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The real catalog of tools for AI agents

Google tells you what exists. Faceabot tells you what holds up.

45,319real tools
29,744callable over HTTPS
20,045measured
7,051proven reliable
LLM Preflight Not measured yet

Local, cross-provider preflight checks for LLM integration changes.

Package pypi : llm-preflight · website · measurements and details
MCP Auth Preflight Being measured · 0% over 1 checks

Preflight MCP OAuth compatibility with structured evidence and remediation guidance.

MCP endpoint : https://auth.inversolabs.us/mcp · measurements and details
icme-preflight Reliable (measured) · 100% over 3 checks

Jailbreak-proof AI guardrails. Automated Reasoning SMT solver, not an LLM. ZK proofs included.

MCP endpoint : https://api.icme.io/mcp · website · measurements and details
paper-preflight Not measured yet

Checks every LaTeX reference against Crossref, dblp, arXiv, DataCite, PubMed and OpenAlex. No LLM.

Package pypi : paper-preflight · website · measurements and details
LLM Provider Intelligence Reliable (measured) · 100% over 3 checks

LLM provider intelligence: recommendations, pricing, and status

MCP endpoint : https://intel.memoryapi.org/mcp · measurements and details
Preflight Being measured · 100% over 2 checks Real task being tested · 1/1

Scans an MCP server for security gaps before your agent connects. Free tier, no signup.

MCP endpoint : https://preflight.allthepossibles.com/mcp · website · measurements and details
Agothe Agent Contract Preflight Being measured · 0% over 1 checks

Deterministic MCP, JSON Schema, and SemVer preflight via Agothe's public MUV scope.

MCP endpoint : https://mcp-chatgpt.agothe.ai/mcp · measurements and details
neural-mcp Not measured yet

GPU-accelerated MCP server for neural network training, deep learning, and model experimentation

Package pypi : scicomp-neural-mcp · website · measurements and details
PreClick — An MCP-native URL preflight scanning service for autonomous agents (formerly URLCheck). Reliable (measured) · 100% over 44 checks Does the job (tested) · 43/43

PreClick scans links for threats and confirms intent match with high accuracy before agents click.

MCP endpoint : https://urlcheck.ai/mcp · website · measurements and details
Preflight Flaky · 89% over 9 checks

Check if your MCP server is ready to publish on the MCP Registry, Smithery, or npm.

MCP endpoint : https://skillfoundry.synaplex.ai/products/preflight/mcp/ · website · measurements and details
Agent Experience Network Live Preflight Being measured · 0% over 1 checks

Check public MCP reachability, protocol handshake, auth and tool schemas before connecting.

MCP endpoint : https://agent-experience-network.onrender.com/mcp · website · measurements and details
security-preflight Reliable (measured) · 100% over 41 checks Does the job (tested) · 41/41

Static MCP, source-code and injection-indicator checks with redacted signed receipts.

MCP endpoint : https://mcp.viridis-security.com/security-preflight/mcp · website · measurements and details
PreClick — An MCP-native URL preflight scanning service for autonomous agents. Flaky · 75% over 4 checks Real task being tested · 2/2

PreClick scans links for threats and confirms intent match with high accuracy before agents click.

MCP endpoint : https://preclick.ai/mcp · website · measurements and details
mps-preflight Being measured · 50% over 2 checks Real task being tested · 0/1

Claim-level provenance preflight for sanitized nonfiction passages; automated triage only.

MCP endpoint : https://www.mahastrategies.com/api/mcp/mps-preflight · website · measurements and details
LLM Red-Team Scanner Being measured · 0% over 1 checks

35-probe LLM/agent security red-team scan (injection, jailbreak, MCP abuse) with report.

MCP endpoint : https://llmrt-companion.manhliemcn4euwlu.workers.dev/mcp · website · measurements and details
Invoice Preflight Reliable (measured) · 100% over 42 checks

Evidence-backed UBL, PDF, and image invoice checks before approval or payment.

MCP endpoint : https://mcp.dropenginehq.com/api/invoice-mcp · website · measurements and details
orm-preflight Not measured yet

Checks TypeORM migrations for data loss, table locks, and deploy problems before they run.

Package npm : orm-preflight · website · measurements and details
LLM Hosting Pricing Reliable (measured) · 100% over 44 checks

LLM and GPU rental prices: model price lookup, GPU listings, cheapest-GPU search, price history

MCP endpoint : https://llmhosting.ai/mcp · website · measurements and details
RecallMax-Neural Being measured · 0% over 1 checks

Semantic context compression and cognitive memory layer for LLM swarms.

MCP endpoint : https://recallmax-mcp.vercel.app/api/mcp · measurements and details
Agent Preflight Reliable (measured) · 100% over 44 checks

Budgeted agent preflight: allow|block|reuse|defer|advise. Never executes destination tools. Free MCP

MCP endpoint : https://api.agent-preflight.com/mcp · website · measurements and details

AI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt

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