--- title: "Agent-Reach vs slurm" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/panniantong-agent-reach-vs-schedmd-slurm" tools: ["panniantong-agent-reach", "schedmd-slurm"] --- # Agent-Reach vs slurm *GraphCanon updated Jul 11, 2026* ## Verdict Pick Agent-Reach when agent-Reach is primarily Python; slurm is C; pick slurm when slurm is primarily C; Agent-Reach is Python. [Agent-Reach](https://github.com/Panniantong/Agent-Reach) reports 55k GitHub stars, 4.5k forks, and 144 open issues, last pushed Jul 10, 2026. [slurm](https://slurm.schedmd.com/) has 4.1k stars, 865 forks, and 13 open issues, last pushed Jul 10, 2026. Figures are from public GitHub metadata via [Agent-Reach's repository](https://github.com/Panniantong/Agent-Reach) and [slurm's repository](https://github.com/SchedMD/slurm). | | [Agent-Reach](/tools/panniantong-agent-reach.md) | [slurm](/tools/schedmd-slurm.md) | | --- | --- | --- | | Tagline | Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees. | Slurm: A Highly Scalable Workload Manager | | Stars | 54,715 | 4,124 | | Forks | 4,509 | 865 | | Open issues | 144 | 13 | | Language | Python | C | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | MIT | Other | | Categories | AI Agents, Developer Tools, LLM Frameworks | Developer Tools, Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [Agent-Reach](/tools/panniantong-agent-reach.md) | [slurm](/tools/schedmd-slurm.md) | | --- | --- | --- | | Days since push | 0d | 1d | | Open issues (now) | 144 | 13 | | Owner type | User | Organization | | Security scan | No MCP manifest | No lockfile | | Full report | [trust report](/tools/panniantong-agent-reach/trust.md) | [trust report](/tools/schedmd-slurm/trust.md) | ## Choose when ### Choose Agent-Reach if… - Agent-Reach is primarily Python; slurm is C. - License: Agent-Reach is MIT, slurm is Other. - Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation. - Also covers AI Agents, LLM Frameworks. ### Choose slurm if… - slurm is primarily C; Agent-Reach is Python. - License: slurm is Other, Agent-Reach is MIT. - Tags unique to slurm: c++, slurm, slurm-job-scheduler, slurm-workload-manager. - Also covers Evaluation & Observability. ## 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. ## When NOT to use slurm - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. - Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. ## Common questions ### What is the difference between Agent-Reach and slurm? 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.. slurm: Slurm: A Highly Scalable Workload Manager. See the comparison table for live GitHub stats and shared categories. ### When should I choose Agent-Reach over slurm? Choose Agent-Reach over slurm when Agent-Reach is primarily Python; slurm is C; License: Agent-Reach is MIT, slurm is Other; Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation; Also covers AI Agents, LLM Frameworks. ### When should I choose slurm over Agent-Reach? Choose slurm over Agent-Reach when slurm is primarily C; Agent-Reach is Python; License: slurm is Other, Agent-Reach is MIT; Tags unique to slurm: c++, slurm, slurm-job-scheduler, slurm-workload-manager; Also covers Evaluation & Observability. ### 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. ### When should I avoid slurm? Developer Tools: A gateway is overkill when you're pinned to a single provider and model. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. ### Is Agent-Reach or slurm more popular on GitHub? Agent-Reach has more GitHub stars (54,715 vs 4,124). Stars measure visibility, not whether either tool fits your constraints. ### Are Agent-Reach and slurm open source? Yes - both are open-source projects on GitHub (Agent-Reach: MIT, slurm: Other). ### Where can I find alternatives to Agent-Reach or slurm? GraphCanon lists graph-backed alternatives at [Agent-Reach alternatives](/tools/panniantong-agent-reach/alternatives) and [slurm alternatives](/tools/schedmd-slurm/alternatives) ([Agent-Reach markdown twin](/tools/panniantong-agent-reach/alternatives.md), [slurm markdown twin](/tools/schedmd-slurm/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/panniantong-agent-reach-vs-schedmd-slurm.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, Agent-Reach or slurm? Agent-Reach: Very active. slurm: 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 Agent-Reach and slurm? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [Agent-Reach trust report](/tools/panniantong-agent-reach/trust); [slurm trust report](/tools/schedmd-slurm/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=panniantong-agent-reach`](/api/graphcanon/graph?tool=panniantong-agent-reach) - 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/_