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Scored across 128 tools
Many tools overlap in purpose, such as multiple LSB detection tools (img_lsb_detect, img_chi_square, img_rs_analysis) and numerous JPEG analysis tools, making it difficult for an agent to distinguish between them. While some tools have distinct focuses, the sheer number and similarity of detection tools cause significant ambiguity.
Tool names follow a mostly consistent pattern: format prefix plus action (e.g., audio_lsb_detect, video_frame_extract). However, there are deviations like 'create_whitespace' without a format prefix and the 'jpegadv_' prefix for advanced JPEG tools, which slightly breaks the pattern. Overall, naming is clear and predictable.
128 tools is extremely high for a single MCP server, far exceeding typical scopes (3-15 tools). This overwhelms the agent's selection process and suggests the server should be split into multiple smaller, focused servers (e.g., image-stego, audio-stego, network-stego).
The toolset covers an impressively broad range of steganographic techniques across many file formats (images, audio, video, text, network, etc.), including detection, extraction, and embedding. Minor gaps exist (e.g., no MP4 video support), but overall the coverage is thorough and leaves few workflow dead-ends.