--- title: "HpBandSter vs Agent-Reach" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/automl-hpbandster-vs-panniantong-agent-reach" tools: ["automl-hpbandster", "panniantong-agent-reach"] --- # HpBandSter vs Agent-Reach *GraphCanon updated Jul 11, 2026* ## Verdict Pick HpBandSter when license: HpBandSter is BSD-3-Clause, Agent-Reach is MIT; pick Agent-Reach when license: Agent-Reach is MIT, HpBandSter is BSD-3-Clause. [HpBandSter](https://github.com/automl/HpBandSter) reports 630 GitHub stars, 108 forks, and 66 open issues, last pushed Oct 16, 2022. [Agent-Reach](https://github.com/Panniantong/Agent-Reach) has 55k stars, 4.5k forks, and 144 open issues, last pushed Jul 10, 2026. Figures are from public GitHub metadata via [HpBandSter's repository](https://github.com/automl/HpBandSter) and [Agent-Reach's repository](https://github.com/Panniantong/Agent-Reach). | | [HpBandSter](/tools/automl-hpbandster.md) | [Agent-Reach](/tools/panniantong-agent-reach.md) | | --- | --- | --- | | Tagline | a distributed Hyperband implementation on Steroids | Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees. | | Stars | 630 | 54,715 | | Forks | 108 | 4,509 | | Open issues | 66 | 144 | | Language | Python | Python | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | BSD-3-Clause | MIT | | Categories | Developer Tools | AI Agents, Developer Tools, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [HpBandSter](/tools/automl-hpbandster.md) | [Agent-Reach](/tools/panniantong-agent-reach.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 1364d | 0d | | Open issues (now) | 66 | 144 | | Owner type | Organization | User | | Security scan | No lockfile | No MCP manifest | | Full report | [trust report](/tools/automl-hpbandster/trust.md) | [trust report](/tools/panniantong-agent-reach/trust.md) | ## Choose when ### Choose HpBandSter if… - License: HpBandSter is BSD-3-Clause, Agent-Reach is MIT. - Tags unique to HpBandSter: automated-machine-learning, automl, bayesian-optimization, hyperparameter-optimization. - Leaner open-issue backlog (66). ### Choose Agent-Reach if… - License: Agent-Reach is MIT, HpBandSter is BSD-3-Clause. - Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation. - Also covers AI Agents, LLM Frameworks. ## When NOT to use HpBandSter - Last GitHub push was 1365 days ago (dormant maintenance, Oct 16, 2022). Validate activity before betting a new project on HpBandSter. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## When NOT to use Agent-Reach - AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ## Common questions ### What is the difference between HpBandSter and Agent-Reach? HpBandSter: a distributed Hyperband implementation on Steroids. Agent-Reach: Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.. See the comparison table for live GitHub stats and shared categories. ### When should I choose HpBandSter over Agent-Reach? Choose HpBandSter over Agent-Reach when License: HpBandSter is BSD-3-Clause, Agent-Reach is MIT; Tags unique to HpBandSter: automated-machine-learning, automl, bayesian-optimization, hyperparameter-optimization; Leaner open-issue backlog (66). ### When should I choose Agent-Reach over HpBandSter? Choose Agent-Reach over HpBandSter when License: Agent-Reach is MIT, HpBandSter is BSD-3-Clause; Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation; Also covers AI Agents, LLM Frameworks. ### When should I avoid HpBandSter? Last GitHub push was 1365 days ago (dormant maintenance, Oct 16, 2022). Validate activity before betting a new project on HpBandSter. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### When should I avoid Agent-Reach? AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ### Is HpBandSter or Agent-Reach more popular on GitHub? Agent-Reach has more GitHub stars (54,715 vs 630). Stars measure visibility, not whether either tool fits your constraints. ### Are HpBandSter and Agent-Reach open source? Yes - both are open-source projects on GitHub (HpBandSter: BSD-3-Clause, Agent-Reach: MIT). ### Where can I find alternatives to HpBandSter or Agent-Reach? GraphCanon lists graph-backed alternatives at [HpBandSter alternatives](/tools/automl-hpbandster/alternatives) and [Agent-Reach alternatives](/tools/panniantong-agent-reach/alternatives) ([HpBandSter markdown twin](/tools/automl-hpbandster/alternatives.md), [Agent-Reach markdown twin](/tools/panniantong-agent-reach/alternatives.md)), 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](/compare/automl-hpbandster-vs-panniantong-agent-reach.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, HpBandSter or Agent-Reach? HpBandSter: Dormant. Agent-Reach: Very 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 HpBandSter and Agent-Reach? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [HpBandSter trust report](/tools/automl-hpbandster/trust); [Agent-Reach trust report](/tools/panniantong-agent-reach/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=automl-hpbandster`](/api/graphcanon/graph?tool=automl-hpbandster) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_