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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
19,887measured
6,168proven reliable
consensus Being measured · 0% over 1 checks

Coordination for AI coding agents: declare plans, catch design conflicts early, share team memory.

MCP endpoint : https://consensus-production-aed6.up.railway.app/mcp · website · measurements and details
Shared team memory for agents Private (key required)

Shared project-scoped memory for agent teams: typed records, corroboration, handoff briefs.

MCP endpoint : https://textforagents.com/products/shared-team-agent-memory/ · website · measurements and details
MemQ Team Sync Private (key required)

Shared project memory that keeps teammates and AI agents aligned across sessions.

MCP endpoint : https://mcp.multinex.ai/mcp/v1 · website · measurements and details
Ontonym Private (key required)

Give your agents your team's real data — read the shared graph, propose actions your team approves.

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

Shared memory for teams and their AI agents: Markdown concepts with typed links in shared bundles.

MCP endpoint : https://mcp.fra.korpus.cloud/mcp · website · measurements and details
UNBLOCK Being measured · 0% over 1 checks

UNBLOCK org-brain — shared memory and comms for human + agent teams. By Kaeva Labs.

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

Shared memory for coding agents and their teams: docs, epics, tasks and decisions over MCP.

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

Hosted MCP memory for coding agents: persistent across sessions, editable markdown, team sharing.

MCP endpoint : https://api.mementoagi.com/mcp · website · measurements and details
memsprout Private (key required)

shared AI-context layer for teams — persistent memory your agents search and update over MCP

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

Hosted self-curating shared memory that keeps your agents working like a high-performing team

MCP endpoint : https://gjalla.io/mcp/stream · website · measurements and details
RCLL Not measured yet

Self-hosted shared memory for a team of AI agents. Rooms, L0-L3 depth, no LLM on the read path.

Package npm : fleet-memory-mcp · website · measurements and details
vibsync Private (key required)

One shared brain for your AI coding agents: team memory, agent Q&A, tasks, and file claims.

MCP endpoint : https://mcp.vibsync.com/mcp · website · measurements and details
gjalla Not measured yet

Self-curating shared memory that keeps your agents working like a high-performing team

Package pypi : gjalla · website · measurements and details
Nysa Private (key required)

Shared memory for teams that work with AI agents: meetings, email and calendar in one brain.

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

Shared memory for all your AI agents, your whole team and every MCP client — save, search, recall.

MCP endpoint : https://memocore.ai/mcp · website · measurements and details
evc-mesh-mcp Private (key required)

Tasks, comments, shared memory and handoffs for teams of people and AI agents, over MCP.

MCP endpoint : https://mesh.entire.host/mcp · website · measurements and details
threadctx-mcp Not measured yet

Shared memory MCP server for AI coding agents — local by default, team-shared via threadctx.dev.

Package npm : threadctx-mcp · website · measurements and details
Gryz Private (key required)

Shared memory and workspace for your AI agent team, plus doc publishing. Free with a Gryz account.

MCP endpoint : https://www.gryz.ai/api/mcp · website · measurements and details
Hexa Private (key required)

Shared company knowledge, workflows, and connected apps for the AIs your team already uses.

MCP endpoint : https://mcp.hexahq.ai/mcp · website · measurements and details
Elasticflow Private (key required)

AI-native team workspace — tables, documents, workflow automation, live dashboards & analytics

MCP endpoint : https://mcp.elasticflow.app/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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