Autonomous offensive AI framework for authorized security testing with MCP server integration
SecAgent has 4 tools with minimal schema documentation and generic descriptions. All tools have basic input schemas with type and description fields, but lack output schema documentation entirely. Descriptions are present but generic (10-50 chars), falling below the 50-200 char LLM-optimized baseline. No parameter validation constraints (enums, ranges, patterns). No error handling guidance. Tool names follow verb_noun convention (secagent_*) but are overly prefixed and lack clarity on when to use each tool vs alternatives. No tool annotations (readOnlyHint, destructiveHint, idempotentHint). The codebase shows multi-language architecture (Rust, Go, C++, Python) but the MCP server implementation (python-agents/secagents/mcp_server.py) is not fully visible, tool definitions are inferred from the feature list rather than directly inspected in source.
Retrieve Aura Memory Target DNA fingerprint
List installed security tools catalog
Run SecAgent penetration test scan on target URL
Verify proof capsule PoC replay
Output schemas not documented. LLMs cannot plan downstream tool calls or extract required fields without knowing what each tool returns.
Descriptions are too generic and short (10-50 chars). 'Run SecAgent penetration test scan on target URL' lacks WHEN to use this tool, WHAT it returns, and how it differs from other scanning tools. Baseline is 50-200 chars for LLM optimization.
No input validation constraints. 'target' parameter accepts any string with no format, length, or pattern constraints. LLMs will pass invalid URLs, IPs, or malformed domains without guidance.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | F | 38 | 2026-07-28+ | v2 |
No error handling guidance. Tools declare READ_ONLY risk but provide no recovery hints. If a scan fails or a PoC is invalid, the LLM has no guidance on what to try next.
Tool definitions inferred from feature list, not directly visible in source code. mcp_server.py file referenced but not provided. Cannot verify actual schema structure, parameter types, or registration details.