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Open-source skill repos

Find the public repos shaping how AI agents work.

Browse curated GitHub repos builders can install, study, adapt, compare, or integrate into real agent workflows. Each card points to the source and the trust checks to run before use.

Featured starting points

Start with repos that map cleanly to builder workflows

These are not generic AI links. Each one gives builders a concrete workflow, skill format, context pattern, or integration path to study.

Category guides

Browse by agent builder problem

Use these static guides when you want a focused comparison set instead of the full inventory.

Curated comparisons

Choose between common agent repo options

These short guides compare practical first moves without pretending to rank every project in the ecosystem.

Curated repo inventory

Filter by the job you need the repo to do

Use category and intent filters to find install candidates, study references, adaptation patterns, comparison sets, and integrations.

MCP directory

Awesome MCP Servers

Shared by punkpeye · punkpeye/awesome-mcp-servers

88.8k

A curated directory of MCP servers that add tools and data sources to AI agents.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
MCP directoryintegrateMarkdown
Open profile

MCP server

GitHub MCP Server

Shared by GitHub · github/github-mcp-server

30.6k

GitHub MCP server for giving agents structured access to GitHub workflows.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
MCP serverintegrateGo
Open profile

Agent framework

LangChain

Shared by langchain-ai · langchain-ai/langchain

118k

Framework for building applications with LLMs, tools, retrieval, and agents.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
Agent frameworkintegratePython
Open profile

Agent framework

LangGraph

Shared by langchain-ai · langchain-ai/langgraph

19.2k

Graph-based framework for controllable, stateful agent workflows.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
Agent frameworkintegratePython
Open profile

RAG and documents

LlamaIndex

Shared by run-llama · run-llama/llama_index

42.8k

Data framework for connecting private documents and tools to LLM applications.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
RAG and documentsintegratePython
Open profile

Workflow builder

n8n

Shared by n8n-io · n8n-io/n8n

63.6k

Workflow automation platform that can connect agent steps to business systems.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
Workflow builderintegrateTypeScript
Open profile

Memory and context

Mem0

Shared by mem0ai · mem0ai/mem0

39.2k

Memory layer for AI agents that need persistent user and task context.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
Memory and contextintegratePython
Open profile

Memory and context

Zep

Shared by getzep · getzep/zep

6.8k

Long-term memory service for assistants with user, session, and facts context.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
Memory and contextintegrateGo
Open profile

Memory and context

MCP Memory Service

Shared by doobidoo · doobidoo/mcp-memory-service

2.9k

MCP server that gives compatible agents semantic memory capabilities.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
Memory and contextintegratePython
Open profile

Observability and evals

Langfuse

Shared by langfuse · langfuse/langfuse

15.8k

Open-source tracing, prompt management, and evaluation for LLM applications.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
Observability and evalsintegrateTypeScript
Open profile

Observability and evals

Phoenix

Shared by Arize-ai · Arize-ai/phoenix

6.1k

Open-source observability and eval tooling for LLM, RAG, and agent systems.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
Observability and evalsintegratePython
Open profile

Browser automation

Playwright MCP

Shared by microsoft · microsoft/playwright-mcp

20.9k

MCP server that gives agents structured browser automation through Playwright.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
Browser automationintegrateTypeScript
Open profile

Code graph and context

Serena

Shared by oraios · oraios/serena

12.2k

Coding agent toolkit that uses language-server based semantic code understanding.

Best next step: Integration. Review the source, then try one low-risk workflow before making it default.
Code graph and contextintegratePython
Open profile

Trust check

Treat every public agent workflow as source to review, not magic to trust.

Before installing or integrating, check the license, maintainer activity, permission scope, hidden network calls, credential handling, and whether the workflow was tested on a task like yours.

Build in public with us

Have an AI agent skill, MCP server, or workflow repo worth studying?

Submit it for review. Strong fits can be added to the directory, highlighted on BuildLeanSaaS X, and included in future blog roundups for builders comparing real agent workflows.

Submit yours for X highlight

Builder learning path

Want help turning these repo ideas into working agent systems?

BuildLeanSaaS teaches builders how to evaluate public examples, design safer workflows, and ship agent-backed product systems with review loops.

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Open Source AI Skills and Agent Workflow Repos | Build Lean SaaS