--- title: "stepshield vs career-ops" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/glo26-stepshield-vs-santifer-career-ops" tools: ["glo26-stepshield", "santifer-career-ops"] --- # stepshield vs career-ops *GraphCanon updated Jul 15, 2026* ## Verdict Pick stepshield when stepshield is primarily Python; career-ops is JavaScript; pick career-ops when career-ops is primarily JavaScript; stepshield is Python. [stepshield](https://huggingface.co/datasets/glo26/stepshield) reports 82 GitHub stars, 18 forks, and 16 open issues, last pushed Jul 7, 2026. [career-ops](https://career-ops.org) has 60k stars, 12k forks, and 180 open issues, last pushed Jul 15, 2026. Figures are from public GitHub metadata via [stepshield's repository](https://github.com/glo26/stepshield) and [career-ops's repository](https://github.com/santifer/career-ops). | | [stepshield](/tools/glo26-stepshield.md) | [career-ops](/tools/santifer-career-ops.md) | | --- | --- | --- | | Tagline | StepShield: When, Not Whether to Intervene on Rogue Agents, NeurIPS 2026 benchmark for temporal evaluation of AI agent guardrails (9,429 trajectories, step-level annotations) | Open-source AI job search: scan job portals, score listings A-F, tailor your CV, track applications, runs locally in your AI coding CLI (Claude Code, Gemini, Codex, OpenCode…) | | Stars | 82 | 60,190 | | Forks | 18 | 11,935 | | Open issues | 16 | 180 | | Language | Python | JavaScript | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Other | MIT | | Categories | AI Agents, Computer Vision, Vector Databases | AI Agents, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [stepshield](/tools/glo26-stepshield.md) | [career-ops](/tools/santifer-career-ops.md) | | --- | --- | --- | | Maintenance | Active (82%) | Very active (96%) | | Days since push | 8d | 0d | | Open issues (now) | 16 | 180 | | Full report | [trust report](/tools/glo26-stepshield/trust.md) | [trust report](/tools/santifer-career-ops/trust.md) | ## Choose when ### Choose stepshield if… - stepshield is primarily Python; career-ops is JavaScript. - License: stepshield is Other, career-ops is MIT. - Tags unique to stepshield: agent-security, ai-safety, benchmark, dataset. - Also covers Computer Vision, Vector Databases. ### Choose career-ops if… - career-ops is primarily JavaScript; stepshield is Python. - License: career-ops is MIT, stepshield is Other. - Tags unique to career-ops: ai, ai-agent, anthropic, ats. - Also covers Developer Tools. ## When NOT to use stepshield - AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. - Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. ## When NOT to use career-ops - 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. ## Common questions ### What is the difference between stepshield and career-ops? stepshield: StepShield: When, Not Whether to Intervene on Rogue Agents, NeurIPS 2026 benchmark for temporal evaluation of AI agent guardrails (9,429 trajectories, step-level annotations). career-ops: Open-source AI job search: scan job portals, score listings A-F, tailor your CV, track applications, runs locally in your AI coding CLI (Claude Code, Gemini, Codex, OpenCode…). See the comparison table for live GitHub stats and shared categories. ### When should I choose stepshield over career-ops? Choose stepshield over career-ops when stepshield is primarily Python; career-ops is JavaScript; License: stepshield is Other, career-ops is MIT; Tags unique to stepshield: agent-security, ai-safety, benchmark, dataset; Also covers Computer Vision, Vector Databases. ### When should I choose career-ops over stepshield? Choose career-ops over stepshield when career-ops is primarily JavaScript; stepshield is Python; License: career-ops is MIT, stepshield is Other; Tags unique to career-ops: ai, ai-agent, anthropic, ats; Also covers Developer Tools. ### When should I avoid stepshield? AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. ### When should I avoid career-ops? 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. ### Is stepshield or career-ops more popular on GitHub? career-ops has more GitHub stars (60,190 vs 82). Stars measure visibility, not whether either tool fits your constraints. ### Are stepshield and career-ops open source? Yes - both are open-source projects on GitHub (stepshield: Other, career-ops: MIT). ### Where can I find alternatives to stepshield or career-ops? GraphCanon lists graph-backed alternatives at [stepshield alternatives](/tools/glo26-stepshield/alternatives) and [career-ops alternatives](/tools/santifer-career-ops/alternatives) ([stepshield markdown twin](/tools/glo26-stepshield/alternatives.md), [career-ops markdown twin](/tools/santifer-career-ops/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/glo26-stepshield-vs-santifer-career-ops.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, stepshield or career-ops? stepshield: Active. career-ops: 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 stepshield and career-ops? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [stepshield trust report](/tools/glo26-stepshield/trust); [career-ops trust report](/tools/santifer-career-ops/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=glo26-stepshield`](/api/graphcanon/graph?tool=glo26-stepshield) - 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/_