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The real catalog of tools for AI agents

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

44,737real tools
29,284callable over HTTPS
19,924measured
6,554proven reliable
gdbstub-mcp Not measured yet

Debug kernels through QEMU's gdbstub with no gdb binary - and explain triple faults.

Package pypi : gdbstub-mcp · website · measurements and details
STM32 GDB Debugger Not measured yet

Debug STM32 firmware on real hardware via GDB + OpenOCD/ST-Link/J-Link with decoded results.

Package pypi : stm32-gdb-mcp · website · measurements and details
OpenImageDebugger MCP Not measured yet

MCP server giving AI agents eyes on OpenImageDebugger buffers in live gdb/lldb sessions

Package pypi : oid-mcp · website · measurements and details
SAGE — Solver-Augmented Grounding Engine Not measured yet

LLM-native optimization solver: LP, MIP, portfolio & scheduling via HiGHS/OR-Tools.

Package pypi : sage-solver-mcp · website · measurements and details
J-Link MCP Not measured yet

Debug embedded firmware on real hardware: J-Link probes, Cortex-M faults, RTT logs, GDB.

Package npm : jlink-mcp · website · measurements and details
Solvicus FinOps - GCP Committed Use Discount (CUD) Optimization Private (key required)

FinOps for Google Cloud: size 1- and 3-year CUD commitments to known demand. Also solves LP/MIP.

MCP endpoint : https://mcp.solvicus.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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