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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
FeatureJet Flaky · 67% over 3 checks

The feedback board your AI agents work from: users vote, agents build over MCP. 22 tools.

MCP endpoint : https://mcp.featurejet.com/mcp · measurements and details
SeggWat Being measured · 0% over 1 checks

Manage feedback, ratings, surveys, changelogs, and review tasks in your SeggWat projects.

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

Read requests and votes; with write access, manage feedback and draft changelogs. OAuth required.

MCP endpoint : https://featurevote.app/api/mcp · website · measurements and details
VoteShip Flaky · 94% over 17 checks Fails real tasks · 0/16

Manage feature requests, votes, roadmaps, and changelogs from any MCP client.

MCP endpoint : https://voteship.app/mcp · website · measurements and details
Cawcus Private (key required)

Read and manage feedback posts, votes and comments on Cawcus boards.

MCP endpoint : https://cawcus.dev/mcp · website · measurements and details
Website Feedback Tool Flaky · 95% over 21 checks

Read visual design reviews from live web pages: comments, CSS selectors, styles, console errors.

MCP endpoint : https://dfozgzaflbudvthtlhvn.supabase.co/functions/v1/mcp · website · measurements and details
Feedbacks Not measured yet

Visual website feedback, screenshots and team discussion for coding assistants. Self-hosted.

Package mcpb : https://github.com/Softinator-TechLabs/feedbacks-plugins/releases/download/v0.2.2/feedbacks-mcp-0.2.2.mcpb · website · measurements and details
Feedback Private (key required)

Capture feature requests and bug reports from chat into a searchable, AI-categorized backlog.

MCP endpoint : https://feedback.b77.ai/mcp · website · measurements and details
voting-mcp Not measured yet

Social-choice voting rules (Borda, Copeland, Condorcet, STV, opinion pool) as MCP tools.

Package pypi : voting-mcp · website · measurements and details
md-feedback Not measured yet

Review markdown plans before AI agents build. Annotate, gate-check, apply fixes, session handoffs.

Package npm : md-feedback · website · measurements and details
FeatQ Private (key required)

Feature-request board for software teams: users vote, your coding agent pulls top requests over MCP

MCP endpoint : https://featq.com/api/mcp · website · measurements and details
feedback.tools Private (key required)

Customer feedback for your AI assistant: CSAT, NPS and CES scores, response search, AI themes.

MCP endpoint : https://feedback.tools/mcp · website · measurements and details
spikes Not measured yet

UI feedback for AI-assisted building. Click elements, rate them, agents triage via MCP.

Package npm : spikes-mcp · website · measurements and details
twocents Being measured · 100% over 2 checks

Human feedback for AI agents: share HTML, get a live review link, read anchored notes as markdown.

MCP endpoint : https://twocents.page/mcp · website · measurements and details
vote.direct Reliable (measured) · 100% over 42 checks Does the job (tested) · 42/42

Run a real election or board vote: price it, check state HOA rules, draft the ballot and voter list.

MCP endpoint : https://vote.direct/api/mcp · website · measurements and details
ProtoNote Private (key required)

Share prototypes for team review: publish HTML, reviewers pin notes, pull feedback back to apply.

MCP endpoint : https://protonote.io/api/mcp · website · measurements and details
Usero Being measured · 100% over 2 checks

Read your Usero feedback inbox and clusters, file feedback, build forms, and open an AI PR.

MCP endpoint : https://usero.io/mcp · website · measurements and details
feedback-magic Not measured yet

Create Feedback Magic widgets — feedback, surveys, changelog, roadmap — from your AI editor.

Package npm : feedback-magic-mcp · website · measurements and details
flask Reliable (measured) · 100% over 3 checks

Video review for agents: upload renders, read time-coded feedback, iterate version by version.

MCP endpoint : https://api.flask.do/api/mcp/mcp · website · measurements and details
Clootrack Private (key required)

Analyze customer feedback at scale — reviews, surveys, calls. AI-powered themes and sentiment.

MCP endpoint : https://mcp.clootrack.com · 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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