{
 "generated": "2026-10-17",
 "categories": [
  {
   "slug": "firewalls-guardrails",
   "name": "Prompt-injection firewalls & guardrails",
   "description": "Filters that sit in front of or around an LLM and block prompt injection, jailbreaks, data leaks and unsafe output."
  },
  {
   "slug": "mcp-security",
   "name": "MCP gateways & scanners",
   "description": "Gateways that control which MCP tools an agent can reach, and scanners that check MCP servers and agent skills for tool poisoning and other flaws."
  },
  {
   "slug": "runtime-posture",
   "name": "Agent runtime security & posture",
   "description": "Platforms that discover AI agents across a company, watch what they do at runtime and enforce policy."
  },
  {
   "slug": "redteam-eval",
   "name": "AI red teaming & evals",
   "description": "Tools and services that attack models and agents on purpose to find weaknesses before attackers do."
  },
  {
   "slug": "identity-authz",
   "name": "Agent identity & authorization",
   "description": "Identity, credential and permission systems that give agents their own scoped, auditable access."
  },
  {
   "slug": "audit-observability",
   "name": "Agent audit & observability",
   "description": "Tracing and logging platforms that record what agents did, step by step, for debugging and audit."
  }
 ],
 "tools": [
  {
   "slug": "lakera-guard",
   "name": "Lakera Guard",
   "url": "https://www.lakera.ai/",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "Real-time API that screens LLM inputs and outputs for prompt injection, data leakage and policy violations.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Lakera",
   "parent_or_acquisition": "Check Point (acquisition closed Oct 22, 2025)",
   "parent_source": "https://www.checkpoint.com/press-releases/check-point-software-reports-2025-third-quarter-financial-results/",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "prompt-security",
   "name": "Prompt Security",
   "url": "https://prompt.security/",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "Security platform for employee and homegrown GenAI use: prompt protection, data leak prevention and AI usage visibility.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Prompt Security",
   "parent_or_acquisition": "SentinelOne (acquisition closed Sep 5, 2025)",
   "parent_source": "https://www.sec.gov/Archives/edgar/data/1583708/000110465925088079/tm2525181d1_8k.htm",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "nemo-guardrails",
   "name": "NeMo Guardrails",
   "url": "https://github.com/NVIDIA-NeMo/Guardrails",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "Open-source toolkit for adding programmable guardrails (topic, safety, jailbreak rails) to LLM apps.",
   "model": "Open source",
   "pricing": "Free (open source)",
   "vendor": "NVIDIA",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "https://github.com/NVIDIA-NeMo/Guardrails",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "guardrails-ai",
   "name": "Guardrails AI",
   "url": "https://guardrailsai.com/",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "Open-source framework and validator hub for checking and correcting LLM inputs and outputs.",
   "model": "Open source + commercial",
   "pricing": "",
   "vendor": "Guardrails AI",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "https://github.com/guardrails-ai/guardrails",
   "license": "Apache-2.0",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "purplellama",
   "name": "PurpleLlama (Llama Guard, Prompt Guard, LlamaFirewall)",
   "url": "https://github.com/meta-llama/PurpleLlama",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "Meta's set of open tools to assess and improve LLM security, including Llama Guard classifiers and LlamaFirewall.",
   "model": "Open source",
   "pricing": "Free (open source)",
   "vendor": "Meta",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "https://github.com/meta-llama/PurpleLlama",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "llm-guard",
   "name": "LLM Guard",
   "url": "https://github.com/protectai/llm-guard",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "Security toolkit of input/output scanners for LLM interactions. Repository is archived (read-only).",
   "model": "Open source",
   "pricing": "Free (open source)",
   "vendor": "Protect AI",
   "parent_or_acquisition": "Palo Alto Networks (protectai.com now redirects to Prisma AIRS)",
   "parent_source": "https://protectai.com/",
   "github_repo": "https://github.com/protectai/llm-guard",
   "license": "MIT",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "azure-ai-content-safety-prompt-shields",
   "name": "Azure AI Content Safety Prompt Shields",
   "url": "https://learn.microsoft.com/en-us/azure/ai-services/content-safety/concepts/jailbreak-detection",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "Azure service that detects user prompt attacks and indirect (document) prompt injection.",
   "model": "Cloud service",
   "pricing": "Usage-based (Azure)",
   "vendor": "Microsoft",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "amazon-bedrock-guardrails",
   "name": "Amazon Bedrock Guardrails",
   "url": "https://aws.amazon.com/bedrock/guardrails/",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "Configurable safeguards for Bedrock and other models: content filters, denied topics, PII redaction and prompt-attack detection.",
   "model": "Cloud service",
   "pricing": "Usage-based (AWS)",
   "vendor": "Amazon Web Services",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "google-cloud-model-armor",
   "name": "Google Cloud Model Armor",
   "url": "https://cloud.google.com/security/products/model-armor",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "Google Cloud service that screens prompts and responses for prompt injection, sensitive data leaks and harmful content.",
   "model": "Cloud service",
   "pricing": "Usage-based (Google Cloud)",
   "vendor": "Google Cloud",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "cloudflare-ai-security-for-apps",
   "name": "Cloudflare AI Security for Apps (Firewall for AI)",
   "url": "https://developers.cloudflare.com/waf/detections/ai-security-for-apps/",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "WAF detection that flags prompt injection, PII and unsafe topics in AI application traffic at Cloudflare's edge.",
   "model": "Cloud service",
   "pricing": "",
   "vendor": "Cloudflare",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "akamai-firewall-for-ai",
   "name": "Akamai Firewall for AI",
   "url": "https://www.akamai.com/products/firewall-for-ai",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "Edge or API-deployed LLM firewall that blocks prompt injection, jailbreaks, toxic output and data exfiltration.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Akamai",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "pangea-ai-guard",
   "name": "Pangea AI Guard",
   "url": "https://pangea.cloud/",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "API services for securing AI apps, including prompt-layer guardrails and data redaction.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Pangea",
   "parent_or_acquisition": "CrowdStrike (acquisition closed Sep 26, 2025)",
   "parent_source": "https://www.linkedin.com/posts/pangea-cyber_activity-7377429951907774466-5xsw",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "f5-ai-guardrails",
   "name": "F5 AI Guardrails (formerly CalypsoAI)",
   "url": "https://www.f5.com/products/ai-guardrails",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "Runtime guardrails for generative AI apps; calypsoai.com now redirects here.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "F5",
   "parent_or_acquisition": "F5 (calypsoai.com redirects to F5 AI Guardrails)",
   "parent_source": "https://calypsoai.com/",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "neuraltrust",
   "name": "NeuralTrust",
   "url": "https://neuraltrust.ai/",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "AI gateway and guardrails that protect agents and apps from attacks, hallucinations and data leaks.",
   "model": "Commercial",
   "pricing": "Free tier; Standard $49/mo; Enterprise custom",
   "vendor": "NeuralTrust",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "lasso-security",
   "name": "Lasso Security",
   "url": "https://www.lasso.security/",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "AI security platform for visibility, control and protection across AI models, agents and apps.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Lasso Security",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "vigil",
   "name": "Vigil",
   "url": "https://github.com/deadbits/vigil-llm",
   "category": "firewalls-guardrails",
   "category_name": "Prompt-injection firewalls & guardrails",
   "description": "Python library and API that scans LLM inputs for prompt injection and jailbreaks. Last code push Jan 2024.",
   "model": "Open source",
   "pricing": "Free (open source)",
   "vendor": "Independent (deadbits)",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "https://github.com/deadbits/vigil-llm",
   "license": "Apache-2.0",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "pillar-security",
   "name": "Pillar Security",
   "url": "https://www.pillar.security/",
   "category": "runtime-posture",
   "category_name": "Agent runtime security & posture",
   "description": "Platform to discover, govern and secure every AI agent and workflow across an organization.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Pillar Security",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "prisma-airs",
   "name": "Prisma AIRS",
   "url": "https://www.paloaltonetworks.com/ai-security/prisma-airs",
   "category": "runtime-posture",
   "category_name": "Agent runtime security & posture",
   "description": "Palo Alto Networks' AI security platform to discover, assess and protect AI apps, models, agents and data.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Palo Alto Networks",
   "parent_or_acquisition": "Includes Protect AI technology (protectai.com redirects here)",
   "parent_source": "https://protectai.com/",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "cisco-ai-defense",
   "name": "Cisco AI Defense",
   "url": "https://www.cisco.com/site/us/en/products/security/ai-defense/index.html",
   "category": "runtime-posture",
   "category_name": "Agent runtime security & posture",
   "description": "Discovers AI assets, red teams models and enforces runtime guardrails from the network layer.",
   "model": "Commercial",
   "pricing": "Free Explorer Edition for red teaming; enterprise via sales",
   "vendor": "Cisco",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "hiddenlayer",
   "name": "HiddenLayer",
   "url": "https://www.hiddenlayer.com/",
   "category": "runtime-posture",
   "category_name": "Agent runtime security & posture",
   "description": "End-to-end AI security platform that detects threats against models and agents at runtime.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "HiddenLayer",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "zenity",
   "name": "Zenity",
   "url": "https://zenity.io/",
   "category": "runtime-posture",
   "category_name": "Agent runtime security & posture",
   "description": "Evaluates every AI agent action in real time to control what agents can and cannot do.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Zenity",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "noma-security",
   "name": "Noma Security",
   "url": "https://noma.security/",
   "category": "runtime-posture",
   "category_name": "Agent runtime security & posture",
   "description": "Agent security and governance platform for enterprise security teams.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Noma Security",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "operant-ai",
   "name": "Operant AI",
   "url": "https://www.operant.ai/",
   "category": "runtime-posture",
   "category_name": "Agent runtime security & posture",
   "description": "Real-time discovery, detection and defense for AI apps, agents and MCP.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Operant AI",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "straiker",
   "name": "Straiker",
   "url": "https://www.straiker.ai/",
   "category": "runtime-posture",
   "category_name": "Agent runtime security & posture",
   "description": "Detects prompt injection, tool misuse and runtime attacks across agentic AI apps.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Straiker",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "wiz-ai-spm",
   "name": "Wiz AI-SPM",
   "url": "https://www.wiz.io/solutions/ai-spm",
   "category": "runtime-posture",
   "category_name": "Agent runtime security & posture",
   "description": "AI security posture management: visibility and risk reduction across models, training data and AI services in the cloud.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Wiz",
   "parent_or_acquisition": "Google (acquisition completed Mar 11, 2026)",
   "parent_source": "https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/wiz-acquisition/",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "knostic",
   "name": "Knostic",
   "url": "https://www.knostic.ai/",
   "category": "runtime-posture",
   "category_name": "Agent runtime security & posture",
   "description": "Secures AI coding agents (Claude Code, MCP servers, skills, IDE extensions) used inside a company.",
   "model": "Commercial",
   "pricing": "Free tier; Team $15/user/mo",
   "vendor": "Knostic",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "witnessai",
   "name": "WitnessAI",
   "url": "https://witness.ai/",
   "category": "runtime-posture",
   "category_name": "Agent runtime security & posture",
   "description": "AI security and governance with network visibility, intent-based controls and runtime protection.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "WitnessAI",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "snyk-agent-scan",
   "name": "Snyk Agent Scan (formerly mcp-scan)",
   "url": "https://github.com/snyk/agent-scan",
   "category": "mcp-security",
   "category_name": "MCP gateways & scanners",
   "description": "Scanner for AI agents, MCP servers and agent skills; originated as Invariant Labs' mcp-scan.",
   "model": "Open source",
   "pricing": "Free (open source)",
   "vendor": "Snyk",
   "parent_or_acquisition": "Snyk (repo moved from invariantlabs-ai/mcp-scan to snyk/agent-scan)",
   "parent_source": "https://github.com/snyk/agent-scan",
   "github_repo": "https://github.com/snyk/agent-scan",
   "license": "Apache-2.0",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "docker-mcp-gateway",
   "name": "Docker MCP Gateway",
   "url": "https://github.com/docker/mcp-gateway",
   "category": "mcp-security",
   "category_name": "MCP gateways & scanners",
   "description": "Docker CLI plugin and gateway for running and managing containerized MCP servers.",
   "model": "Open source",
   "pricing": "Free (open source)",
   "vendor": "Docker",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "https://github.com/docker/mcp-gateway",
   "license": "MIT",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "microsoft-mcp-gateway",
   "name": "Microsoft MCP Gateway",
   "url": "https://github.com/microsoft/mcp-gateway",
   "category": "mcp-security",
   "category_name": "MCP gateways & scanners",
   "description": "Reverse proxy and management layer for MCP servers with session-aware routing on Kubernetes.",
   "model": "Open source",
   "pricing": "Free (open source)",
   "vendor": "Microsoft",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "https://github.com/microsoft/mcp-gateway",
   "license": "MIT",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "contextforge-mcp-gateway",
   "name": "ContextForge MCP Gateway",
   "url": "https://github.com/IBM/mcp-context-forge",
   "category": "mcp-security",
   "category_name": "MCP gateways & scanners",
   "description": "Gateway, registry and proxy in front of MCP, A2A and REST/gRPC APIs with guardrails and central discovery.",
   "model": "Open source",
   "pricing": "Free (open source)",
   "vendor": "IBM",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "https://github.com/IBM/mcp-context-forge",
   "license": "Apache-2.0",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "lasso-mcp-gateway",
   "name": "Lasso MCP Gateway",
   "url": "https://github.com/lasso-security/mcp-gateway",
   "category": "mcp-security",
   "category_name": "MCP gateways & scanners",
   "description": "Plugin-based gateway that orchestrates other MCP servers with security plugins.",
   "model": "Open source",
   "pricing": "Free (open source)",
   "vendor": "Lasso Security",
   "parent_or_acquisition": "",
   "parent_source": "",
   "github_repo": "https://github.com/lasso-security/mcp-gateway",
   "license": "MIT",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "lunar-dev-mcpx",
   "name": "Lunar.dev MCPX",
   "url": "https://www.lunar.dev/",
   "category": "mcp-security",
   "category_name": "MCP gateways & scanners",
   "description": "Enterprise AI control plane for MCP, LLM and API governance with observability.",
   "model": "Commercial",
   "pricing": "",
   "vendor": "Lunar.dev",
   "parent_or_acquisition": "Boomi (acquisition completed, per lunar.dev banner)",
   "parent_source": "https://www.lunar.dev/",
   "github_repo": "",
   "license": "",
   "lab_tested": null,
   "featured": false,
   "last_verified": "2026-10-17"
  },
  {
   "slug": "obot-mcp-gateway",
   "name": "Obot MCP Gateway",
   "url": "https://obot.ai/",
   "category": "mcp-security",
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   "vendor": "Astrix Security",
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   "description": "Runtime IAM for AI agents and workloads that keeps downstream credentials out of agents.",
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}