchestrator
- 1.7k
- agents-from-scratch
- 240
Open issues
- agent-orchestrator
- 722
- agents-from-scratch
- 3
Language
- agent-orchestrator
- Go
- agents-from-scratch
- Python
Adopt for
- agent-orchestrator
- Agent Orchestrator is an agent IDE designed to streamline daily coding tasks by managing fleets of autonomous agents.
- agents-from-scratch
- agents-from-scratch is for those who want absolute control over their AI agent development using only local resources and Python, focusing on deep learning without relying on external frameworks or cloud dependencies.
Persona
- agent-orchestrator
- -
- agents-from-scratch
- -
Runtime
- agent-orchestrator
- -
- agents-from-scratch
- -
License
- agent-orchestrator
- Apache-2.0 licensed tool suitable for projects under similar licensing terms or requiring open source collaboration features.
- agents-from-scratch
- MIT License: Permissive licensing allowing free use and distribution for both commercial and non-commercial purposes.
Last pushed
- agent-orchestrator
- Sep 18, 2026
- agents-from-scratch
- Jul 25, 2026
Categories
- agent-orchestrator
- AI Agents, Developer Tools
- agents-from-scratch
- AI Agents, Developer Tools
Trust and health
Maintenance
- agent-orchestrator
- Very active (96%)
- agents-from-scratch
- Active (82%)
Days since push
- agent-orchestrator
- 0d
- agents-from-scratch
- 18d
Open issues (now)
- agent-orchestrator
- 722
- agents-from-scratch
- 3
Stars delta
- agent-orchestrator
- +3.0k (30d)
- agents-from-scratch
- Unknown
Open issues delta
- agent-orchestrator
- +88 (30d)
- agents-from-scratch
- Unknown
Owner type
- agent-orchestrator
- Organization
- agents-from-scratch
- User
OSV dependency advisories
- agent-orchestrator
- Published findings
- agents-from-scratch
- No lockfile (source not queried)
Full report
- agent-orchestrator
- Trust report
- agents-from-scratch
- Trust report
Choose agent-orchestrator if…
- agent-orchestrator is primarily Go; agents-from-scratch is Python.
- License: agent-orchestrator is Apache-2.0, agents-from-scratch is MIT.
- Tags unique to agent-orchestrator: agent-fleet, agent-swarm, claude-code, codex-cli.
- You are working on large-scale projects with multiple parallel tasks that require efficient CI fixes, merge conflict resolution and code reviews.
When NOT to use agent-orchestrator
- If your work primarily consists of simple or small projects with light tasks, the overhead of setting up Agent Orchestrator may outweigh its benefits.
- If you prefer traditional workflow tools without reliance on autonomous agent technology for day-to-day operations.
Choose agents-from-scratch if…
- agents-from-scratch is primarily Python; agent-orchestrator is Go.
- License: agents-from-scratch is MIT, agent-orchestrator is Apache-2.0.
- Requirements: Min 8 GB RAM; Local large language model availability is critical as the tool does not utilize any cloud APIs..
- Tags unique to agents-from-scratch: agent-architecture, ai-agents, llm, local-llm.
- You plan to teach yourself or others about the fundamentals of creating AI agents from ground zero with complete transparency into each layer of architecture.
When NOT to use agents-from-scratch
- You are working on an application that needs to be deployed quickly. The tool's approach from first principles can be time-consuming compared to using established frameworks.
- If you need scalability or cloud capabilities such as easy scaling with demand, this tool will not provide these features since it strictly operates on local infrastructure.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (AgentWrapper/agent-orchestrator) · observed Sep 18, 2026
- GitHub forks (AgentWrapper/agent-orchestrator) · observed Sep 18, 2026
- Last push (AgentWrapper/agent-orchestrator) · observed Sep 18, 2026
- License file (Apache-2.0) · observed Sep 18, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (pguso/agents-from-scratch) · observed Aug 12, 2026
- GitHub forks (pguso/agents-from-scratch) · observed Aug 12, 2026
- Last push (pguso/agents-from-scratch) · observed Jul 25, 2026
- License file (MIT) · observed Aug 12, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: agent-orchestrator 12k · agents-from-scratch 954 (synced Sep 18, 2026).
Common questions
- What is the difference between agent-orchestrator and agents-from-scratch?
- agent-orchestrator: Agent Orchestrator manages fleets of coding agents for parallel tasks like CI fixes and code reviews.. agents-from-scratch: Build AI agents locally without relying on frameworks or cloud APIs.. See the comparison table for live GitHub stats and shared categories.
- When should I choose agent-orchestrator over agents-from-scratch?
- Choose agent-orchestrator over agents-from-scratch when agent-orchestrator is primarily Go; agents-from-scratch is Python; License: agent-orchestrator is Apache-2.0, agents-from-scratch is MIT; Tags unique to agent-orchestrator: agent-fleet, agent-swarm, claude-code, codex-cli; You are working on large-scale projects with multiple parallel tasks that require efficient CI fixes, merge conflict resolution and code reviews.
- When should I choose agents-from-scratch over agent-orchestrator?
- Choose agents-from-scratch over agent-orchestrator when agents-from-scratch is primarily Python; agent-orchestrator is Go; License: agents-from-scratch is MIT, agent-orchestrator is Apache-2.0; Requirements: Min 8 GB RAM; Local large language model availability is critical as the tool does not utilize any cloud APIs.; Tags unique to agents-from-scratch: agent-architecture, ai-agents, llm, local-llm; You plan to teach yourself or others about the fundamentals of creating AI agents from ground zero with complete transparency into each layer of architecture.
- When should I avoid agent-orchestrator?
- If your work primarily consists of simple or small projects with light tasks, the overhead of setting up Agent Orchestrator may outweigh its benefits. If you prefer traditional workflow tools without reliance on autonomous agent technology for day-to-day operations.
- When should I avoid agents-from-scratch?
- You are working on an application that needs to be deployed quickly. The tool's approach from first principles can be time-consuming compared to using established frameworks. If you need scalability or cloud capabilities such as easy scaling with demand, this tool will not provide these features since it strictly operates on local infrastructure.
- Is agent-orchestrator or agents-from-scratch more popular on GitHub?
- agent-orchestrator has more GitHub stars (12,156 vs 954). Stars measure visibility, not whether either tool fits your constraints.
- Are agent-orchestrator and agents-from-scratch open source?
- Yes - both are open-source projects on GitHub (agent-orchestrator: Apache-2.0, agents-from-scratch: MIT).
- Where can I find alternatives to agent-orchestrator or agents-from-scratch?
- GraphCanon lists graph-backed alternatives at agent-orchestrator alternatives and agents-from-scratch alternatives (agent-orchestrator markdown twin, agents-from-scratch 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, agent-orchestrator or agents-from-scratch?
- agent-orchestrator: Very active. agents-from-scratch: 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 agent-orchestrator and agents-from-scratch?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agent-orchestrator trust report; agents-from-scratch trust report.