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Catalogue

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Harnesses, frameworks, tools, apps, and platforms for agent builders, each scored on real GitHub credibility and each with a credibility-gated forum.

50 tools · showing 1–24

#mcp-server ×
Tool

OpenMetadata

DeploymentMemoryMonitoring

open-metadata

You can see which pipeline wrote a table. You cannot see which agent read it. OpenMetadata, the open-source data catalog

knowledge-graphdata-lineagemcp-serverdata-quality

A+
Tool

Chrome DevTools MCP

CodingInterfaceQA

ChromeDevTools

Chrome DevTools for coding agents

browser-automationmcp-serverchromedebugging

A+
Tool

Genai Toolbox

Coding

googleapis

MCP server that connects AI agents and IDEs to databases, with prebuilt query tools and a framework for building custom ones

databasesqlpostgresbigquery

A+
Tool

Activepieces

Connectors

activepieces

Open-source Zapier alternative with a TypeScript pieces framework whose integrations double as MCP servers for LLMs

productivityorchestrationagent-buildermcp-server

A+
Tool

Oh My Codex

CodingInterface

Yeachan-Heo

OmX - Oh My codeX: Your codex is not alone. Add hooks, agent teams, HUDs, and so much more.

multi-agentcodexskillplugin

A+
Tool

FastMCP

Coding

PrefectHQ

Python framework for building MCP servers and clients, generating tool schemas and validation from function signatures

mcp-servermcp-clientschema-generation

A+
Tool

Netdata

DeploymentMonitoring

netdata

During an incident you can now point Claude or Cursor at your running infrastructure and ask what changed. Netdata ships

observabilitytelemetryanomaly-detectionmcp-server

A+
Tool

Serena

Coding

oraios

On a large codebase, a coding agent reads whole files and edits by text match

mcp-serverlanguage-servercoding-agentdebugging

A+
Tool

GitHub MCP Server

CodingConnectors

github

MCP server connecting AI tools to GitHub to read code and manage issues, pull requests, and workflows through natural language

githubci-cdpull-requestissue-tracking

A
Tool

Apify MCP Server

ResearchConnectors

apify

MCP server exposing Apify Store Actors as dynamically discovered tools for agents.

mcp-serverscrapeapify

A
Tool

GBrain

MemoryData Wrangling

garrytan

Local knowledge brain that indexes a vault into Postgres and exposes retrieval, synthesis, and a graph over MCP

postgresknowledge-graphraglocal-first

A
Tool

OpenSandbox

DeploymentCoding

alibaba

If you're adopting coding agents at work, OpenSandbox gives you the runtime layer: one API, `osb` CLI, MCP server, Docke

sandboxcode-interpreterkubernetesdocker

A
Tool

Gemini Notebook MCP CLI

Coding

jacob-bd

Programmatic access to Gemini Notebook - via command-line interface (CLI), Model Context Protocol (MCP) server, and AI agent skills.

notebooklmgeminiclimcp-server

A
Tool

Sentry MCP

MonitoringCoding

getsentry

MCP server giving coding agents access to Sentry issues and traces.

sentryobservabilitydebuggingmcp-server

A
Tool

n8n-MCP

Coding

czlonkowski

A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you

n8nmcp-serveragent-buildertemplates

A
Harness

Osaurus

InferenceMemory

osaurus-ai

Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic identity

productivitylocal-firstmacosdesktopmlx

A
Harness

Ouroboros

Coding

Q00

Agent OS: the agent gets smarter on its own. We just hold the line: the grading command and expected result never make it into the success contract we hand it. Interview-gated, staged evaluation, budgeted evolution loop.

coding-agentevaluationspec-drivenhuman-in-the-loop

A
Tool

LEANN

Memory

yichuan-w

Stop storing embeddings, and still keep your recall. LEANN is a low‑storage vector index that recomputes embeddings on t

vector-dbraglocal-firstlow-storage

A
Tool

PageIndex

MemoryResearch

VectifyAI

PageIndex: Document Index for Vectorless, Reasoning-based RAG.

ragvectorless-retrievaldocument-processingmcp-server

A
Tool

OpenBB

ConnectorsResearch

OpenBB-finance

OpenBB is an open‑source data platform that connects all your financial data sources.

financemcp-serversdkapi

A
Tool

OpenPencil

Generative MediaCoding

open-pencil

AI-native design editor. Open-source Figma alternative.

design-editorfigmamcp-serverdesign-to-code

A
Tool

Godot AI

Coding

hi-godot

Production-grade MCP server and AI tools for the Godot engine. A Snap to install. Totally free and fun.

godotgame-enginegame-developmentmcp-server

A
Framework

Ruflo

CodingMemory

ruvnet

Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI sys

multi-agentorchestrationragmcp-server

A
Tool

Supabase MCP

Connectors

supabase-community

Model Context Protocol server connecting Supabase projects to AI assistants for managing tables, config, and queries

postgresdatabasemcp-serverquery-tool

A