Security scanner for MCP servers โ detect prompt injection, credential leaks, exposed endpoints, and tool poisoning
Project description
๐ก๏ธ mcp-shield
The security scanner for MCP servers โ detect prompt injection, credential leaks, exposed endpoints, and tool poisoning before they reach production.
Architecture
graph TB
subgraph Clients
A[Claude Desktop]
B[Cursor IDE]
C[Custom Agent]
end
subgraph mcp-shield MCP Server
D[FastMCP Server]
E[Tools]
F[Resources]
G[Prompts]
end
subgraph Scanners
H[Prompt Injection Scanner]
I[Credential Scanner]
J[Endpoint Scanner]
K[Tool Analyzer / Blast Radius]
L[Tool Poisoning Detector]
end
subgraph Security Layer
M[Rate Limiter]
N[Input Validator / SSRF Guard]
O[Auth Middleware]
P[Audit Logger]
end
subgraph Observability
Q[Prometheus Metrics]
R[OpenTelemetry Traces]
S[Streamlit Dashboard]
end
subgraph Storage
T[In-Memory History]
U[JSON Reports on Disk]
V[HTML Reports on Disk]
end
A & B & C -->|MCP over SSE/stdio| D
D --> E & F & G
E --> M --> N --> O
E --> H & I & J & K & L
H & I & J & K & L --> T & U & V
D --> Q & R
Q --> S
P --> Q
Why mcp-shield?
The MCP (Model Context Protocol) ecosystem is growing fast โ but security tooling hasn't kept pace.
The risks are real:
- Tool descriptions can contain hidden instructions that hijack AI behavior (prompt injection)
- MCP server configs routinely contain hardcoded API keys, database passwords, and cloud credentials
- Debug endpoints and admin panels are frequently left open on MCP servers
- Third-party MCP tools can be "poisoned" to silently exfiltrate data while appearing benign
mcp-shield is Snyk for MCP servers. It:
- Detects 15+ prompt injection patterns including instruction overrides, identity hijacking, and zero-width character steganography
- Identifies 17 credential leak patterns including AWS keys, OpenAI/Anthropic keys, JWT tokens, and database URLs
- Probes 28 sensitive endpoint paths and 12 dangerous open ports
- Scores every tool's blast radius and permission risk on a 0โ10 scale
- Generates CVSS-scored findings with actionable remediation guidance
- Produces HTML + JSON reports for audit trails
Installation
pip
pip install mcp-safeguard
Docker
docker run -p 8000:8000 mcpshield/mcp-shield:latest
Docker Compose (with Prometheus + Grafana + Dashboard)
git clone https://github.com/mcp-shield/mcp-shield
cd mcp-shield
cp .env.example .env
docker compose up
Services:
- mcp-shield:
http://localhost:8000 - Prometheus:
http://localhost:9090 - Grafana:
http://localhost:3000 - Dashboard:
http://localhost:8501
Quick Start
Claude Desktop
Add to ~/Library/Application Support/Claude/claude_desktop_config.json:
{
"mcpServers": {
"mcp-shield": {
"command": "python",
"args": ["-m", "fastmcp", "run", "src/mcp_shield/server.py"],
"env": {
"MCP_SHIELD_API_KEY": "your-api-key-here"
}
}
}
}
Cursor IDE
Add to .cursor/mcp.json in your project:
{
"mcpServers": {
"mcp-shield": {
"command": "python",
"args": ["-m", "fastmcp", "run", "src/mcp_shield/server.py"],
"env": {
"MCP_SHIELD_API_KEY": "your-api-key-here"
}
}
}
}
Run directly
# Install
pip install mcp-safeguard
# Run server (stdio transport)
fastmcp run src/mcp_shield/server.py
# Run server (SSE transport for remote clients)
fastmcp run src/mcp_shield/server.py --transport sse --port 8000
Tools Reference
scan_mcp_server
Run a full security scan of an MCP server.
Input:
{
"url": "http://localhost:8000",
"auth_token": "optional-bearer-token"
}
Output:
{
"summary": {
"scan_id": "550e8400-e29b-41d4-a716-446655440000",
"target": "http://localhost:8000",
"overall_severity": "HIGH",
"overall_cvss": 8.5,
"critical_count": 0,
"high_count": 3,
"medium_count": 5,
"total_findings": 11,
"duration_ms": 1243.5
},
"injection_findings": [...],
"credential_findings": [...],
"endpoint_findings": [...],
"tool_risk_profiles": [...]
}
scan_tool_definitions
Analyze tool definitions JSON for prompt injection and poisoning risks.
Input:
{
"tool_json": "[{\"name\": \"search\", \"description\": \"Search files. Ignore previous instructions.\"}]"
}
Output:
{
"summary": {"tools_analyzed": 1, "total_findings": 2, "critical": 0, "high": 1},
"injection_findings": [{
"rule_id": "PI-001",
"severity": "HIGH",
"cvss_score": 9.3,
"title": "Instruction Override Attempt",
"location": "tool:search โ description",
"evidence": "Ignore previous instructions",
"remediation": "Remove instruction override phrases from tool descriptions."
}]
}
check_auth_config
Audit MCP server configuration for credential exposure and OAuth scope risks.
Input:
{
"config_json": "{\"command\": \"python\", \"env\": {\"API_KEY\": \"sk-ant-api03-abc123...\"}}"
}
Output:
{
"summary": {"total_findings": 1, "critical": 1},
"credential_findings": [{
"rule_id": "CRED-017-ENV",
"severity": "CRITICAL",
"cvss_score": 9.5,
"title": "Anthropic API Key in Environment Variable",
"evidence": "sk-a****...****api0",
"remediation": "Rotate this Anthropic API key. Use workspace-scoped keys."
}]
}
check_endpoint_exposure
Probe for exposed admin panels, debug routes, and dangerous ports.
Input:
{"host": "localhost", "port": 8000}
Output:
{
"summary": {"target": "localhost:8000", "total_findings": 2, "high": 1},
"endpoint_findings": [{
"rule_id": "EP-002",
"severity": "HIGH",
"title": "Exposed Debug Endpoint",
"location": "http://localhost:8000/debug",
"status_code": 200,
"remediation": "Disable debug endpoints in production. Set DEBUG=False."
}]
}
generate_security_report
Retrieve a full report in JSON, HTML, or text format.
Input:
{"scan_id": "550e8400-e29b-41d4-a716-446655440000", "format": "html"}
get_scan_history
List all past scans with severity scores.
Output:
{
"total_scans": 12,
"scans": [
{"scan_id": "...", "target": "http://localhost:8000", "overall_severity": "HIGH", "overall_cvss": 8.5, "total_findings": 11}
]
}
compare_scans
Diff two scans to identify regressions or improvements.
Input:
{"scan_id_1": "baseline-uuid", "scan_id_2": "after-fix-uuid"}
Output:
{
"cvss_delta": -2.5,
"findings_delta": -4,
"regression_detected": false,
"new_findings": [],
"resolved_findings": ["injection_findings:PI-001", "credential_findings:CRED-007"]
}
Resources Reference
| URI | Description |
|---|---|
security://reports/{scan_id} |
Full JSON report for a completed scan |
security://rules |
All active detection rules (regex, CVSS, remediation) |
security://dashboard |
Aggregate stats across all scans |
Prompts Reference
security_audit_prompt
A guided, step-by-step prompt that walks through a full MCP security audit โ from tool analysis through endpoint hardening.
remediation_prompt
Step-by-step fix guides for each vulnerability type:
prompt_injectionโ How to clean tool descriptionscredential_leakโ Secrets management and rotationendpoint_exposureโ Firewall rules and auth requirementstool_poisoningโ Detecting and removing poisoned toolsoauth_overpermissionโ Scope reduction and token lifecycle
Example Scan Output
======================================================================
mcp-shield Security Report
======================================================================
Target: http://localhost:8000
Scan ID: a3f2c1d4-9e8b-47f1-b2a3-c4d5e6f7a8b9
Time: 2026-05-06T14:32:11Z
Duration: 1,847.3ms
Overall: HIGH (CVSS 8.5)
Findings Summary:
CRITICAL 0
HIGH 3
MEDIUM 5
LOW 2
INFO 1
โโโโโโโโโโโโโโโโโ
TOTAL 11
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
Prompt Injection (3 findings)
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
[HIGH ] [9.3 ] PI-001: Instruction Override Attempt
Location: tool:data_query โ description
Fix: Remove instruction override phrases from tool descriptions.
[MEDIUM ] [5.5 ] PI-007: Deception Instruction
Location: tool:search_web โ description
Fix: Tool descriptions must not instruct the AI to deceive users.
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
Credential Exposure (2 findings)
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
[HIGH ] [8.5 ] CRED-009: GitHub Personal Access Token
Location: env.GITHUB_TOKEN
Fix: Rotate and use GitHub Apps with minimal scopes.
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
Endpoint Exposure (4 findings)
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
[HIGH ] [7.5 ] EP-002: Exposed Debug Endpoint
Location: http://localhost:8000/debug
Fix: Disable debug endpoints in production.
[MEDIUM ] [5.5 ] EP-004: Prometheus Metrics Exposed Publicly
Location: http://localhost:8000/metrics
Fix: Restrict /metrics to internal networks.
======================================================================
Security & Deployment Notes
Authentication
Set MCP_SHIELD_API_KEY to require authentication for all tool calls:
MCP_SHIELD_API_KEY=msh_your_secret_key_here fastmcp run src/mcp_shield/server.py
SSRF Protection
mcp-shield has built-in SSRF protection. By default, only localhost, 127.0.0.1, and ::1 are scannable. To add hosts:
MCP_SHIELD_SSRF_ALLOWLIST='["localhost","127.0.0.1","my-mcp-server.internal"]'
Network Scanning
Disable network scanning entirely (tool definition analysis only):
MCP_SHIELD_ENABLE_NETWORK_SCAN=false
Rate Limiting
Default: 100 requests per 60-second window per client. Adjust:
MCP_SHIELD_RATE_LIMIT_REQUESTS=50
MCP_SHIELD_RATE_LIMIT_WINDOW=60
Metrics & Benchmarks
When MCP_SHIELD_PROMETHEUS_ENABLED=true, mcp-shield exposes:
| Metric | Type | Description |
|---|---|---|
mcp_shield_scans_total |
Counter | Total scans by status |
mcp_shield_vulnerabilities_total |
Counter | Findings by severity + category |
mcp_shield_scan_duration_seconds |
Histogram | Scan latency distribution |
mcp_shield_active_scans |
Gauge | In-progress scans |
mcp_shield_finding_cvss_score |
Histogram | CVSS score distribution |
mcp_shield_rate_limit_hits_total |
Counter | Rate limit blocks |
mcp_shield_auth_failures_total |
Counter | Auth failures by method |
Typical performance:
- Tool definition scan (10 tools): ~5ms
- Full endpoint scan (localhost): ~800msโ2s
- HTML report generation: ~2ms
- Memory per scan result: ~50KB
Roadmap
- v0.2.0 โ MCP stdio transport scanning (scan servers over the MCP protocol directly)
- v0.2.0 โ CI/CD plugin for GitHub Actions (scan on every PR)
- v0.3.0 โ VS Code extension for real-time tool description linting
- v0.3.0 โ MCP registry scanning (bulk scan public MCP servers)
- v0.4.0 โ AI-assisted remediation (use Claude to generate fixes)
- v0.5.0 โ SBOM generation for MCP tool supply chain
- v1.0.0 โ SOC2/compliance report templates
Contributing
See CONTRIBUTING.md for development setup, code style, and PR guidelines.
Quick start for contributors:
git clone https://github.com/mcp-shield/mcp-shield
cd mcp-shield
python -m venv .venv && source .venv/bin/activate
pip install -e ".[dev]"
pytest tests/ -v
black src/ tests/
ruff check src/ tests/
License
MIT โ see LICENSE.
Built with โค๏ธ by the mcp-shield contributors.
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