--- title: "ghidra-mcp vs frai" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/bethington-ghidra-mcp-vs-sebuzdugan-frai" tools: ["bethington-ghidra-mcp", "sebuzdugan-frai"] --- # ghidra-mcp vs frai *GraphCanon updated Aug 26, 2026* ## Verdict Pick ghidra-mcp if ghidra MCP is a plugin and server for AI-assisted binary analysis using Ghidra with more than 200 tools; pick frai if frai is an open-source toolkit that uses CLI and SDK to scan code for responsible AI development purposes, generating model cards, risk assessments, and evaluations. [ghidra-mcp](https://github.com/bethington/ghidra-mcp) reports 3.5k GitHub stars, 111 forks, and 26 open issues, last pushed Aug 21, 2026. [frai](https://frai.cc/) has 53 stars, 4 forks, and 0 open issues, last pushed Aug 5, 2026. Figures are from public GitHub metadata via [ghidra-mcp's repository](https://github.com/bethington/ghidra-mcp) and [frai's repository](https://github.com/sebuzdugan/frai). | | [ghidra-mcp](/tools/bethington-ghidra-mcp.md) | [frai](/tools/sebuzdugan-frai.md) | | --- | --- | --- | | Tagline | Ghidra MCP Server for AI-powered reverse engineering with over 200 tools | A toolkit for responsible AI development that generates model cards, risk assessments, and evals via CLI and SDK. | | Stars | 3,472 | 53 | | Forks | 111 | 4 | | Open issues | 26 | 0 | | Language | Java | JavaScript | | Adopt for | Ghidra MCP is a plugin and server for AI-assisted binary analysis using Ghidra with more than 200 tools. | frai is an open-source toolkit that uses CLI and SDK to scan code for responsible AI development purposes, generating model cards, risk assessments, and evaluations. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | MIT | | Categories | Developer Tools | Developer Tools, Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [ghidra-mcp](/tools/bethington-ghidra-mcp.md) | [frai](/tools/sebuzdugan-frai.md) | | --- | --- | --- | | Days since push | 5d | 3d | | Open issues (now) | 26 | 0 | | Stars delta | +510 (30d) | Unknown | | Open issues delta | +16 (30d) | Unknown | | Full report | [trust report](/tools/bethington-ghidra-mcp/trust.md) | [trust report](/tools/sebuzdugan-frai/trust.md) | ## Decision facts: ghidra-mcp - **Adopt for:** Ghidra MCP is a plugin and server for AI-assisted binary analysis using Ghidra with more than 200 tools. ## Decision facts: frai - **Adopt for:** frai is an open-source toolkit that uses CLI and SDK to scan code for responsible AI development purposes, generating model cards, risk assessments, and evaluations. ## Choose when ### Choose ghidra-mcp if… - ghidra-mcp is primarily Java; frai is JavaScript. - License: ghidra-mcp is Apache-2.0, frai is MIT. - Tags unique to ghidra-mcp: ai, binary-analysis, ghidra, ghidra-extension. - When working on projects that benefit from integration with over 200 AI-powered reverse engineering tools ### Choose frai if… - frai is primarily JavaScript; ghidra-mcp is Java. - License: frai is MIT, ghidra-mcp is Apache-2.0. - Tags unique to frai: ai-compliance, audit, bias, evaluation. - Also covers Evaluation & Observability. - Use when you need to comply with specific safety standards in AI projects using JavaScript framework. ## When NOT to use ghidra-mcp - When working in environments where less than 200 reverse engineering tools would suffice - If you do not need lazy tool loading or convention enforcement capabilities that Ghidra MCP specifically offers ## When NOT to use frai - Avoid if your development environment strictly requires non-JavaScript languages for tool integration. - Not advisable if automated governance and scanning tools are not aligned with organizational compliance policies. ## Common questions ### What is the difference between ghidra-mcp and frai? ghidra-mcp: Ghidra MCP Server for AI-powered reverse engineering with over 200 tools. frai: A toolkit for responsible AI development that generates model cards, risk assessments, and evals via CLI and SDK.. See the comparison table for live GitHub stats and shared categories. ### When should I choose ghidra-mcp over frai? Choose ghidra-mcp over frai when ghidra-mcp is primarily Java; frai is JavaScript; License: ghidra-mcp is Apache-2.0, frai is MIT; Tags unique to ghidra-mcp: ai, binary-analysis, ghidra, ghidra-extension; When working on projects that benefit from integration with over 200 AI-powered reverse engineering tools. ### When should I choose frai over ghidra-mcp? Choose frai over ghidra-mcp when frai is primarily JavaScript; ghidra-mcp is Java; License: frai is MIT, ghidra-mcp is Apache-2.0; Tags unique to frai: ai-compliance, audit, bias, evaluation; Also covers Evaluation & Observability; Use when you need to comply with specific safety standards in AI projects using JavaScript framework. ### When should I avoid ghidra-mcp? When working in environments where less than 200 reverse engineering tools would suffice If you do not need lazy tool loading or convention enforcement capabilities that Ghidra MCP specifically offers ### When should I avoid frai? Avoid if your development environment strictly requires non-JavaScript languages for tool integration. Not advisable if automated governance and scanning tools are not aligned with organizational compliance policies. ### Is ghidra-mcp or frai more popular on GitHub? ghidra-mcp has more GitHub stars (3,472 vs 53). Stars measure visibility, not whether either tool fits your constraints. ### Are ghidra-mcp and frai open source? Yes - both are open-source projects on GitHub (ghidra-mcp: Apache-2.0, frai: MIT). ### Where can I find alternatives to ghidra-mcp or frai? GraphCanon lists graph-backed alternatives at [ghidra-mcp alternatives](/tools/bethington-ghidra-mcp/alternatives) and [frai alternatives](/tools/sebuzdugan-frai/alternatives) ([ghidra-mcp markdown twin](/tools/bethington-ghidra-mcp/alternatives.md), [frai markdown twin](/tools/sebuzdugan-frai/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/bethington-ghidra-mcp-vs-sebuzdugan-frai.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, ghidra-mcp or frai? ghidra-mcp: Very active. frai: 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 ghidra-mcp and frai? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [ghidra-mcp trust report](/tools/bethington-ghidra-mcp/trust); [frai trust report](/tools/sebuzdugan-frai/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=bethington-ghidra-mcp`](/api/graphcanon/graph?tool=bethington-ghidra-mcp) - 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/_