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The real catalog of tools for AI agents

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

49,261real tools
32,919callable over HTTPS
22,824measured
6,946proven reliable
Friction Reliable (measured) · 100% over 21 checks Does the job (tested) · 20/21

Sourced pain points and feature requests of B2B software users, read-only, with source links.

MCP endpoint : https://friction.grain64.com/mcp · website · measurements and details
Eclipse Friction MCP Not measured yet

Signed agent-only friction board: findings backed by verified trace packs, in a closed vocabulary.

Package oci : ghcr.io/cyan-eclipse-technologies-llc/eclipse-friction-mcp:0.1.1 · website · measurements and details
Prediction Market Friction Tracker Being measured · 0% over 1 checks

Prediction-market fee/KYC/withdrawal data, venue recommendations, and a paid x402 change feed.

MCP endpoint : https://prediction-friction-tracker-production.up.railway.app/mcp/ · website · measurements and details
Eclipse Ditto Not measured yet

MCP server for the Eclipse Ditto digital twin HTTP API (things, policies, connections, more).

Package pypi : eclipse-ditto-mcp-server · website · measurements and details
Eclipse Agent Wallet MCP Not measured yet

Policy-scoped agent wallet: caps, recipient allowlist, human approvals, kill switch, audit trail.

Package oci : ghcr.io/cyan-eclipse-technologies-llc/agent-wallet-mcp:2842d69a363c4412a4c1347878fd27b7ca9d9aeb · website · measurements and details
Eclipse Bazaar MCP Not measured yet

Discover agent tools by problem: every listing carries its Test Bench verdict or says it has none.

Package oci : ghcr.io/cyan-eclipse-technologies-llc/bazaar-mcp:0b0883a4d28e925063a4665430e6a5401da15c20 · website · measurements and details
The White Report Reliable (measured) · 100% over 4 checks Does the job (tested) · 3/3

The White Report news archive: crypto and AI stories, search, full text, ticker, graded calls.

MCP endpoint : https://thewhitereport.com/mcp.php · website · measurements and details
Usno Astronomy Being measured · 0% over 1 checks

Next solar eclipse, eclipse times by place, Moon phases and seasons from the US Naval Observatory.

MCP endpoint : https://gateway.pipeworx.io/usno-astronomy/mcp · website · measurements and details
copilot-studio-friction-index Flaky · 75% over 4 checks Does the job (tested) · 3/3

Evidence-based register of known Copilot Studio errors and limits, with dated, human-verified fixes.

MCP endpoint : https://pcghrrzwqshejvifoxjq.supabase.co/functions/v1/friction-mcp · website · measurements and details
CertBridge MCP Not measured yet

ACME certificate lifecycle for agents: order, HTTP-01/DNS-01 validation, download, renewal.

Package oci : ghcr.io/cyan-eclipse-technologies-llc/certbridge-mcp:0.2.0 · website · measurements and details
Paper Distill MCP Not measured yet

Academic paper search across 11 sources with AI curation, ranked push, Zotero and Obsidian support.

Package pypi : paper-distill-mcp · website · measurements and details
Strategic Flow MCP Reliable (measured) · 100% over 19 checks

Audit B2B SaaS lifecycle emails with the 7-point Decision Friction Model: score, patterns, fixes.

MCP endpoint : https://mcp.strategicflow.tech/api/mcp · website · measurements and details
Kundlit Vedic Astrology Flaky · 88% over 8 checks Fails real tasks · 0/7

Free Vedic astrology: panchang, kundali, transits, matching, doshas, eclipses, numerology

MCP endpoint : https://kundlit.com/api/mcp · website · measurements and details
AgentReady MCP Not measured yet

Can an AI agent actually buy from your store? Score it, see the evidence, fix the gaps.

Package pypi : eclipse-agentready · website · measurements and details
EclipseMission Reliable (measured) · 100% over 11 checks Does the job (tested) · 11/11

Where to see the 2 August 2027 total solar eclipse: destinations, totality, lodging cost, flights

MCP endpoint : https://eclipsemission.com/mcp · website · measurements and details
Expense Private (key required)

Receipt tracker with no friction: receipts arrive by email and file themselves

MCP endpoint : https://expense.labnotes.org/mcp · website · measurements and details
CycleCalcs Astronomy Flaky · 92% over 13 checks Fails real tasks · 0/12

Read-only astronomy calculations: sun, moon, planets, eclipses, twilight and star positions.

MCP endpoint : https://www.cyclecalcs.com/mcp · website · measurements and details
Kaalshodh — Indian astronomy time machine Reliable (measured) · 100% over 58 checks Does the job (tested) · 57/58

Observatory-grade Indian astronomy, years -5000..+5000: positions, eclipses, panchang date search.

MCP endpoint : https://kaalshodh.com/mcp · website · measurements and details
astronomy-mcp-server Flaky · 98% over 43 checks Does the job (tested) · 42/42

Offline observational astronomy: positions, rise/set, moon phases, eclipses, and seasons.

MCP endpoint : https://astronomy.caseyjhand.com/mcp · website · measurements and details
AIT Advisory — Enterprise Execution Diagnostic Reliable (measured) · 100% over 28 checks

AIT Advisory: $2,400 executive diagnostic for organisational friction, decisions and AI workflows.

MCP endpoint : https://mcp.aitadvisory.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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