Borrowing it
Nothing to install: this file belongs to rapid7/rapid7-bulk-export-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/rapid7/rapid7-bulk-export-mcp/main/.kiro/steering/structure.mdgit clone --depth 1 https://github.com/rapid7/rapid7-bulk-export-mcpWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/rapid7/rapid7-bulk-export-mcp/structure)<a href="https://agentmods.dev/instructions/rapid7/rapid7-bulk-export-mcp/structure"><img src="https://agentmods.dev/badge/instructions/rapid7/rapid7-bulk-export-mcp/structure/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/rapid7/rapid7-bulk-export-mcp/structure"><img src="https://agentmods.dev/badge/instructions/rapid7/rapid7-bulk-export-mcp/structure.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00764 | $0.00764 |
| Opus 5.5 | $0.00306 | $0.00306 |
| Sonnet 5.5 | $0.00153 | $0.00153 |
| Haiku 4.5 | $0.00076 | $0.00076 |
Grade A, and why
rapid7-bulk-export-mcp structure.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 55 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Project Structure
rapid7-bulk-export-mcp/
├── src/ # Main package (installed as 'src')
│ ├── __init__.py # Package metadata
│ ├── mcp_server.py # FastMCP server — tool definitions and entry point
│ ├── config.py # Environment config loading (API key, region, endpoint)
│ ├── graphql_client.py # GraphQL HTTP client for Rapid7 API
│ ├── export_manager.py # Export lifecycle (create, poll, status, date chunking)
│ ├── export_tracker.py # DuckDB-based export metadata tracker (reuse same-day exports)
│ ├── download.py # Parquet file downloading from Rapid7 URLs
│ └── duckdb_loader.py # DuckDB table management, Parquet loading, querying
├── tests/ # Test suite (pytest)
│ ├── test_config.py
│ ├── test_download.py
│ ├── test_duckdb_loader.py
│ ├── test_export_integration.py
│ ├── test_export_manager.py
│ ├── test_export_tracker.py
│ ├── test_graphql_client.py
│ └── test_setup.py
├── plugin.json # Agent Plugins manifest (name, version, activation keywords)
├── mcp.json # Agent Plugins stdio server declaration
├── skills/ # Agent Plugins skill bundle
│ └── rapid7-bulk-export/ # SKILL.md + README + references/analysis-workflows.md
├── docs/ # Demo GIFs for README
├── run_server.py # Thin entry point for MCPB/uv direct execution
├── pyproject.toml # Package metadata, dependencies, tool config
├── manifest.json # MCPB manifest (canonical version source)
├── Makefile # Build, lint, test, release automation
├── cortex.yaml # Rapid7 service metadata
└── .kiro/steering/ # AI assistant steering rules
Architecture Patterns
- Single-package layout: All source lives in
src/and is installed as thesrcpackage. - Entry point:
rapid7-mcp-serverconsole script maps tosrc.mcp_server:main. - Global state: The MCP server uses a module-level
dbvariable (VulnerabilityDatabase instance) initialized on first use. - Two databases:
rapid7_bulk_export.db— main DuckDB with vulnerability/asset/policy datarapid7_bulk_export_tracking.db— export metadata tracker for same-day reuse
- Prefix-based routing: Parquet files from the API are routed to DuckDB tables based on their prefix (e.g.,
asset_vulnerability→vulnerabilitiestable). - Tool annotations: Each MCP tool uses
ToolAnnotationsto declare read-only, destructive, and idempotent hints.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 55 lines · 764 tokens per session scan A 0388c2fbe98b
rapid7-bulk-export-mcp structure.md is an instructions file published in the GitHub repository rapid7/rapid7-bulk-export-mcp (35 stars, last pushed 3d ago), licensed MIT. It adds 764 tokens to every session, about $0.0031 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-07.
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