--- title: "skills vs Agent-Reach" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/google-skills-vs-panniantong-agent-reach" tools: ["google-skills", "panniantong-agent-reach"] --- # skills vs Agent-Reach *GraphCanon updated Jul 11, 2026* ## Verdict Pick skills when license: skills is Apache-2.0, Agent-Reach is MIT; pick Agent-Reach when license: Agent-Reach is MIT, skills is Apache-2.0. [skills](https://github.com/google/skills) reports 15k GitHub stars, 1.1k forks, and 31 open issues, last pushed Jul 10, 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 [skills's repository](https://github.com/google/skills) and [Agent-Reach's repository](https://github.com/Panniantong/Agent-Reach). | | [skills](/tools/google-skills.md) | [Agent-Reach](/tools/panniantong-agent-reach.md) | | --- | --- | --- | | Tagline | Agent Skills for Google products and technologies | Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees. | | Stars | 14,521 | 54,715 | | Forks | 1,112 | 4,509 | | Open issues | 31 | 144 | | Language | Python | Python | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | MIT | | Categories | AI Agents | AI Agents, Developer Tools, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [skills](/tools/google-skills.md) | [Agent-Reach](/tools/panniantong-agent-reach.md) | | --- | --- | --- | | Days since push | 1d | 0d | | Open issues (now) | 31 | 144 | | Owner type | Organization | User | | Security scan | No lockfile | No MCP manifest | | Full report | [trust report](/tools/google-skills/trust.md) | [trust report](/tools/panniantong-agent-reach/trust.md) | ## Choose when ### Choose skills if… - License: skills is Apache-2.0, Agent-Reach is MIT. - Tags unique to skills: google, googlecloud, python, skills. - More recently updated (last pushed Jul 10, 2026). ### Choose Agent-Reach if… - License: Agent-Reach is MIT, skills is Apache-2.0. - Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation. - Also covers Developer Tools, LLM Frameworks. ## When NOT to use skills - 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 - 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 skills and Agent-Reach? skills: Agent Skills for Google products and technologies. 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 skills over Agent-Reach? Choose skills over Agent-Reach when License: skills is Apache-2.0, Agent-Reach is MIT; Tags unique to skills: google, googlecloud, python, skills; More recently updated (last pushed Jul 10, 2026). ### When should I choose Agent-Reach over skills? Choose Agent-Reach over skills when License: Agent-Reach is MIT, skills is Apache-2.0; Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation; Also covers Developer Tools, LLM Frameworks. ### When should I avoid skills? 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? 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 skills or Agent-Reach more popular on GitHub? Agent-Reach has more GitHub stars (54,715 vs 14,521). Stars measure visibility, not whether either tool fits your constraints. ### Are skills and Agent-Reach open source? Yes - both are open-source projects on GitHub (skills: Apache-2.0, Agent-Reach: MIT). ### Where can I find alternatives to skills or Agent-Reach? GraphCanon lists graph-backed alternatives at [skills alternatives](/tools/google-skills/alternatives) and [Agent-Reach alternatives](/tools/panniantong-agent-reach/alternatives) ([skills markdown twin](/tools/google-skills/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/google-skills-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, skills or Agent-Reach? skills: Very 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 skills and Agent-Reach? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [skills trust report](/tools/google-skills/trust); [Agent-Reach trust report](/tools/panniantong-agent-reach/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=google-skills`](/api/graphcanon/graph?tool=google-skills) - 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/_