Verifiable Workflow

MCP Tool Integration Public

markitdown

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

LLM Application Framework Public

langchain

LLM application framework for checking model, prompt, tool, retrieval, and chain integration boundaries.

LLM appsRAGTool calling

Web Data Extraction Public

firecrawl

Web data extraction project for checking crawl boundaries, permissions, structured output, and recovery behavior.

Web crawlingStructured extractionPermission boundaries

Browser Automation Public

browser-use

Browser automation project for web operations, testing, extraction, and permission-boundary checks.

Browser automationWeb tasksTest accounts

Software Development & Delivery Public

codex

Lightweight coding agent that runs in your terminal

Data Analysis & Investment Research Public

PaddleOCR

Turn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bridges the gap between images/PDFs and LLMs. Supports 100+ languages.

Research & Knowledge Management Public

ragflow

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

MCP ToolsKnowledge Base Q&ARetrieval Augmentation

Software Development & Delivery Public

OpenHands

🙌 OpenHands: AI-Driven Development

Frontend Agents and Generative UI Public

daytona

Frontend agent and generative UI project for checking React/Angular integration, app actions, UI state, and UX boundaries.

Generative UIFrontend agentsReact

Data Analysis & Investment Research Public

OpenBB

Financial data platform for analysts, quants and AI agents.

MCP Tool Integration Public

Scrapling

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Data and AI Pipeline Public

pathway

Data and AI pipeline project for checking inputs, outputs, state, latency, recovery, and deployment boundaries.

Data pipelineAI workflowState management

Workflow Automation Public

autogen

A programming framework for agentic AI

Security Review & Permission Governance Public

Docker-OSX

Run macOS VM in a Docker! Run near native OSX-KVM in Docker! X11 Forwarding! CI/CD for OS X Security Research! Docker mac Containers.

Software Development & Delivery Public

prettier

Prettier is an opinionated code formatter.

Research & Knowledge Management Public

llama_index

LlamaIndex is the leading document agent and OCR platform

Vector Retrieval and RAG Public

milvus

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Developer Workflow Public

siyuan

Developer workflow project for checking task state, code/agent collaboration, permissions, and delivery boundaries.

Developer workflowTask boardAgent collaboration

Software Development & Delivery Public

ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Tool Connections & Integrations Public

FastChat

An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.

Software Development & Delivery Public

harness

Harness Open Source is an end-to-end developer platform with Source Control Management, CI/CD Pipelines, Hosted Developer Environments, and Artifact Registries.

Software Development & Delivery Public

trivy

Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more

Research & Knowledge Management Public

LightRAG

[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"

Software Development & Delivery Public

marker

Convert PDF to markdown + JSON quickly with high accuracy

Data Analysis & Investment Research Public

Vane

Vane is an AI-powered answering engine.

Software Development & Delivery Public

dspy

DSPy: The framework for programming—not prompting—language models

Research & Knowledge Management Public

graphrag

A modular graph-based Retrieval-Augmented Generation (RAG) system

LLM Application Framework Public

langgraph

LLM application framework for checking model, prompt, tool, retrieval, and chain integration boundaries.

LLM appsRAGTool calling

Vector Retrieval and RAG Public

qdrant

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Vector Retrieval and RAG Public

sim

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Agent SDK and Runtime Public

composio

Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.

Agent SDKTool callsHandoffs

Vector Retrieval and RAG Public

chroma

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

smolagents

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Research & Knowledge Management Public

gitleaks

Find secrets with Gitleaks 🔑

MCP Tool Integration Public

gpt-researcher

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

graphiti

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

supermemory

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Tool Connections & Integrations Public

kestra

Event Driven Orchestration & Scheduling Platform for Mission Critical Applications

Developer Workflow Public

vibe-kanban

Developer workflow project for checking task state, code/agent collaboration, permissions, and delivery boundaries.

Developer workflowTask boardAgent collaboration

MCP Tool Integration Public

agentscope

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

qmd

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Software Development & Delivery Public

trufflehog

Find, verify, and analyze leaked credentials

Software Development & Delivery Public

shields

Concise, consistent, and legible badges in SVG and raster format

MCP Tool Integration Public

opendataloader-pdf

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Data and AI Pipeline Public

fastmcp

Data and AI pipeline project for checking inputs, outputs, state, latency, recovery, and deployment boundaries.

Data pipelineAI workflowState management

MCP Tool Integration Public

kotaemon

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

crush

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Research & Knowledge Management Public

pandas-ai

Chat with your database or your datalake (SQL, CSV, parquet). PandasAI makes data analysis conversational using LLMs and RAG.

Personal Workspace Public

letta

Platform for stateful agents: AI with advanced memory that can learn and self-improve over time.

MCP Tool Integration Public

marimo

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Tool Connections & Integrations Public

MaxKB

MaxKB is a Doramagic preview pack compiled from public project evidence and validation signals.

Software Development & Delivery Public

olmocr

Toolkit for linearizing PDFs for LLM datasets/training

Vector Retrieval and RAG Public

weaviate

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Observability and Evaluation Public

deepeval

Observability and evaluation project for turning logs, quality metrics, drift, or experiment results into reviewable signals.

ObservabilityEvaluationQuality metrics

Data and AI Pipeline Public

dagster

Data and AI pipeline project for checking inputs, outputs, state, latency, recovery, and deployment boundaries.

Data pipelineAI workflowState management

Vector Retrieval and RAG Public

memvid

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Software Development & Delivery Public

floci

Light, fluffy, and always free - The AWS Local Emulator alternative

Data Analysis & Investment Research Public

FinRL

FinRL®: Financial Reinforcement Learning. 🔥

Visual & Multimedia Creation Public

ComfyUI-Manager

ComfyUI-Manager is an extension designed to enhance the usability of ComfyUI. It offers management functions to install, remove, disable, and enable various custom nodes of ComfyUI. Furthermore, this extension provides a hub feature and convenience functions to access a wide range of information within ComfyUI.

Frontend Agents and Generative UI Public

ragas

Frontend agent and generative UI project for checking React/Angular integration, app actions, UI state, and UX boundaries.

Generative UIFrontend agentsReact

Software Development & Delivery Public

tvm

Open Machine Learning Compiler Framework

Software Development & Delivery Public

instructor

structured outputs for llms

browser-automation Public

SeleniumBase

SeleniumBase is a framework for UI Testing, Web Scraping, and Stealth. Passes every bot-detection test with CDP Mode, and extends Playwright.

MCP Tool Integration Public

typescript-sdk

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Visual & Multimedia Creation Public

HunyuanVideo

HunyuanVideo: A Systematic Framework For Large Video Generation Model

Developer Workflow Public

encore

Developer workflow project for checking task state, code/agent collaboration, permissions, and delivery boundaries.

Developer workflowTask boardAgent collaboration

Vector Retrieval and RAG Public

zvec

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

headroom

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

turbovec

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

fastapi_mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

botkit

Botkit is an open source developer tool for building chat bots, apps and custom integrations for major messaging platforms.

Software Development & Delivery Public

reader

Convert any URL to an LLM-friendly input with a simple prefix https://r.jina.ai/

MCP Tool Integration Public

humanlayer

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Data Analysis & Investment Research Public

kedro

Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.

Software Development & Delivery Public

LTX-Video

Official repository for LTX-Video

Research & Knowledge Management Public

openvino

OpenVINO™ is an open source toolkit for optimizing and deploying AI inference

Software Development & Delivery Public

cocoindex

Incremental engine for long horizon agents 🌟 Star if you like it!

Developer Workflow Public

ckeditor5

Developer workflow project for checking task state, code/agent collaboration, permissions, and delivery boundaries.

Developer workflowTask boardAgent collaboration

Software Development & Delivery Public

metaflow

Build, Manage and Deploy AI/ML Systems

MCP Tool Integration Public

mcp-use

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Data Analysis & Investment Research Public

deeplake

Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling scalable retrieval and training.

Data Analysis & Investment Research Public

presidio

An open-source framework for detecting, redacting, masking, and anonymizing sensitive data (PII) across text, images, and structured data. Supports NLP, pattern matching, and customizable pipelines.

Research & Knowledge Management Public

paper-qa

High accuracy RAG for answering questions from scientific documents with citations

Software Development & Delivery Public

BentoML

The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

Vector Retrieval and RAG Public

kreuzberg

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

PraisonAI

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Security Review & Permission Governance Public

garak

the LLM vulnerability scanner

Security Review & Permission Governance Public

bandit

Bandit is a tool designed to find common security issues in Python code.

Vector Retrieval and RAG Public

deep-searcher

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

Upsonic

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Self-hosted AI Workspace Public

R2R

Self-hosted LLM web UI covering Docker deployment, auth, model backends, OAI/Ollama endpoints, and reverse proxy checks.

Self-hosted LLMDocker deploymentModel backends

Vector Retrieval and RAG Public

Verba

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Tool Connections & Integrations Public

agent-squad

Flexible and powerful framework for managing multiple AI agents and handling complex conversations

Observability and Evaluation Public

evidently

Observability and evaluation project for turning logs, quality metrics, drift, or experiment results into reviewable signals.

ObservabilityEvaluationQuality metrics

Tool Connections & Integrations Public

steel-browser

🔥 Open Source Browser API for AI Agents & Apps. Steel Browser is a batteries-included browser sandbox that lets you automate the web without worrying about infrastructure.

Research & Knowledge Management Public

feast

The Open Source Feature Store for AI/ML

MCP Tool Integration Public

OpenSpace

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

airweave

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Tool Connections & Integrations Public

LaVague

Large Action Model framework to develop AI Web Agents

Data and AI Pipeline Public

marvin

Data and AI pipeline project for checking inputs, outputs, state, latency, recovery, and deployment boundaries.

Data pipelineAI workflowState management

Software Development & Delivery Public

trafilatura

Python & Command-line tool to gather text and metadata on the Web: Crawling, scraping, extraction, output as CSV, JSON, HTML, MD, TXT, XML

MCP Tool Integration Public

genkit

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Research & Knowledge Management Public

minisearch

Tiny and powerful JavaScript full-text search engine for browser and Node

Frontend Agents and Generative UI Public

harness-sdk

Frontend agent and generative UI project for checking React/Angular integration, app actions, UI state, and UX boundaries.

Generative UIFrontend agentsReact

MCP Tool Integration Public

XcodeBuildMCP

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

pgai

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Software Development & Delivery Public

potpie

Spec-driven development for large codebases

Software Development & Delivery Public

zenml

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.

Research & Knowledge Management Public

TaskingAI

The open source platform for AI-native application development.

Vector Retrieval and RAG Public

superduper

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

honcho

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Tool Connections & Integrations Public

RouteLLM

A framework for serving and evaluating LLM routers - save LLM costs without compromising quality

MCP Tool Integration Public

Kiln

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

agents-cli

The CLI and skills that turn any coding assistant into an expert at creating, evaluating, and deploying AI agents on Google Cloud.

MCP Tool Integration Public

zep

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

exa-mcp-server

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

infinity

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Customer Communication & Team Operations Public

detect-secrets

An enterprise friendly way of detecting and preventing secrets in code.

Research & Knowledge Management Public

ragapp

The easiest way to use Agentic RAG in any enterprise

MCP Tool Integration Public

notion-mcp-server

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

AdalFlow

AdalFlow: The library to build & auto-optimize LLM applications.

Vector Retrieval and RAG Public

cozo

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Tool Connections & Integrations Public

yacy_search_server

Distributed Peer-to-Peer Web Search Engine and Intranet Search Appliance

MCP Tool Integration Public

excel-mcp-server

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Tool Connections & Integrations Public

nano-graphrag

A simple, easy-to-hack GraphRAG implementation

MCP Tool Integration Public

CodeGraphContext

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

SimpleMem

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

basic-memory

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Agent SDK and Runtime Public

MemMachine

Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.

Agent SDKTool callsHandoffs

MCP Tool Integration Public

Unity-MCP

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Data Analysis & Investment Research Public

sqlmesh

Scalable and efficient data transformation framework - backwards compatible with dbt.

Personal Workspace Public

ReMe

ReMe: Memory Management Kit for Agents - Remember Me, Refine Me.

Tool Connections & Integrations Public

fastembed

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

Vector Retrieval and RAG Public

prompttools

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Research & Knowledge Management Public

tinysearch

🔍 Tiny, full-text search engine for static websites built with Rust and Wasm

Software Development & Delivery Public

OSWorld

[NeurIPS 2024] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

MCP Tool Integration Public

notebooklm-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Research & Knowledge Management Public

Jets.js

Native CSS search engine

MCP Tool Integration Public

memobase

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Data Analysis & Investment Research Public

seekdb

The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured, and semi-structured data into a single engine. This all-in-one database makes agents smarter, easier to run, and more stable.

Vector Retrieval and RAG Public

trieve

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Research & Knowledge Management Public

OpenKB

OpenKB: Open LLM Knowledge Base

MCP Tool Integration Public

google_workspace_mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

mcp-proxy

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Data Analysis & Investment Research Public

hamilton

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Software Development & Delivery Public

code-interpreter

Python & JS/TS SDK for running AI-generated code/code interpreting in your AI app

Data Analysis & Investment Research Public

portaljs

🌀 AI-native framework for building data portals. Scaffold a full portal from a brief and load datasets in minutes with agentic skills — any backend (CKAN, GitHub, Frictionless).

Self-hosted AI Workspace Public

deep-research-web-ui

Self-hosted LLM web UI covering Docker deployment, auth, model backends, OAI/Ollama endpoints, and reverse proxy checks.

Self-hosted LLMDocker deploymentModel backends

Vector Retrieval and RAG Public

kernel-memory

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

edgequake

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Research & Knowledge Management Public

MiniRAG

[ACL2026] "MiniRAG: Making RAG Simpler with Small and Open-Sourced Language Models"

Vector Retrieval and RAG Public

yt-fts

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

bm25s

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

webclaw

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

dsRAG

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Vector Retrieval and RAG Public

memanto

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Research & Knowledge Management Public

ragbuilder

A toolkit to create optimal Production-readyRetrieval Augmented Generation(RAG) setup for your data

MCP Tool Integration Public

degoog

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

LLM Application Framework Public

langmem

LLM application framework for checking model, prompt, tool, retrieval, and chain integration boundaries.

LLM appsRAGTool calling

Vector Retrieval and RAG Public

korvus

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

ktx

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

hyperDB

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

browser-automation Public

agentql

AgentQL is a suite of tools for connecting your AI to the web. Featuring a query language and Playwright integrations for interacting with elements and extracting data quickly, precisely, and at scale. Includes REST API, Python and JavaScript SDKs, browser debugger.

MCP Tool Integration Public

minutes

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

ragflow-plus

ragflow-plus is a Doramagic preview pack compiled from public project evidence and validation signals.

MCP Tool Integration Public

chunkhound

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

qdrant-client

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Research & Knowledge Management Public

RAGxplorer

Open-source tool to visualise your RAG 🔮

Vector Retrieval and RAG Public

neo4j-graphrag-python

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

arkon

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

opencode-mem

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Research & Knowledge Management Public

autollm

Ship RAG based LLM web apps in seconds.

Research & Knowledge Management Public

FlashRank

Lite & Super-fast re-ranking for your search & retrieval pipelines. Supports SoTA Listwise and Pairwise reranking based on LLMs and cross-encoders and more. Created by Prithivi Da, open for PRs & Collaborations.

Software Development & Delivery Public

spacy-layout

📚 Process PDFs, Word documents and more with spaCy

Software Development & Delivery Public

mistral-common

Official inference library for pre-processing of Mistral models

Vector Retrieval and RAG Public

lantern

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Software Development & Delivery Public

kernels

Build compute kernels and load them from the Hub.

MCP Tool Integration Public

cavemem

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

pipenet

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

agent-opfor

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Agent SDK and Runtime Public

agent-memory

Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.

Agent SDKTool callsHandoffs

Software Development & Delivery Public

djblets

A collection of useful extensions for Django.

Software Development & Delivery Public

vite-plugin-top-level-await

Transform code to support top-level await in normal browsers for Vite.

Vector Retrieval and RAG Public

agent-memory-server

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

OpenHands-CLI

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

Reversecore_MCP

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

paper-search-mcp-nodejs

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

yantrikdb-server

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

ReviewBot

A tool for running automated static analysis on code posted to a Review Board instance.

Vector Retrieval and RAG Public

ToM-SWE

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Security Review & Permission Governance Public

pydantic-ai-backend

File Storage & Sandbox Backends for Pydantic AI: console tools for file operations, Docker-isolated sandboxes for safe execution, and permission system with presets for access control. Enables secure multi-user handling and testing in agents via in-memory, local, or containerized storage.

MCP Tool Integration Public

mem0-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

remnic

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

instar

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

lighthouse-mcp-server

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

agent-workspace-linux

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

kgb

Python function spy support for unit tests

MCP Tool Integration Public

zettelforge

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

fortress

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

yantrikdb

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

EGC

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

qualixar-os

Qualixar OS: The Universal OS for AI Agents. Claw-compatible. 12 topologies, Forge AI team designer, 24-tab dashboard, skill marketplace. PAPER: https://arxiv.org/abs/2604.06392

MCP Tool Integration Public

palinode

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

mnemonic

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Software Development & Delivery Public

filecoin-pin

Filecoin Pin

MCP Tool Integration Public

olostep-mcp-server

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

slm-mesh

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Personal Workspace Public

localharness

An open-source, model-agnostic agent harness for local LLMs. Define agents in YAML (tools, memory, deny-first permissions) and run them against any OpenAI-compatible endpoint: vLLM, Ollama, LM Studio, or llama.cpp.

Personal Workspace Public

TITAN

Building TITAN — the open-source AI operating system for trusted autonomous work: agents, tools, memory, approvals, receipts, voice, mission control, and SOMA. npm i -g titan-agent

Security Review & Permission Governance Public

agentlock

An adversarially benchmarked reference implementation for pre-action agent authorization. Framework-agnostic tool permissions, identity verification, scoped access control, and audit logging for any AI agent.

MCP Tool Integration Public

sync-worktrees

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

MCP-Platform

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

continuum

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

memforge

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

mcp-memory-server

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

kimetsu

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

Midas

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

neuralmind

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

yade-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

aionforge-memory

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

langsmith-cli

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

unforgit

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

Grok_Search_Mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

nlm-memory

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

bastra-recall

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

cerebro-code-memory

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

fabric-dw-mcp-cli

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Research & Knowledge Management Public

grainulation

The grainulation ecosystem. Structured research, decision-making, and knowledge management for AI agents.

Vector Retrieval and RAG Public

tela

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

termyte

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Agent SDK and Runtime Public

agentassay

Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.

Agent SDKTool callsHandoffs

MCP Tool Integration Public

Causal-Memory-Layer

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

coding-ethos

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

python-registries

Create registries managing collections of classes or objects, for more extensible and maintainable codebases.

MCP Tool Integration Public

Supersurf

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

Vex

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

memtomem-stm

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

precis-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

Veracium

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

argus

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

daedalus

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

depthfusion

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

nucleus-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

webintel-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

claude-session-continuity-mcp

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

datoon

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

forgekit

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

membook

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

memgrep

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

presentation-md

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

purmemo-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

skills-tree

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

toolregistry-hub

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

web-search-plus-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

ai-agentic-mcpscan

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

ai-orchestrator

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

atlas-cms

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

context-keeper

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

contextforge-mcp

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

copilot-sync

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

cpp-quick-start-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

decoy-scan

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Tool Connections & Integrations Public

grok-faf-voice

Python SDK that gives xAI Grok Voice agents persistent memory across sessions, devices, and models. LiveKit-enabled. MIT licensed.

MCP Tool Integration Public

hebbrix-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

loadout

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

memrust

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

mnemo

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

mnemon

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Research & Knowledge Management Public

neurostack

Index and search Markdown vaults as knowledge graphs to provide AI agents with persistent, structured long-term memory across sessions.

Software Development & Delivery Public

python-typelets

Type hints and utility objects for Python and Django projects.

MCP Tool Integration Public

redis-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

remembug-cli

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Personal Workspace Public

skul

Manage project-scoped personal AI configuration bundles (skills, commands, agents) for AI coding tools while supporting both stealth (git-excluded) and tracked installation, with full support for Git worktrees.

Security Review & Permission Governance Public

vorim-agent-audit

Free AI agent code hygiene checker. Scans for hardcoded LLM keys, shared credentials, and long-lived permissions in TypeScript, JavaScript, and Python projects. By Vorim AI.

MCP Tool Integration Public

a2a-dm

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

add-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

aegisdb

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

agentsmd-memory

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

anamnesis

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Security Review & Permission Governance Public

arcjet-js

Arcjet runtime security SDK for Next.js — bot protection, rate limiting, prompt injection detection, PII blocking, and WAF

Software Development & Delivery Public

boffin

**Boffin (npm: `boffinit`) is a staff-engineer control layer for AI coding

Software Development & Delivery Public

cactus-hybrid

Cactus Hybrid

MCP Tool Integration Public

chrome-devtools-axi

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

clawskills

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

cli

The official CLI for Lark/Feishu open platform

MCP Tool Integration Public

codebeam

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

context7

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

copilot-cli

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

cortex-mono

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Security Review & Permission Governance Public

csec-node-agent

New Relic Security Agent for Node.js

Security Review & Permission Governance Public

deepsec

`deepsec` an agent-powered vulnerability scanner that you can run in your own infrastructure, optimized to perform on-demand review of all code in existing

MCP Tool Integration Public

design-context-bridge

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

eling-agent

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

firebase-tools

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

firecrawl-mcp-server

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

gnosem

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

handoff-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

kilocode

The AI coding agent built for the terminal. Generate code from natural language, automate tasks, and run terminal commands -- powered by 500+ AI models.

MCP Tool Integration Public

Kira

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

Localbrain

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Research & Knowledge Management Public

loopgain

**An open-source cost controller for AI agent loops.**

Data Analysis & Investment Research Public

mantine-datatable

Mantine DataTable

MCP Tool Integration Public

mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

mcp-config-audit

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

mcptail

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

mentedb-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

MnemoQ

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

nimic

Nimic is a pure Python module that facilitates writing AOT compilable code with a subset of Python (domain specific language), aiming to get C-level performance without leaving Python. Based on ctypes built-in module, it

Software Development & Delivery Public

node-newrelic

New Relic agent

MCP Tool Integration Public

node804-mcp-toolkit

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

officecli

> **OfficeCLI is the world's first and the best Office suite designed for AI agents.**

LLM Application Framework Public

openwiki

LLM application framework for checking model, prompt, tool, retrieval, and chain integration boundaries.

LLM appsRAGTool calling

Research & Knowledge Management Public

pagecast

Preview local HTML reports, Markdown docs, and static mini apps, then publish

MCP Tool Integration Public

peon-mem

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Research & Knowledge Management Public

pxpipe

**Cut Claude Code's input tokens by rendering bulky context as images — the same system prompt, tool docs, and history, in a fraction of the tokens.**

Software Development & Delivery Public

redux-toolkit

The official, opinionated, batteries-included toolset for efficient Redux development

MCP Tool Integration Public

saglitzdesign-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

scrapingdog-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

scriptc

**Zero-runtime TypeScript.** scriptc compiles ordinary TypeScript into small, fast native executables — no Node, no V8, no JavaScript engine in the binary.

Vector Retrieval and RAG Public

searchlane

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

second-brain-joplin

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

serpdive-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

shapelex

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

stagehand

An AI web browsing framework focused on simplicity and extensibility.

Data Analysis & Investment Research Public

tradememory-protocol

Provide persistent, outcome-weighted memory for AI trading agents to improve decision-making across sessions with the TradeMemory Protocol.

MCP Tool Integration Public

verel

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

verifiable-memory-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

visionaire-engine

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

web_search_mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

willow-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

world-model-optimizer

World Model Optimizer