Agent Workflows · Python · For developers

Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.

anthropics/skills

Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing.

shareAI-lab/learn-claude-code

Validates OpenHarness features by running real multi-turn agent loops with live LLM calls against an unfamiliar codebase, checking actual tool execution.

HKUDS/OpenHarness

Query and invoke tools on MCP servers using fastmcp list and fastmcp call.

PrefectHQ/fastmcp

Adds, searches, lists, updates and deletes memories on the Mem0 platform from the terminal with the mem0 command, including a JSON mode built for agents.

mem0ai/mem0

Installs and configures MemPalace as a private local palace, a shared-brain hub or a client of an existing hub, including MCP registration and version-correct initialization.

MemPalace/mempalace

Teaches the Swarms Python framework: the Agent class, tools, loops, memory and multi-agent structures such as sequential, concurrent and graph workflows.

kyegomez/swarms

Installs the cognee AI memory library in a Python environment, sets the LLM key and gets a first remember and recall script running with the Python SDK.

topoteretes/cognee

Adds optional capabilities to Pydantic AI agents from pydantic-ai-harness, led by Code Mode, which runs many tool calls as one sandboxed Python script.

pydantic/pydantic-ai

Build, test, inspect, install, and deploy MCP servers with FastMCP in Python.

Tommy-yw/RunbookHermes

Design, implement, and debug autonomous AI agents and multi-agent systems using the Google Antigravity (AGY) SDK.

google-antigravity/antigravity-sdk-python

Creates a new sample agent in the ADK Python repository — the sample directory, its agent.py, and its README.md — following the conventions the existing samples already use.

google/adk-python

Runs a nightly or on-demand sleep cycle for a local Codex agent: review past sessions, replay recurring tasks and stage validated skill and memory edits for adoption.

microsoft/SkillOpt

Map of the agent-squad Python framework for async multi-agent orchestration: which agent, classifier, storage and tool provider to pick, and the pitfalls to avoid.

2FastLabs/agent-squad

Give an AI agent persistent, cross-session long-term memory through MindMemOS.

mindscale-noah/MindMemOS

Add a new self-contained example agent under examples/. An agent skill from GetBindu/Bindu.

GetBindu/Bindu

Builds or extends a custom Mirage virtual filesystem adapter for an API, database, object store or app data, with a working mount configuration and filesystem tests.

strukto-ai/mirage

Write or revise a page under docs/ for gofastmcp.com. An agent skill from PrefectHQ/fastmcp.

PrefectHQ/fastmcp

Migrate an existing agentic PoC/pilot (Claude Code project files, MCP configs, hooks, local tools, openclaw config, or similar hand-rolled setup artifacts) into an Archestra instance.

archestra-ai/archestra

Generates a complete agent skill for a target tool, API, library or workflow through a seven-phase pipeline that ends with testing, tuning and packaging for several platforms.

AgentSkillOS/SkillAnything

Turns a problem you keep running into into a single installable, tested skill, and prepares a GitHub repository only when you ask to share it.

dontbesilent2025/dbskill

Tool-neutral CLI agent rules for TI MSPM0 development with Code Composer Studio, Keil/uVision, CMake/GCC/OpenOCD, SysConfig, and DriverLib.

mc3545dada/mspm0-skill

Self-check your branch before creating a PR — catch dead code, prevent new model-specific Python examples, verify accuracy/perf claims, validate PR title format, and confirm merge readiness.

vllm-project/vllm-omni

Read and write the shared long-term memory store. An agent skill from tigerless-labs/agent-memory.

tigerless-labs/agent-memory

Turn the questions and instructions a user keeps typing into a project into short slash-command skills, mined from their real Claude Code, Codex and Cursor session history and git log.

kishormorol/cli-faq-shortcuts

A skill your agent uses when helping someone install, configure, or debug a fresh clone of JARVIS (this repo) — especially "the mic doesn't work", "JARVIS says his language systems are down", any…

ethanplusai/jarvis

CUMCM 国赛、MCM/ICM 美赛与电工杯数学建模竞赛的端到端协作工作流。Use when a user explicitly works on one of these modeling contests or asks to run/review a modeling-competition paper from problem selection through modeling…

handsomeZR-netizen/mathmodel-skill

Build new Arcade error adapters from scratch using public Arcade TDK patterns.

ArcadeAI/arcade-mcp

Guides feature work in the Mistral Vibe Python CLI so each change lands in the right module and matches the project's architecture decision records.

mistralai/mistral-vibe

Plan Mode の <proposedplan を出す直前に、計画の段階・依存関係・検証観点を一時HTMLで視覚確認したい時に使う agent-internal skill。Use this agent-internal skill to create a temporary HTML preview for a plan just before presenting…

u-ichi/reviewable-html-workbench

Research and plan first-time independent trips in China with bilingual, source-aware city data and official live-check entry points.

tczyliu/china-travel-kit

Query 57 Indonesian government APIs and data sources — BPJPH halal certification, BPOM food safety, OJK financial legality, BPS statistics, BMKG weather/earthquakes, Bank Indonesia exchange rates…

suryast/indonesia-gov-apis

A skill your agent uses to generate well-branded interfaces and assets for fast-agent, either for production or throwaway prototypes/mocks/etc.

evalstate/fast-agent

Create a skill or bring an existing one up to the same standard (validate + asm eval fix loop); run evals, tune triggering.

luongnv89/asm

A skill your agent uses when a user has cloned PaperGraph MCP and asks to install, initialize, configure, set up, or start using it with an agent or MCP client.

lotchuazzz-crypto/papergraph-mcp

Turn a completed task, browser flow, artifact pipeline, failure-recovery trace, or repeatedly refined workflow into a new reusable skill package or a reviewed skill-design plan.

dongshuyan/compass-skills

Generate AI assistant configuration files for a repository — CLAUDE.md, AGENTS.md, and Cursor rules (.cursor/rules/.mdc) — from codebase analysis.

divar-ir/ai-doc-gen

Shows how to write custom cognee tasks, chain them into pipelines, store custom DataPoints and run enrichment over the existing graph.

topoteretes/cognee

Manage cs (claude-statusbar) — switch theme/style/density, override severity colors, preview combinations, run doctor, reset config, install, upgrade (cs upgrade — the only supported upgrade path)…

leeguooooo/claude-code-usage-bar

Process large codebases (100 files) using the Recursive Language Model pattern.

BowTiedSwan/rlm-skill

Build high-quality /goal commands for OpenAI Codex CLI 0.128+ that maximize audit-friendliness and minimize false-completion.

win4r/goal-prompt-builder

Lets Codex build, refine, test, validate and list CLI-Anything harnesses for GUI applications or source repositories, following the project's full methodology.

HKUDS/CLI-Anything

Scaffold production-ready Python MCP servers using FastMCP. An agent skill from timothywarner-org/claude-code.

timothywarner-org/claude-code

视频文案分析一站式工具。下载在线视频（B站/YouTube/抖音等）、使用FunASR进行高速中文语音转录、 自动校正文稿、并进行三维度综合分析（TextContent/Viral/Brainstorming）。

ALBEDO-TABAI/video-copy-analyzer

Helps design and build AI agents for any domain around a minimal loop of capabilities, knowledge and context, adding planning or subagents only when needed.

shareAI-lab/lab-skills

Create, publish, delete, and submit plugins for coding agents (Claude Code, OpenCode, Devin CLI/Desktop).

CodeAlive-AI/ai-driven-development

Finds which plugins in the repository changed, bumps only the ones not already bumped since origin/main, and checks that each plugin's two manifests stay in sync.

vinta/hal-9000

Give the agent durable, scoped, explainable memory across sessions and repositories through the Engraphis MCP tools.

Coding-Dev-Tools/engraphis