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A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

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Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.PrivacyTermsv0.1 · early network
Capabilities/automation

Automation

Workflow and task automation, orchestration.

1.8k records664 liveRefine in search →
Workflow AutomationAgent OrchestrationScheduling & Cron
mcp-server-makeMCP serverMCP
Unknown

A Model Context Protocol server providing access to make functionality

Workflow Automation
pypi:mcp-server-make · local packagepublished 7 mo ago
mcp-serveMCP serverMCP
by Vanessa Sochat
Unknown

Agentic server to support MCP tools for science

Agent OrchestrationFilesystem~88%Databases~80%Packages & Dependencies~77%
pypi:mcp-serve · local packagepublished 5 mo ago
mcp-review-boardMCP serverMCP
by ly8427
Unknown

MCP review board that lets different coding agents review each other

Code Generation~100%Code Review~100%Agent Orchestration
pypi:mcp-review-board · local packagepublished 4 d ago
M3 MemoryMCP serverMCP
by skynetcmd
Unknown

Local-first, cloud-friendly memory — 100+ tools, 99.2% LongMemEval-S retrieval@8, hybrid search.

Vector SearchAgent Memory~100%Knowledge GraphsAgent OrchestrationDatabases
pypi:m3-memory · local packagepublished 4 d ago
mcp-orchestratorMCP serverMCP
by rupinder2
Unknown

Aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.

Agent Orchestration~83%
pypi:mcp-orchestrator · local packagepublished 8 mo ago
mcp-metsuke-crunchtoolsMCP serverMCP
by crunchtools.com
Unknown

Stateful reports catalog MCP server (definitions + gathered outputs)

DatabasesE-commerce OperationsReporting & Dashboards~100%Scheduling & Cron~79%Workflow Automation~77%
pypi:mcp-metsuke-crunchtools · local packagepublished 5 d ago
mcp-meshMCP serverMCP
Unknown

Python SDK for MCP Mesh — build distributed AI agents with auto-discovery, dependency injection, and LLM integration

Cloud PlatformsAgent Orchestration
pypi:mcp-mesh · local packagepublished 24 d ago
mcp-memory-serviceMCP serverMCP
Unknown

Semantic memory layer for AI applications. REST API + MCP transport + knowledge graph + autonomous consolidation. Works with 14+ AI clients. Self-host, zero cloud cost.

Agent OrchestrationVector SearchAPI Access~100%Agent Memory~100%Knowledge Graphs
pypi:mcp-memory-service · local packagepublished 4 d ago
mcp-mailMCP serverMCP
by mcp-agent-mail maintainers
Unknown

Coordinated multi-agent messaging and coordination MCP server.

Agent Orchestration~91%Packages & Dependencies~83%Version Control~75%
pypi:mcp-mail · local packagepublished 9 mo ago
mcp-huddleMCP serverMCP
by Alexander Kolotov
Unknown

Persistent multi-agent chat MCP server with web dashboard. Rooms where AI agents huddle to discuss, critique, and decide.

Agent OrchestrationTeam Chat
pypi:mcp-huddle · local packagepublished 3 mo ago
mcp-flowMCP serverMCP
Unknown

Lightweight MCP orchestrator: parallel tool calls, local filtering, token trimming, and safe sandboxed flow scripts for AI agents.

Agent OrchestrationFilesystem~88%Packages & Dependencies~83%
pypi:mcp-flow · local packagepublished 3 mo ago
mcp-deadmansnitchMCP serverMCP
Unknown

MCP server for Dead Man's Snitch monitoring service

Monitoring & ObservabilityScheduling & CronTasks & To-do~100%Packages & Dependencies~77%Terminal & Shell~75%
pypi:mcp-deadmansnitch · local packagepublished 10 mo ago
mcp-dataforgeMCP serverMCP
by dateng6
Unknown

Multi-agent data engineering framework — MCP-native

Agent Orchestration~91%
pypi:mcp-dataforge · local packagepublished 4 mo ago
mcp-contextforge-gatewayMCP serverMCP
Unknown

ContextForge AI Gateway — an AI gateway, registry, and proxy for MCP, A2A, and REST/gRPC APIs. Exposes a unified control plane with centralized governance, discovery, and observability. Optimizes agent and tool calling, and supports plugins.

Monitoring & ObservabilityIdentity & AccessAgent OrchestrationPackages & Dependencies~77%
pypi:mcp-contextforge-gateway · local packagepublished 9 d ago
mcp-cli-agentMCP serverMCP
by CLI Agent Team
Unknown

MCP-enabled AI assistant with tool integration

Version Control~100%Tasks & To-do~100%Agent Orchestration~89%Model Access~89%Terminal & Shell~83%
pypi:mcp-cli-agent · local packagepublished 16 mo ago
mcp-blackboard-graphMCP serverMCP
Unknown

MCP server for multi-agent coordination via shared graph - nodes with messages, notes, and status

Knowledge Graphs~100%Agent Orchestration~91%
pypi:mcp-blackboard-graph · local packagepublished 9 mo ago
mcp-beeper-textsMCP serverMCP
by Tom Etminan
Unknown

A local MCP server for Beeper Texts on macOS.

Social Media~100%SMS & Voice~83%Databases~80%Workflow Automation~77%Tasks & To-do~75%
pypi:mcp-beeper-texts · local packagepublished 15 mo ago
mcp-agent-orchestratorMCP serverMCP
Unknown

MCP server for orchestration, lane management, worker daemons, and turn metrics.

Agent Orchestration~100%Packages & Dependencies~77%
pypi:mcp-agent-orchestrator · local packagepublished 6 mo ago
mcp-agent-mailMCP serverMCP
by mcp-agent-mail maintainers
Unknown

Coordinated multi-agent messaging and coordination MCP server.

Email~100%Agent Orchestration~91%Agent Discovery~88%Databases~80%Version Control~75%
pypi:mcp-agent-mail · local packagepublished 12 mo ago
mcp-agent-handoffMCP serverMCP
Unknown

Portable MCP server for agent handoff state and review tracking.

Agent Orchestration~92%
pypi:mcp-agent-handoff · local packagepublished 5 mo ago
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Machine query
GET /api/v1/search?capability=automation&status=live
Aliases

automation, workflow, orchestration