The real catalog of tools for AI agents

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

47,279real tools

31,340callable over HTTPS

21,286measured

6,745proven reliable

10ML Perfume Finder Reliable (measured) · 100% over 9 checks Real task being tested · 2/2

Free perfume MCP server and fragrance API: 6,000+ perfumes, note pyramids, accords, similar scents.

MCP endpoint : https://mcp.10ml.com/mcp · website · measurements and details

Scento Perfume API (MCP server) Reliable (measured) · 100% over 5 checks Does the job (tested) · 5/5

Free perfume & fragrance API and MCP server: notes, families, similar scents, 1,400+ perfumes.

MCP endpoint : https://www.scento.com/mcp · website · measurements and details

Fragrance & Perfume MCP (Noteboxd) Flaky · 88% over 8 checks

Fragrance & perfume MCP: search fragrances, notes, accords, brands, perfumers, reviews & charts.

MCP endpoint : https://mcp.noteboxd.com/mcp · website · measurements and details

Zovo Grant Finder Reliable (measured) · 100% over 3 checks Fails real tasks · 0/3

Federal grants and deadlines

MCP endpoint : https://grant-finder.zovo.one/mcp · website · measurements and details

Perfume Picks Flaky · 86% over 7 checks Does the job (tested) · 6/6

Search the Perfume Picks fragrance database: 10,000+ scents with notes, dupes, and wear data.

MCP endpoint : https://mcp.perfumepicks.app/?src=registry · website · measurements and details

fragrances Flaky · 96% over 24 checks

Fragrance encyclopedia: note pyramids, accords, perfumers and dupes (parfica.com).

MCP endpoint : https://parfica.com/mcp · website · measurements and details

Domain Finder Reliable (measured) · 100% over 49 checks

Check if a brand name is free across domains, GitHub, npm and PyPI, and suggest available names.

MCP endpoint : https://domain-finder-theta.vercel.app/api/mcp · website · measurements and details

ScentVerdict Flaky · 86% over 7 checks Does the job (tested) · 6/6

Fragrance catalogue with verdicts, similarity scores, scent profiles, drydowns and local prices.

MCP endpoint : https://scentverdict.com/mcp · website · measurements and details

PerfuMate Flaky · 75% over 4 checks Partly does the job · 2/3

Perfumery materials, IFRA Category 4, EU allergens, and your formulas and shelf via OAuth.

MCP endpoint : https://perfumate.app/mcp · website · measurements and details

Execute aliexpress-dropship-finder-mcp Being measured · 0% over 1 checks

Premium agentic endpoint for aliexpress-dropship-finder-mcp.

MCP endpoint : https://api.m2mcent.com/aliexpress-dropship-finder-mcp/sse · measurements and details

Wikipedia Reliable (measured) · 100% over 89 checks Does the job (tested) · 87/87

Wikipedia page summary and full Wikipedia article about any subject, Wikipedia search, every language.

MCP endpoint : https://faceabot.com/tools-mcp/wikipedia · website · measurements and details

Vc Finder Being measured · 0% over 1 checks

vc-finder — VC / angel investor graph (Bruce ask 2026-09-29; built

MCP endpoint : https://gateway.pipeworx.io/vc-finder/mcp · website · measurements and details

Latest news today (Faceabot) Reliable (measured) · 100% over 84 checks Does the job (tested) · 84/84

Today's news headlines and breaking news — world, business, tech, science, sport — from BBC, NPR, The Guardian, France 24 and more; search the news. National news too: Belgium, France, Germany, Netherlands, Spain, Italy, UK, US. Free, no API key.

MCP endpoint : https://faceabot.com/tools-mcp/news · website · measurements and details

Algorithm Finder Being measured · 0% over 1 checks

Algorithm Finder MCP — which algorithm, data structure or technique fits a computational problem…

MCP endpoint : https://gateway.pipeworx.io/algorithm-finder/mcp · website · measurements and details

Reddit reader (Faceabot) Reliable (measured) · 100% over 70 checks Partly does the job · 15/18

Read Reddit: posts of any subreddit (hot, new, top), Reddit search, and a discussion with its comments. Free, no API key.

MCP endpoint : https://social.faceabot.com/reddit/mcp · website · measurements and details

What people say — Bluesky, Mastodon, Lemmy, Hacker News, forums, Reddit (Faceabot) Reliable (measured) · 100% over 69 checks Does the job (tested) · 67/69

Search opinions, experiences and reviews of real people across Bluesky, Mastodon, Lemmy, Hacker News, product forums, GitHub discussions, Stack Overflow and Reddit at once; trending posts; read a whole thread. Reddit alternative. Free, no API key.

MCP endpoint : https://social.faceabot.com/discussions/mcp · website · measurements and details

Bug Bounty Finder - HackerOne + Bugcrowd + security.txt Private (key required)

Bug Bounty Finder - HackerOne + Bugcrowd + security.txt

MCP endpoint : https://mcp.apify.com/?tools=anshumanatrey/bug-bounty-finder · website · measurements and details

Email Finder API Being measured · 0% over 1 checks

Find email addresses from name and company domain. x402 paid.

MCP endpoint : https://email-finder.api.klymax402.com/mcp · website · measurements and details

ERP Partner Finder Flaky · 75% over 4 checks

Search, compare and shortlist Odoo partners in Germany, Austria and Switzerland.

MCP endpoint : https://erppartnerfinder.com/api/mcp · website · measurements and details

GMaps Lead Finder Reliable (measured) · 97% over 35 checks

Scrape Google Maps business leads, reviews, and photos via hosted Remote MCP.

MCP endpoint : https://gmapsleadfinder.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

Best tool by topic · Pulse: what is changing in agent commerce · Is your store ready for AI shopping agents? · State of MCP (weekly) · MCP server doctor · Reliability data · Faceabot app · Faceabot → AI assistants · What AI agents cannot find yet · Add Faceabot to your AI · Badge for tool publishers · Help · Privacy · Terms