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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
19,913measured
6,428proven reliable
Gradus Notation Not measured yet

Gradus Notation + Harmonic Analyzer + Engraver: music tools for any AI agent. Free, no auth.

Package npm : @gradusmusic/notation-mcp · website · measurements and details
jsx-notation Not measured yet

JSXN encoder/decoder — compact notation for React/Next.js files, optimized for LLMs

Package npm : jsx-notation · website · measurements and details
Cesure Flaky · 89% over 9 checks

Write, edit, transpose and play guitar tabs and staff notation in Cesure.

MCP endpoint : https://api.cesure.app/mcp · website · measurements and details
Neume Private (key required)

Make songs, change one part's lyrics in the same voice, and reimagine songs in new styles.

MCP endpoint : https://api.neume.io/v1/mcp · website · measurements and details
clef Flaky · 94% over 17 checks Does the job (tested) · 16/16

Read-only music guides, chord transposition, piano chord spelling and guitar-tab pitch mapping.

MCP endpoint : https://clefdrills.com/mcp · measurements and details
Sheet Music OMR Not measured yet

Converts photos or scans of printed sheet music to MusicXML with optical music recognition

Package pypi : omr-mcp · website · measurements and details
ip-calc-mcp Not measured yet

IP address and subnet calculator, CIDR notation

Package npm : ip-calc-mcp · website · measurements and details
RPN Calculator Being measured · 0% over 2 checks

Evaluates Reverse Polish Notation (postfix) expressions: arithmetic, trig, logs, bitwise ops.

MCP endpoint : https://apished.com/mcp/v1/rpncalc · website · measurements and details
Colors-LE Not measured yet

Extract colors from stylesheets and code, with their notation and position.

Package npm : colors-le-mcp · website · measurements and details
ScanSing: sheet music to MusicXML Private (key required)

Sheet music (PDF, photo, scan) to MusicXML: recognise, describe, extract parts, transpose, MIDI.

MCP endpoint : https://mcp.scansing.app/mcp · website · measurements and details
Music Studio Reliable (measured) · 100% over 41 checks Does the job (tested) · 41/41

ABC sheet music + Strudel live coding: songs, videos and live jam sessions in ext-apps widgets.

MCP endpoint : https://music-studio.linxule.com/mcp · website · measurements and details
dice-roller Not measured yet

Roll dice using standard notation (2d6, 1d20+5), D&D stats, coin flips, and more!

Package pypi : mcp-dice-roller · website · measurements and details
MusoKit music tools Flaky · 86% over 7 checks Does the job (tested) · 6/6

Chords, scales, transposition, capo and tempo maths, with links to free interactive music tools.

MCP endpoint : https://musokit.com/mcp · website · measurements and details
Clef: Businesses for Sale Private (key required)

Search 125,000+ businesses for sale with financials and broker contacts. Requires Clef Dealmaker.

MCP endpoint : https://mcp.tryclef.com/mcp · website · measurements and details
PlayByKey Music Theory Not measured yet

Chords, scales, progressions, transposition, and MIDI tools for music theory AI agents.

Package npm : @playbykey/theory-mcp · website · measurements and details
MusicXML to ABC Not measured yet

Converts between MusicXML and ABC notation, so LLMs can read and edit scores

Package pypi : musicxml-abc-mcp · website · measurements and details
workspace Reliable (measured) · 100% over 43 checks Fails real tasks · 0/43

Floreal Holidays Belgium: live prices and availability; staff run M&E dossiers, day sheets, tasks.

MCP endpoint : https://mcp.florealholidays.be/mcp · website · measurements and details
scale-hr Private (key required)

Scale HR evaluation SaaS for Japanese SMBs. Manage users, evaluation sheets, periods and 1on1s.

MCP endpoint : https://mcp.scale-hr.io/mcp · website · measurements and details
Shiftly Staff Scheduling Demo Reliable (measured) · 100% over 41 checks Does the job (tested) · 15/15

No-login MCP demo for isolated fictional staff schedules; drafts are never saved or published.

MCP endpoint : https://easyshiftplan.zhiyong.dev/mcp/demo · website · measurements and details
Move Studios Staff Ops Private (key required)

Move Studios staff ops: bookings, attendance, clients, memberships, payments. Login required.

MCP endpoint : https://zyrwvuiyxmqsbfckzhkd.supabase.co/functions/v1/mcp-server · 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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