---
title: "roundtable vs career-ops"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/askbudi-roundtable-vs-santifer-career-ops"
tools: ["askbudi-roundtable", "santifer-career-ops"]
---

# roundtable vs career-ops

*GraphCanon updated Sep 20, 2026*

## Verdict

Pick roundtable if roundtable AI is a zero-configuration MCP server that integrates multiple AI coding assistants through intelligent auto-discovery and a standardized interface, aimed at streamlining developer workflows; pick career-ops if career-ops is an open-source AI job search tool designed to automate scanning job portals in the tech industry, scoring job listings for suitability, and customizing resumes, all run from.

[roundtable](https://askbudi.ai/roundtable) reports 125 GitHub stars, 18 forks, and 7 open issues, last pushed Oct 6, 2025. [career-ops](https://career-ops.org) has 72k stars, 14k forks, and 537 open issues, last pushed Sep 19, 2026. Figures are from public GitHub metadata via [roundtable's repository](https://github.com/yylo-dev/roundtable) and [career-ops's repository](https://github.com/santifer/career-ops).

| | [roundtable](/tools/askbudi-roundtable.md) | [career-ops](/tools/santifer-career-ops.md) |
| --- | --- | --- |
| Tagline | Zero-configuration MCP server unifying multiple AI coding assistants | Open-source AI job search tool that automates the process of scanning job portals, scoring listings, and tailoring CVs for applicants. |
| Stars | 125 | 72,182 |
| Forks | 18 | 13,600 |
| Open issues | 7 | 537 |
| Language | Python | JavaScript |
| Adopt for | Roundtable AI is a zero-configuration MCP server that integrates multiple AI coding assistants through intelligent auto-discovery and a standardized interface, aimed at streamlining developer workflows. | career-ops is an open-source AI job search tool designed to automate scanning job portals in the tech industry, scoring job listings for suitability, and customizing resumes, all run from a CLI interface. |
| Persona | - | - |
| Runtime | - | - |
| License | The license information is unknown, but the repository mentions the MIT License in the README. | MIT |
| Categories | AI Agents, Developer Tools | AI Agents, Developer Tools |

## Trust and health

_Sourced signals - not a safety guarantee. No winner column._

| | [roundtable](/tools/askbudi-roundtable.md) | [career-ops](/tools/santifer-career-ops.md) |
| --- | --- | --- |
| Maintenance | Slowing (36%) | Very active (96%) |
| Days since push | 347d | 0d |
| Open issues (now) | 7 | 537 |
| Stars delta | +4 (30d) | +8.7k (30d) |
| Open issues delta | -1 (30d) | +260 (30d) |
| Full report | [trust report](/tools/askbudi-roundtable/trust.md) | [trust report](/tools/santifer-career-ops/trust.md) |

## Decision facts: roundtable

- **Pricing:** unknown - Pricing details are not provided in the repository.
- **Requirements:** Min 2 GB RAM; Installation is done via pip: pip install roundtable-ai.
- **Adopt for:** Roundtable AI is a zero-configuration MCP server that integrates multiple AI coding assistants through intelligent auto-discovery and a standardized interface, aimed at streamlining developer workflows.
- **License detail:** The license information is unknown, but the repository mentions the MIT License in the README.

## Decision facts: career-ops

- **Pricing:** freemium - The tool is open source and distributed under the MIT license, free to use. However, premium services or integrations might be available for additional costs.
- **Adopt for:** career-ops is an open-source AI job search tool designed to automate scanning job portals in the tech industry, scoring job listings for suitability, and customizing resumes, all run from a CLI interface.

## Choose when

### Choose roundtable if…

- roundtable is primarily Python; career-ops is JavaScript.
- Pricing: Pricing details are not provided in the repository..
- Requirements: Min 2 GB RAM; Installation is done via pip: pip install roundtable-ai..
- Tags unique to roundtable: claude-code, cursor, gemini-cli, mcp-server.
- When you need to integrate multiple AI coding assistants like Codex, Claude Code, Cursor, and Gemini into a single workflow without manual configuration.

### Choose career-ops if…

- career-ops is primarily JavaScript; roundtable is Python.
- Pricing: The tool is open source and distributed under the MIT license, free to use. However, premium services or integrations might be available for additional costs..
- Tags unique to career-ops: ai, ai-agent, careerops, job-hunting.
- career-ops ships Docker support for self-hosted deployment.
- When you are actively searching for tech-related jobs and need tools to streamline resume tailoring and application tracking on your local machine.

## When NOT to use roundtable

- If you require a tool that supports AI coding assistants not included in Roundtable's auto-discovery feature, such as specific niche or proprietary AI tools.
- When you need a tool that offers detailed customization options for each integrated AI coding assistant, as Roundtable focuses on zero-configuration.

## When NOT to use career-ops

- Avoid using this tool if you prefer web-based job search solutions and do not want to manage the application locally on your machine.
- Career-ops may not be suitable for users looking for robust automation of resume creation from scratch, as it focuses more on tailoring existing CVs.

## Common questions

### What is the difference between roundtable and career-ops?

roundtable: Zero-configuration MCP server unifying multiple AI coding assistants. career-ops: Open-source AI job search tool that automates the process of scanning job portals, scoring listings, and tailoring CVs for applicants.. See the comparison table for live GitHub stats and shared categories.

### When should I choose roundtable over career-ops?

Choose roundtable over career-ops when roundtable is primarily Python; career-ops is JavaScript; Pricing: Pricing details are not provided in the repository.; Requirements: Min 2 GB RAM; Installation is done via pip: pip install roundtable-ai.; Tags unique to roundtable: claude-code, cursor, gemini-cli, mcp-server; When you need to integrate multiple AI coding assistants like Codex, Claude Code, Cursor, and Gemini into a single workflow without manual configuration.

### When should I choose career-ops over roundtable?

Choose career-ops over roundtable when career-ops is primarily JavaScript; roundtable is Python; Pricing: The tool is open source and distributed under the MIT license, free to use. However, premium services or integrations might be available for additional costs.; Tags unique to career-ops: ai, ai-agent, careerops, job-hunting; career-ops ships Docker support for self-hosted deployment; When you are actively searching for tech-related jobs and need tools to streamline resume tailoring and application tracking on your local machine.

### When should I avoid roundtable?

If you require a tool that supports AI coding assistants not included in Roundtable's auto-discovery feature, such as specific niche or proprietary AI tools. When you need a tool that offers detailed customization options for each integrated AI coding assistant, as Roundtable focuses on zero-configuration.

### When should I avoid career-ops?

Avoid using this tool if you prefer web-based job search solutions and do not want to manage the application locally on your machine. Career-ops may not be suitable for users looking for robust automation of resume creation from scratch, as it focuses more on tailoring existing CVs.

### Is roundtable or career-ops more popular on GitHub?

career-ops has more GitHub stars (72,182 vs 125). Stars measure visibility, not whether either tool fits your constraints.

### Are roundtable and career-ops open source?

Yes - both are open-source projects on GitHub.

### Where can I find alternatives to roundtable or career-ops?

GraphCanon lists graph-backed alternatives at [roundtable alternatives](/tools/askbudi-roundtable/alternatives) and [career-ops alternatives](/tools/santifer-career-ops/alternatives) ([roundtable markdown twin](/tools/askbudi-roundtable/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/askbudi-roundtable-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, roundtable or career-ops?

roundtable: Slowing. 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 roundtable and career-ops?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [roundtable trust report](/tools/askbudi-roundtable/trust); [career-ops trust report](/tools/santifer-career-ops/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=askbudi-roundtable`](/api/graphcanon/graph?tool=askbudi-roundtable)
- 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/_
