--- title: "qiushi-skill vs Agent-Reach" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/hughyau-qiushi-skill-vs-panniantong-agent-reach" tools: ["hughyau-qiushi-skill", "panniantong-agent-reach"] --- # qiushi-skill vs Agent-Reach *GraphCanon updated Jul 15, 2026* ## Verdict Pick qiushi-skill when qiushi-skill is primarily JavaScript; Agent-Reach is Python; pick Agent-Reach when agent-Reach is primarily Python; qiushi-skill is JavaScript. [qiushi-skill](http://hughyau.com/qiushi-skill/) reports 3.4k GitHub stars, 247 forks, and 19 open issues, last pushed Jul 4, 2026. [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 [qiushi-skill's repository](https://github.com/HughYau/qiushi-skill) and [Agent-Reach's repository](https://github.com/Panniantong/Agent-Reach). | | [qiushi-skill](/tools/hughyau-qiushi-skill.md) | [Agent-Reach](/tools/panniantong-agent-reach.md) | | --- | --- | --- | | Tagline | 求是Skill, , 从经典唯物辩证法与实践哲学中提炼出一条总原则和九大方法论工具武装AI大脑。Qiushi-Skill: Build agents that investigate first, focus on the main contradiction, validate in practice, and keep pushing until the work is actually do | AI Agent for Automated Web and Social Media Data Extraction | | Stars | 3,357 | 54,715 | | Forks | 247 | 4,509 | | Open issues | 19 | 144 | | Language | JavaScript | Python | | Adopt for | - | Agent-Reach facilitates hands-off web and social media scraping via command line with no API costs for retrieving varied internet content. | | Persona | - | - | | Runtime | - | - | | License | MIT | MIT | | Categories | AI Agents | AI Agents, Data & Retrieval | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [qiushi-skill](/tools/hughyau-qiushi-skill.md) | [Agent-Reach](/tools/panniantong-agent-reach.md) | | --- | --- | --- | | Maintenance | Active (82%) | Very active (96%) | | Days since push | 10d | 0d | | Open issues (now) | 19 | 144 | | Full report | [trust report](/tools/hughyau-qiushi-skill/trust.md) | [trust report](/tools/panniantong-agent-reach/trust.md) | ## Decision facts: Agent-Reach - **Adopt for:** Agent-Reach facilitates hands-off web and social media scraping via command line with no API costs for retrieving varied internet content. ## Choose when ### Choose qiushi-skill if… - qiushi-skill is primarily JavaScript; Agent-Reach is Python. - Tags unique to qiushi-skill: ai-agents, javascript, methodology, skills. - Leaner open-issue backlog (19). ### Choose Agent-Reach if… - Agent-Reach is primarily Python; qiushi-skill is JavaScript. - Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation. - Also covers Data & Retrieval. - When needing to bypass costly API fees for extensive social media platform data extraction ## When NOT to use qiushi-skill - AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. ## When NOT to use Agent-Reach - If strict compliance with website scraping policies is critical due to its use of scraping techniques - When direct interaction through APIs for precision and reliability is preferred over scraping ## Common questions ### What is the difference between qiushi-skill and Agent-Reach? qiushi-skill: 求是Skill, , 从经典唯物辩证法与实践哲学中提炼出一条总原则和九大方法论工具武装AI大脑。Qiushi-Skill: Build agents that investigate first, focus on the main contradiction, validate in practice, and keep pushing until the work is actually do. Agent-Reach: AI Agent for Automated Web and Social Media Data Extraction. See the comparison table for live GitHub stats and shared categories. ### When should I choose qiushi-skill over Agent-Reach? Choose qiushi-skill over Agent-Reach when qiushi-skill is primarily JavaScript; Agent-Reach is Python; Tags unique to qiushi-skill: ai-agents, javascript, methodology, skills; Leaner open-issue backlog (19). ### When should I choose Agent-Reach over qiushi-skill? Choose Agent-Reach over qiushi-skill when Agent-Reach is primarily Python; qiushi-skill is JavaScript; Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation; Also covers Data & Retrieval; When needing to bypass costly API fees for extensive social media platform data extraction. ### When should I avoid qiushi-skill? AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. ### When should I avoid Agent-Reach? If strict compliance with website scraping policies is critical due to its use of scraping techniques When direct interaction through APIs for precision and reliability is preferred over scraping ### Is qiushi-skill or Agent-Reach more popular on GitHub? Agent-Reach has more GitHub stars (54,715 vs 3,357). Stars measure visibility, not whether either tool fits your constraints. ### Are qiushi-skill and Agent-Reach open source? Yes - both are open-source projects on GitHub (qiushi-skill: MIT, Agent-Reach: MIT). ### Where can I find alternatives to qiushi-skill or Agent-Reach? GraphCanon lists graph-backed alternatives at [qiushi-skill alternatives](/tools/hughyau-qiushi-skill/alternatives) and [Agent-Reach alternatives](/tools/panniantong-agent-reach/alternatives) ([qiushi-skill markdown twin](/tools/hughyau-qiushi-skill/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/hughyau-qiushi-skill-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, qiushi-skill or Agent-Reach? qiushi-skill: Active. 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 qiushi-skill and Agent-Reach? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [qiushi-skill trust report](/tools/hughyau-qiushi-skill/trust); [Agent-Reach trust report](/tools/panniantong-agent-reach/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=hughyau-qiushi-skill`](/api/graphcanon/graph?tool=hughyau-qiushi-skill) - 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/_