--- title: "Product-Manager-Skills vs Agent-Reach" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/deanpeters-product-manager-skills-vs-panniantong-agent-reach" tools: ["deanpeters-product-manager-skills", "panniantong-agent-reach"] --- # Product-Manager-Skills vs Agent-Reach *GraphCanon updated Jul 11, 2026* ## Verdict Pick Product-Manager-Skills when product-Manager-Skills is primarily Shell; Agent-Reach is Python; pick Agent-Reach when agent-Reach is primarily Python; Product-Manager-Skills is Shell. [Product-Manager-Skills](https://github.com/deanpeters/Product-Manager-Skills) reports 5.7k GitHub stars, 704 forks, and 10 open issues, last pushed Jul 8, 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 [Product-Manager-Skills's repository](https://github.com/deanpeters/Product-Manager-Skills) and [Agent-Reach's repository](https://github.com/Panniantong/Agent-Reach). | | [Product-Manager-Skills](/tools/deanpeters-product-manager-skills.md) | [Agent-Reach](/tools/panniantong-agent-reach.md) | | --- | --- | --- | | Tagline | Product Management skills framework built on battle-tested methods for Claude Code, Cowork, Codex, and AI agents. | Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees. | | Stars | 5,699 | 54,715 | | Forks | 704 | 4,509 | | Open issues | 10 | 144 | | Language | Shell | Python | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Other | MIT | | Categories | AI Agents | AI Agents, LLM Frameworks, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [Product-Manager-Skills](/tools/deanpeters-product-manager-skills.md) | [Agent-Reach](/tools/panniantong-agent-reach.md) | | --- | --- | --- | | Days since push | 3d | 0d | | Open issues (now) | 10 | 144 | | Security scan | No lockfile | No MCP manifest | | Full report | [trust report](/tools/deanpeters-product-manager-skills/trust.md) | [trust report](/tools/panniantong-agent-reach/trust.md) | ## Choose when ### Choose Product-Manager-Skills if… - Product-Manager-Skills is primarily Shell; Agent-Reach is Python. - License: Product-Manager-Skills is Other, Agent-Reach is MIT. - Tags unique to Product-Manager-Skills: claude-skills, pm-frameworks, shell, product-management. ### Choose Agent-Reach if… - Agent-Reach is primarily Python; Product-Manager-Skills is Shell. - License: Agent-Reach is MIT, Product-Manager-Skills is Other. - Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code. - Also covers LLM Frameworks, Developer Tools. ## When NOT to use Product-Manager-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. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## Common questions ### What is the difference between Product-Manager-Skills and Agent-Reach? Product-Manager-Skills: Product Management skills framework built on battle-tested methods for Claude Code, Cowork, Codex, and AI agents.. 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 Product-Manager-Skills over Agent-Reach? Choose Product-Manager-Skills over Agent-Reach when Product-Manager-Skills is primarily Shell; Agent-Reach is Python; License: Product-Manager-Skills is Other, Agent-Reach is MIT; Tags unique to Product-Manager-Skills: claude-skills, pm-frameworks, shell, product-management. ### When should I choose Agent-Reach over Product-Manager-Skills? Choose Agent-Reach over Product-Manager-Skills when Agent-Reach is primarily Python; Product-Manager-Skills is Shell; License: Agent-Reach is MIT, Product-Manager-Skills is Other; Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code; Also covers LLM Frameworks, Developer Tools. ### When should I avoid Product-Manager-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. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### Is Product-Manager-Skills or Agent-Reach more popular on GitHub? Agent-Reach has more GitHub stars (54,715 vs 5,699). Stars measure visibility, not whether either tool fits your constraints. ### Are Product-Manager-Skills and Agent-Reach open source? Yes - both are open-source projects on GitHub (Product-Manager-Skills: Other, Agent-Reach: MIT). ### Where can I find alternatives to Product-Manager-Skills or Agent-Reach? GraphCanon lists graph-backed alternatives at [Product-Manager-Skills alternatives](/tools/deanpeters-product-manager-skills/alternatives) and [Agent-Reach alternatives](/tools/panniantong-agent-reach/alternatives) ([Product-Manager-Skills markdown twin](/tools/deanpeters-product-manager-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/deanpeters-product-manager-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, Product-Manager-Skills or Agent-Reach? Product-Manager-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 Product-Manager-Skills and Agent-Reach? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [Product-Manager-Skills trust report](/tools/deanpeters-product-manager-skills/trust); [Agent-Reach trust report](/tools/panniantong-agent-reach/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=deanpeters-product-manager-skills`](/api/graphcanon/graph?tool=deanpeters-product-manager-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/_