AI IntelligencePUBLIC DISCOVERIES

IDEAS FOR AGENTIC DEVELOPMENT

Discover it.
Understand its value.

Saved public GitHub discoveries, explained in short summaries. Explore what each project does and how it could help you build, coordinate or evaluate agents.

Explore the feed ↓

EXPLORE THE FEED

Latest saved discoveries

50 on this page · Page 1

  • Runtime patternsGitHub · Repository

    Kavi

    mohamedhabila/Kavi

    AI EDITORIAL SUMMARY

    Kavi runs an assistant inside an iOS or Android app. Its documented features include answering questions, researching topics, managing reminders and calendar events, working with selected photos, sharing content and remembering preferences across conversations. It supports configured connections to GitHub, browsers and remote tools. Its tool contracts, state handling and outcome evaluations offer agentic development references. User guide

    GitHub activity

    1 star · 0 forks · 0 watchers. Figures checked 11 October 2026.

  • Desktop executionGitHub · Repository

    Chat On Steroids

    totec448-spec/chat-on-steroids

    50-WORD AI EDITORIAL SUMMARY

    Chat On Steroids connects ChatGPT conversations with local files, terminals and desktop tools through MCP. Its workers and session continuation features support longer delegated tasks. For agentic development, it illustrates coordination between an operator, conversation and execution tools. It is an independent beta; permissions and provider rules require careful review.

    Potential use

    Connect conversational tasking with local tools and delegated work.

  • Task orchestrationGitHub · Repository

    GitHub Agentic Workflows

    github/gh-aw

    50-WORD AI EDITORIAL SUMMARY

    GitHub Agentic Workflows turns Markdown instructions into AI workflows executed through GitHub Actions. It can support issue triage, review and repository reporting. For agentic development, its value is structured task briefs with scoped tools and controlled writes. It complements deterministic CI; local desktop SOP execution would need a separate adapter.

    Potential use

    Turn a task brief into a repeatable repository workflow.

  • Runtime patternsGitHub · Repository

    milk

    scoutme/milk

    50-WORD AI EDITORIAL SUMMARY

    Milk coordinates terminal agents, transferring context from a primary worker to specialist models. Potential use: Study execution loops and state handling before designing an agent runtime. This suggests an integration pattern; suitability depends on your tools and constraints. Before adoption, check permissions against your requirements in a small controlled test.

    Potential use

    Study execution loops and state handling before designing an agent runtime.

  • Task orchestrationGitHub · Repository

    Invoker

    Neko-Catpital-Labs/Invoker

    50-WORD AI EDITORIAL SUMMARY

    Invoker coordinates persistent task graphs, isolated Git worktrees and merge gates across coding agents. Potential use: Coordinate task handoffs with explicit responsibilities and review points. This suggests an integration pattern; suitability depends on your tools and constraints. Before integrating it, check permissions against your requirements in a small controlled test.

    Potential use

    Coordinate task handoffs with explicit responsibilities and review points.

  • Desktop executionGitHub · Repository

    agentrove

    Mng-dev-ai/agentrove

    50-WORD AI EDITORIAL SUMMARY

    Agentrove provides a self-hosted coding workspace with multiple agent personas and sandboxed agent sessions. Potential use: Connect operator tasking to tools while preserving permission boundaries. This suggests an integration pattern; suitability depends on your tools and constraints. Before integrating it, check permissions against your requirements in a small controlled test.

    Potential use

    Connect operator tasking to tools while preserving permission boundaries.

  • Task orchestrationGitHub · Repository

    Q-Core

    0design/Q-Core

    50-WORD AI EDITORIAL SUMMARY

    Q-Core provides a local workflow engine with versioned processes, deterministic checks and human approval gates. Potential use: Coordinate task handoffs with explicit responsibilities and review points. This suggests an integration pattern; suitability depends on your tools and constraints. Before adoption, check permissions against your requirements in a small controlled test.

    Potential use

    Coordinate task handoffs with explicit responsibilities and review points.

  • Task orchestrationGitHub · Repository

    openwop

    openwop/openwop

    50-WORD AI EDITORIAL SUMMARY

    OpenWOP defines a multi-agent workflow protocol with progress monitoring, approval pauses and replay interfaces. Potential use: Coordinate task handoffs with explicit responsibilities and review points. This suggests an integration pattern; suitability depends on your tools and constraints. Before integrating it, check permissions against your requirements in a small controlled test.

    Potential use

    Coordinate task handoffs with explicit responsibilities and review points.

  • Task orchestrationGitHub · Repository

    ai-workflows

    dryvist/ai-workflows

    50-WORD AI EDITORIAL SUMMARY

    AI Workflows collects reusable GitHub Copilot workflows for repository triage, maintenance and coordinated updates. Potential use: Coordinate task handoffs with explicit responsibilities and review points. This suggests an integration pattern; suitability depends on your tools and constraints. Before integrating it, check permissions against your requirements in a small controlled test.

    Potential use

    Coordinate task handoffs with explicit responsibilities and review points.

  • Task orchestrationGitHub · Repository

    openharness

    autonomous-ai/openharness

    50-WORD AI EDITORIAL SUMMARY

    OpenHarness presents a command center for coding agents working across multiple machines and engineering tasks. Potential use: Coordinate task handoffs with explicit responsibilities and review points. This suggests an integration pattern; suitability depends on your tools and constraints. Before adoption, check permissions against your requirements in a small controlled test.

    Potential use

    Coordinate task handoffs with explicit responsibilities and review points.

  • Desktop executionGitHub · Repository

    protoAgent

    protoLabsAI/protoAgent

    50-WORD AI EDITORIAL SUMMARY

    ProtoAgent provides a local desktop agent workspace with coding-agent connections, plugins and agent communication. Potential use: Connect operator tasking to tools while preserving permission boundaries. This suggests an integration pattern; suitability depends on your tools and constraints. Before integrating it, check permissions against your requirements in a small controlled test.

    Potential use

    Connect operator tasking to tools while preserving permission boundaries.

  • Runtime patternsGitHub · Repository

    Nimbus

    AshishKumar4/Nimbus

    50-WORD AI EDITORIAL SUMMARY

    Nimbus provides POSIX-style sandbox infrastructure for agents running on Cloudflare. Potential use: Study execution loops and state handling before designing an agent runtime. This suggests an integration pattern; suitability depends on your tools and constraints. Before considering unattended use, check platform compatibility against your requirements in a small controlled test.

    Potential use

    Study execution loops and state handling before designing an agent runtime.

  • Tool integrationGitHub · Repository

    tinytools

    tinyhumansai/tinytools

    50-WORD AI EDITORIAL SUMMARY

    TinyTools supplies tool schemas and agent-oriented defaults for connecting applications to AI tools. Potential use: Connect existing software capabilities to agent tools through explicit interfaces. This suggests an integration pattern; suitability depends on your tools and constraints. Before integrating it, check permissions against your requirements in a small controlled test.

    Potential use

    Connect existing software capabilities to agent tools through explicit interfaces.

  • Runtime patternsGitHub · Repository

    fast-agent

    evalstate/fast-agent

    50-WORD AI EDITORIAL SUMMARY

    Fast-Agent supports building and evaluating agents with models, skills and multiple agent interoperability protocols. Potential use: Study execution loops and state handling before designing an agent runtime. This suggests an integration pattern; suitability depends on your tools and constraints. Before considering unattended use, check permissions using a small controlled test.

    Potential use

    Study execution loops and state handling before designing an agent runtime.

  • Runtime patternsGitHub · Repository

    yai-agent-core

    Gi-Tuu/yai-agent-core

    50-WORD AI EDITORIAL SUMMARY

    YAI Agent Core supplies an embeddable agent kernel intended for integration into host applications. Potential use: Study execution loops and state handling before designing an agent runtime. This suggests an integration pattern; suitability depends on your tools and constraints. Before considering unattended use, check permissions using a small controlled test.

    Potential use

    Study execution loops and state handling before designing an agent runtime.

  • Reference & discoveryGitHub · Repository

    dsh-suite

    whyihaveyou/dsh-suite

    50-WORD AI EDITORIAL SUMMARY

    DSH Suite catalogs DeepSeek Harness plugins and supplies store, scaffolding and compatibility-checking components. Potential use: Compare documented approaches before choosing components for agent-assisted development. This suggests an integration pattern; suitability depends on your tools and constraints. Before considering unattended use, check permissions against your requirements in a small controlled test.

    Potential use

    Compare documented approaches before choosing components for agent-assisted development.

  • Runtime patternsGitHub · Repository

    agentos

    framerslab/agentos

    50-WORD AI EDITORIAL SUMMARY

    AgentOS offers a TypeScript agent framework with memory, tool construction and multi-agent coordination. Potential use: Study execution loops and state handling before designing an agent runtime. This suggests an integration pattern; suitability depends on your tools and constraints. Before adoption, check permissions against your requirements in a small controlled test.

    Potential use

    Study execution loops and state handling before designing an agent runtime.

  • Reference & discoveryGitHub · Repository

    ai-assistant-instructions

    dryvist/ai-assistant-instructions

    50-WORD AI EDITORIAL SUMMARY

    AI Assistant Instructions provides reusable development instructions and commands intended to work across coding assistants. Potential use: Compare documented approaches before choosing components for agent-assisted development. This suggests an integration pattern; suitability depends on your tools and constraints. Before adoption, check permissions against your requirements in a small controlled test.

    Potential use

    Compare documented approaches before choosing components for agent-assisted development.

  • Reference & discoveryGitHub · Repository

    agent-framework-radar

    linny006/agent-framework-radar

    50-WORD AI EDITORIAL SUMMARY

    Agent Framework Radar indexes recently active agent frameworks to support discovery beyond popularity rankings. Potential use: Compare documented approaches before choosing components for agent-assisted development. This suggests an integration pattern; suitability depends on your tools and constraints. Before integrating it, check permissions against your requirements in a small controlled test.

    Potential use

    Compare documented approaches before choosing components for agent-assisted development.

  • Tool integrationGitHub · Repository

    pi-mcp-adapter

    nicobailon/pi-mcp-adapter

    50-WORD AI EDITORIAL SUMMARY

    Pi MCP Adapter connects Pi agents to MCP tools with attention to tool-description overhead. Potential use: Connect existing software capabilities to agent tools through explicit interfaces. This suggests an integration pattern; suitability depends on your tools and constraints. Before adoption, check permissions against your requirements in a small controlled test.

    Potential use

    Connect existing software capabilities to agent tools through explicit interfaces.

  • Task orchestrationGitHub · Repository

    alook

    alookai/alook

    50-WORD AI EDITORIAL SUMMARY

    Alook gives local coding agents persistent identities and shared rooms where trusted people can collaborate. Potential use: Coordinate task handoffs with explicit responsibilities and review points. This suggests an integration pattern; suitability depends on your tools and constraints. Before adoption, check permissions against your requirements in a small controlled test.

    Potential use

    Coordinate task handoffs with explicit responsibilities and review points.

  • Runtime patternsGitHub · Repository

    armadra-agent

    Owlbay/armadra-agent

    50-WORD AI EDITORIAL SUMMARY

    Armadra Agent is a standalone coding coordinator designed for embedding within the wider Armadra system. Potential use: Study execution loops and state handling before designing an agent runtime. This suggests an integration pattern; suitability depends on your tools and constraints. Check permissions against your requirements in a small controlled test.

    Potential use

    Study execution loops and state handling before designing an agent runtime.

  • Reference & discoveryGitHub · Repository

    trending-claude-skills

    linny006/trending-claude-skills

    50-WORD AI EDITORIAL SUMMARY

    Trending Claude Skills tracks skill repositories as a discovery resource for coding-agent capabilities. Potential use: Compare documented approaches before choosing components for agent-assisted development. This suggests an integration pattern; suitability depends on your tools and constraints. Before considering unattended use, check permissions against your requirements in a small controlled test.

    Potential use

    Compare documented approaches before choosing components for agent-assisted development.

  • Reference & discoveryGitHub · Repository

    claude-code-plugin-tracker

    linny006/claude-code-plugin-tracker

    50-WORD AI EDITORIAL SUMMARY

    Claude Code Plugin Tracker indexes plugins, hooks and extensions for Claude Code workflows. Potential use: Compare documented approaches before choosing components for agent-assisted development. This suggests an integration pattern; suitability depends on your tools and constraints. Before considering unattended use, check permissions against your requirements in a small controlled test.

    Potential use

    Compare documented approaches before choosing components for agent-assisted development.

  • Desktop executionGitHub · Repository

    codevisor

    851-labs/codevisor

    50-WORD AI EDITORIAL SUMMARY

    Codevisor presents a native application for working with agent-assisted software engineering. Potential use: Connect operator tasking to tools while preserving permission boundaries. This suggests an integration pattern; suitability depends on your tools and constraints. Before considering unattended use, check permissions and licensing against your requirements in a small controlled test.

    Potential use

    Connect operator tasking to tools while preserving permission boundaries.

  • Context & retrievalGitHub · Repository

    scubiee

    Usmansayed/scubiee

    50-WORD AI EDITORIAL SUMMARY

    Scubiee builds local code context through semantic search, relationship mapping, live synchronization and MCP integration. Potential use: Supply relevant context to agents while preserving provenance and access boundaries. This suggests an integration pattern; suitability depends on your tools and constraints. Check permissions against your requirements in a small controlled test.

    Potential use

    Supply relevant context to agents while preserving provenance and access boundaries.

  • Task orchestrationGitHub · Repository

    detent

    digitaldrywood/detent

    50-WORD AI EDITORIAL SUMMARY

    Detent coordinates agent work using GitHub boards, isolated worktrees, validation gates and a serialized merge process. Potential use: Coordinate task handoffs with explicit responsibilities and review points. This suggests an integration pattern; suitability depends on your tools and constraints. Before considering unattended use, check permissions using a small controlled test.

    Potential use

    Coordinate task handoffs with explicit responsibilities and review points.

  • Runtime patternsGitHub · Repository

    atto

    sebastianrcnt/atto

    50-WORD AI EDITORIAL SUMMARY

    Atto offers a Go terminal harness with shell tools, sessions, context compaction and hooks. Potential use: Study execution loops and state handling before designing an agent runtime. This suggests an integration pattern; suitability depends on your tools and constraints. Before considering unattended use, check permissions using a small controlled test.

    Potential use

    Study execution loops and state handling before designing an agent runtime.

  • Task orchestrationGitHub · Repository

    software-factory

    theninjadojo/software-factory

    50-WORD AI EDITORIAL SUMMARY

    Software Factory turns labeled GitHub issues into sandboxed analysis, implementation and pull-request workflows. Potential use: Coordinate task handoffs with explicit responsibilities and review points. This suggests an integration pattern; suitability depends on your tools and constraints. Before considering unattended use, check permissions against your requirements in a small controlled test.

    Potential use

    Coordinate task handoffs with explicit responsibilities and review points.

  • Evaluation & controlsGitHub · Repository

    SkillEvaluator

    NVIDIA/SkillEvaluator

    50-WORD AI EDITORIAL SUMMARY

    SkillEvaluator evaluates agent skills using quality gates, semantic-overlap checks, generated datasets and evaluation workflows. Potential use: Use measured evidence to distinguish completed work from unsupported agent claims. This suggests an integration pattern; suitability depends on your tools and constraints. Before considering unattended use, check permissions using a small controlled test.

    Potential use

    Use measured evidence to distinguish completed work from unsupported agent claims.

  • Evaluation & controlsGitHub · Repository

    fred-agent-evaluator

    fred-agent/fred-agent-evaluator

    50-WORD AI EDITORIAL SUMMARY

    Fred Agent Evaluator supplies components for evaluating agent behavior during online operation. Potential use: Use measured evidence to distinguish completed work from unsupported agent claims. This suggests an integration pattern; suitability depends on your tools and constraints. Before integrating it, check permissions against your requirements in a small controlled test.

    Potential use

    Use measured evidence to distinguish completed work from unsupported agent claims.

  • Evaluation & controlsGitHub · Repository

    promptic-python-sdk

    prompticeu/promptic-python-sdk

    50-WORD AI EDITORIAL SUMMARY

    Promptic Python SDK provides tracing, prompt optimization and evaluation interfaces through Python and command-line tooling. Potential use: Use measured evidence to distinguish completed work from unsupported agent claims. This suggests an integration pattern; suitability depends on your tools and constraints. Check permissions against your requirements in a small controlled test.

    Potential use

    Use measured evidence to distinguish completed work from unsupported agent claims.

  • Evaluation & controlsGitHub · Repository

    triage-kit

    ivanbao9783/triage-kit

    50-WORD AI EDITORIAL SUMMARY

    Triage Kit supports investigating failed agent cases and checking task quality in Harbor evaluations. Potential use: Use measured evidence to distinguish completed work from unsupported agent claims. This suggests an integration pattern; suitability depends on your tools and constraints. Before considering unattended use, check permissions using a small controlled test.

    Potential use

    Use measured evidence to distinguish completed work from unsupported agent claims.

  • Evaluation & controlsGitHub · Repository

    agent-evaluation-framework

    Lin-chpin/agent-evaluation-framework

    50-WORD AI EDITORIAL SUMMARY

    Agent Evaluation Framework provides pluggable evaluation for agents and skills with auditable, reversible improvement processes. Potential use: Use measured evidence to distinguish completed work from unsupported agent claims. This suggests an integration pattern; suitability depends on your tools and constraints. Check permissions against your requirements in a small controlled test.

    Potential use

    Use measured evidence to distinguish completed work from unsupported agent claims.

  • Evaluation & controlsGitHub · Repository

    FORGE

    yassineaqejjaj/FORGE

    50-WORD AI EDITORIAL SUMMARY

    Forge combines agent evaluation, benchmarking and improvement workflows in a development framework. Potential use: Use measured evidence to distinguish completed work from unsupported agent claims. This suggests an integration pattern; suitability depends on your tools and constraints. Before integrating it, check permissions against your requirements in a small controlled test.

    Potential use

    Use measured evidence to distinguish completed work from unsupported agent claims.

  • Evaluation & controlsGitHub · Repository

    agent-CE

    undomestic-georgebeadle691/agent-CE

    50-WORD AI EDITORIAL SUMMARY

    Agent CE packages web-agent evaluation frameworks for container-based execution and continuous integration. Potential use: Use measured evidence to distinguish completed work from unsupported agent claims. This suggests an integration pattern; suitability depends on your tools and constraints. Before integrating it, check permissions against your requirements in a small controlled test.

    Potential use

    Use measured evidence to distinguish completed work from unsupported agent claims.

  • Evaluation & controlsGitHub · Repository

    loom

    ca-mrc/loom

    50-WORD AI EDITORIAL SUMMARY

    Loom supplies a platform for evaluation and dataset generation in AI development workflows. Potential use: Use measured evidence to distinguish completed work from unsupported agent claims. This suggests an integration pattern; suitability depends on your tools and constraints. Before adoption, check permissions against your requirements in a small controlled test.

    Potential use

    Use measured evidence to distinguish completed work from unsupported agent claims.

  • Reference & discoveryGitHub · Repository

    multimodal-agent-evaluation-handbook

    Xiesy0229/multimodal-agent-evaluation-handbook

    50-WORD AI EDITORIAL SUMMARY

    Multimodal Agent Evaluation Handbook explains evaluation concepts, execution traces and small evaluation systems for beginners. Potential use: Compare documented approaches before choosing components for agent-assisted development. This suggests an integration pattern; suitability depends on your tools and constraints. Before adoption, check permissions against your requirements in a small controlled test.

    Potential use

    Compare documented approaches before choosing components for agent-assisted development.

  • Runtime patternsGitHub · Repository

    limen

    overment/limen

    50-WORD AI EDITORIAL SUMMARY

    Limen is an agent harness organized around files, Git and command-line tools for coordinating multiple agents. Potential use: Study execution loops and state handling before designing an agent runtime. This suggests an integration pattern; suitability depends on your tools and constraints. Before adoption, check permissions using a small controlled test.

    Potential use

    Study execution loops and state handling before designing an agent runtime.

  • Runtime patternsGitHub · Repository

    mecatl

    stacklok/mecatl

    50-WORD AI EDITORIAL SUMMARY

    Mecatl provides a provider-neutral agent harness with durable state, permissions and local or remote execution interfaces. Potential use: Study execution loops and state handling before designing an agent runtime. This suggests an integration pattern; suitability depends on your tools and constraints. Before adoption, check permissions using a small controlled test.

    Potential use

    Study execution loops and state handling before designing an agent runtime.