UltraProbe

npm version License: MIT MCP

A Model Context Protocol server for MISP (Malware Information Sharing Platform), with built-in prompt injection defense powered by prompt-defense-audit.

Why this exists: MISP holds operational threat intel — IOCs, threat actor profiles, attack patterns. When you connect an LLM agent to MISP via MCP, two new attack surfaces emerge:

1. Adversarial seeding. A threat actor who can submit content into your MISP instance (or a federated feed) can plant prompt-injection payloads designed to hijack downstream LLM agents.
2. Sensitive intel leakage. A manipulated LLM can be coerced into returning intel above its authorized TLP level.

This server wraps every outgoing MISP response in prompt-defense-audit's output scanner, blocking high-risk patterns before they reach the LLM. Read-only by design — no write tools exposed.

Tracks: MISP/MISP#10745 — MCP server for MISP

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Features

• 🛡️ Defense built in — every MISP response scanned for prompt-injection / XSS / shell-injection patterns before being returned
• 🔒 Read-only by design — no event/attribute mutation tools; an LLM cannot modify your threat-intel platform
• 🧰 8 high-utility tools covering events, attributes, search, tags, feeds, galaxies
• ⚡ Zero-config beyond MISP_URL and MISP_API_KEY
• 🪶 Stdio transport — works with Claude Desktop, Cursor, Continue, Cline, any MCP client
• 📋 MIT license — fork freely, use commercially

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Quick start

1. Install

npm install -g @ultralab/misp-mcp-server

Or use npx directly in your MCP client config (no install needed).

2. Configure your MCP client

Claude Desktop (~/Library/Application Support/Claude/claude_desktop_config.json on macOS, %APPDATA%/Claude/claude_desktop_config.json on Windows):

{
  "mcpServers": {
    "misp": {
      "command": "npx",
      "args": ["-y", "@ultralab/misp-mcp-server"],
      "env": {
        "MISP_URL": "https://misp.your-org.example",
        "MISP_API_KEY": "your_misp_api_key_here"
      }
    }
  }
}

Cursor / Continue / Cline — similar pattern, see your client's MCP config docs.

3. Restart your MCP client and start asking

"What MISP events are tagged tlp:white from the last 7 days?"
"Show me event 12345 — I'm investigating a phishing report."
"What threat actor galaxies do we have configured?"
"Find all attributes matching the IP 198.51.100.42."

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Tools exposed

Tool	Purpose
misp_version	Health check + server version
misp_list_events	Paginated event headers
misp_get_event	Full event with attributes (scanned for injection)
misp_search_events	Search by tag / type / value / date range
misp_search_attributes	Direct IOC lookup
misp_list_tags	All configured tags (TLP, taxonomy, etc.)
misp_list_feeds	Configured threat-intel feeds
misp_list_galaxies	Threat actor / campaign clusters

Mutation tools intentionally not included. An LLM with write access to MISP is a supply-chain compromise vector. If you need agent-driven MISP mutations, build a per-tool allowlist with human-in-the-loop confirmation.

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Defense layer

Every tool response is run through prompt-defense-audit's scanOutput before being returned to the LLM client.

High-risk patterns (critical / high severity) — response is blocked and replaced with a safe summary. Example trigger patterns:

• Script-tag injection (<script>...</script>)
• Iframe / object injection
• JavaScript URLs (javascript:)
• Shell-command patterns in unexpected contexts
• Known prompt-injection vector signatures from prompt-defense-audit's 17+ vector library

Low/medium-risk patterns — response annotated with a [defense] prefix listing matched patterns but still returned.

Opt out (not recommended)

PROMPT_DEFENSE_DISABLED=true

Use only if you fully trust your MISP instance + all federated feeds and need raw response fidelity for a specific debugging scenario.

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Environment variables

Variable	Required	Default	Notes
MISP_URL	✅	—	Base URL of your MISP instance (e.g. https://misp.example.com)
MISP_API_KEY	✅	—	MISP automation API key (Profile → Auth Keys)
MISP_INSECURE_TLS	❌	false	Set to true only for self-signed dev instances
PROMPT_DEFENSE_DISABLED	❌	false	Set true to skip output scanning (NOT recommended)

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For enterprise users

The free OSS defense layer ships with prompt-defense-audit (17+ regex-based vectors, ~3ms latency, deterministic).

For deployments that need:

• 🔍 Persistent audit logs of every MISP query an LLM has made
• 👥 Team policies (per-role allowlists, per-TLP gating, escalation flows)
• 🌏 Jurisdictional compliance (EU GDPR / TW 個資法 / 中國 PIPL data-residency)
• 🚨 Live threat intel updates to the defense ruleset (new injection vectors pushed daily)
• 📊 SLA-backed uptime and response

→ Upgrade path: route MCP server through Quartz Cloud — Taiwan-domiciled runtime AI firewall, drop-in passthrough.

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Development

git clone https://github.com/ppcvote/misp-mcp-server.git
cd misp-mcp-server
npm install
npm test            # smoke tests, no live MISP
npm run dev         # tsx watch mode
npm run build       # produce dist/

Architecture

LLM client (Claude Desktop, Cursor, etc.)
    │ stdio
    ▼
@ultralab/misp-mcp-server
    │
    ├─ src/tools.ts       — 8 read-only tool definitions + dispatch
    ├─ src/misp-client.ts — minimal MISP REST API wrapper
    └─ src/index.ts       — MCP Server + scanOutput() defense layer
    │
    ▼
MISP REST API (/events, /attributes, /tags, /feeds, /galaxies)

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Project context

Built by Ultra Lab — a one-person AI products company in Taiwan, focused on AI safety, threat intel, and the supply chain between LLM agents and operational security tooling.

This server is part of a broader thesis: the MCP ecosystem will be a major prompt-injection vector unless servers default to defensive output handling. We're shipping reference implementations for high-leverage targets (MISP first, OpenCTI / TheHive / Vault next) to anchor the standard.

Companion projects:

• prompt-defense-audit — the underlying detection engine
• ultraprobe — CLI scanner for AI app system prompts
• quartz.tw — paid runtime firewall (audit logs, team policies, jurisdictional moat)

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License

MIT © 2026 Ultra Lab — see LICENSE.

Contributing

PRs welcome. Please:

1. Keep the read-only invariant. Mutation tools must be argued explicitly with a threat-model writeup.
2. Add a test for any new tool.
3. If you add new MISP API coverage, link to the relevant OpenAPI spec section in your PR.

For discussion, see MISP/MISP#10745.