multica-ai/multicaPublic

Make humans and AI agents work as one team — open-source and self-hostable.

AI summary: An advanced multimodal AI orchestration layer designed to seamlessly process text, image, and audio inputs in unified workflows.

Stars
51.9K
+172 today
Forks
6.7K
Watchers
186
Open issues
932
Open PRs
732
Contributors
~324
Commits
5.5K
Branches
2.7K

GoOtherCreated Jan 13, 2026Last push 2d agoLatest release v0.5.3+578 stars this week+3.2K this month

Quick answers

What is multica?
An advanced multimodal AI orchestration layer designed to seamlessly process text, image, and audio inputs in unified workflows.
What does multica do?
Multica provides a sophisticated orchestration framework specifically engineered to handle complex, multimodal AI tasks. It acts as a unified abstraction layer over various foundational models, allowing developers to route mixed inputs—such as combining a text prompt with an image and an audio snippet—through customized reasoning pipelines. The system elegantly manages the context windows, tokenization differences, and asynchronous processing required when dealing with distinct modalities simultaneously. By abstracting the heavy lifting of multimodal integration, Multica enables the rapid development of applications that perceive and reason across multiple data types just like humans do.
Who is multica for?
Multica is built for AI engineers and full-stack developers who are building next-generation applications that require deep integration of vision, audio, and language models.
How do I get started with multica?
npm install @multica/core and configure your model API keys in the central initialization block.
How popular is multica on GitHub?
multica-ai/multica has 51,857 stars and 6,738 forks on GitHub, and gained 578 stars in the last 7 days.
What license does multica use?
multica-ai/multica is released under the Other license.

Star history

since Jul 29, 2026
020K40KJul 2026Aug 2026Sep 2026Oct 2026
51.9K stars as of Oct 2, 2026. Measured daily since Jul 29, 2026; GitHub no longer exposes earlier star timestamps.

Contribution activity

commits per day, last 52 weeks
SepOctNovDecJanFebMarAprMayJunJulAugSepMonWedFri2025-09-27: 0 commits2025-09-28: 0 commits2025-09-29: 0 commits2025-09-30: 0 commits2025-10-01: 0 commits2025-10-02: 0 commits2025-10-03: 0 commits2025-10-04: 0 commits2025-10-05: 0 commits2025-10-06: 0 commits2025-10-07: 0 commits2025-10-08: 0 commits2025-10-09: 0 commits2025-10-10: 0 commits2025-10-11: 0 commits2025-10-12: 0 commits2025-10-13: 0 commits2025-10-14: 0 commits2025-10-15: 0 commits2025-10-16: 0 commits2025-10-17: 0 commits2025-10-18: 0 commits2025-10-19: 0 commits2025-10-20: 0 commits2025-10-21: 0 commits2025-10-22: 0 commits2025-10-23: 0 commits2025-10-24: 0 commits2025-10-25: 0 commits2025-10-26: 0 commits2025-10-27: 0 commits2025-10-28: 0 commits2025-10-29: 0 commits2025-10-30: 0 commits2025-10-31: 0 commits2025-11-01: 0 commits2025-11-02: 0 commits2025-11-03: 0 commits2025-11-04: 0 commits2025-11-05: 0 commits2025-11-06: 0 commits2025-11-07: 0 commits2025-11-09: 0 commits2025-11-10: 0 commits2025-11-11: 0 commits2025-11-12: 0 commits2025-11-13: 0 commits2025-11-14: 0 commits2025-11-15: 0 commits2025-11-16: 0 commits2025-11-17: 0 commits2025-11-18: 0 commits2025-11-19: 0 commits2025-11-20: 0 commits2025-11-21: 0 commits2025-11-22: 0 commits2025-11-23: 0 commits2025-11-24: 0 commits2025-11-25: 0 commits2025-11-26: 0 commits2025-11-27: 0 commits2025-11-28: 0 commits2025-11-29: 0 commits2025-11-30: 0 commits2025-12-01: 0 commits2025-12-02: 0 commits2025-12-03: 0 commits2025-12-04: 0 commits2025-12-05: 0 commits2025-12-06: 0 commits2025-12-07: 0 commits2025-12-08: 0 commits2025-12-09: 0 commits2025-12-10: 0 commits2025-12-11: 0 commits2025-12-12: 0 commits2025-12-13: 0 commits2025-12-14: 0 commits2025-12-15: 0 commits2025-12-16: 0 commits2025-12-17: 0 commits2025-12-18: 0 commits2025-12-19: 0 commits2025-12-20: 0 commits2025-12-21: 0 commits2025-12-22: 0 commits2025-12-23: 0 commits2025-12-24: 0 commits2025-12-25: 0 commits2025-12-26: 0 commits2025-12-27: 0 commits2025-12-28: 0 commits2025-12-29: 0 commits2025-12-30: 0 commits2025-12-31: 0 commits2026-01-01: 0 commits2026-01-02: 0 commits2026-01-03: 0 commits2026-01-04: 0 commits2026-01-05: 0 commits2026-01-06: 0 commits2026-01-07: 0 commits2026-01-08: 0 commits2026-01-09: 0 commits2026-01-10: 0 commits2026-01-11: 0 commits2026-01-12: 0 commits2026-01-13: 0 commits2026-01-14: 0 commits2026-01-15: 0 commits2026-01-16: 0 commits2026-01-17: 0 commits2026-01-18: 0 commits2026-01-19: 0 commits2026-01-20: 0 commits2026-01-21: 0 commits2026-01-22: 0 commits2026-01-23: 0 commits2026-01-24: 0 commits2026-01-25: 0 commits2026-01-26: 0 commits2026-01-27: 0 commits2026-01-28: 4 commits2026-01-29: 2 commits2026-01-30: 149 commits2026-01-31: 23 commits2026-02-01: 17 commits2026-02-02: 42 commits2026-02-03: 50 commits2026-02-04: 62 commits2026-02-05: 76 commits2026-02-06: 42 commits2026-02-07: 0 commits2026-02-08: 0 commits2026-02-09: 44 commits2026-02-10: 50 commits2026-02-11: 55 commits2026-02-12: 50 commits2026-02-13: 66 commits2026-02-14: 33 commits2026-02-15: 82 commits2026-02-16: 11 commits2026-02-17: 51 commits2026-02-18: 0 commits2026-02-19: 0 commits2026-02-20: 0 commits2026-02-21: 0 commits2026-02-22: 0 commits2026-02-23: 0 commits2026-02-24: 1 commit2026-02-25: 0 commits2026-02-26: 8 commits2026-02-27: 0 commits2026-02-28: 0 commits2026-03-01: 0 commits2026-03-02: 0 commits2026-03-03: 0 commits2026-03-04: 0 commits2026-03-05: 0 commits2026-03-06: 0 commits2026-03-07: 0 commits2026-03-08: 0 commits2026-03-09: 0 commits2026-03-10: 0 commits2026-03-11: 0 commits2026-03-12: 0 commits2026-03-13: 0 commits2026-03-14: 0 commits2026-03-15: 0 commits2026-03-16: 0 commits2026-03-17: 0 commits2026-03-18: 0 commits2026-03-19: 0 commits2026-03-20: 1 commit2026-03-21: 19 commits2026-03-22: 7 commits2026-03-23: 10 commits2026-03-24: 33 commits2026-03-25: 31 commits2026-03-26: 44 commits2026-03-27: 16 commits2026-03-28: 26 commits2026-03-29: 24 commits2026-03-30: 37 commits2026-03-31: 89 commits2026-04-01: 34 commits2026-04-02: 40 commits2026-04-03: 23 commits2026-04-04: 9 commits2026-04-05: 4 commits2026-04-06: 3 commits2026-04-07: 34 commits2026-04-08: 35 commits2026-04-09: 67 commits2026-04-10: 78 commits2026-04-11: 20 commits2026-04-12: 31 commits2026-04-13: 72 commits2026-04-14: 67 commits2026-04-15: 38 commits2026-04-16: 40 commits2026-04-17: 49 commits2026-04-18: 11 commits2026-04-19: 2 commits2026-04-20: 23 commits2026-04-21: 28 commits2026-04-22: 31 commits2026-04-23: 25 commits2026-04-24: 29 commits2026-04-25: 6 commits2026-04-26: 17 commits2026-04-27: 16 commits2026-04-28: 23 commits2026-04-29: 55 commits2026-04-30: 24 commits2026-05-01: 6 commits2026-05-02: 3 commits2026-05-03: 18 commits2026-05-04: 9 commits2026-05-05: 0 commits2026-05-06: 43 commits2026-05-07: 18 commits2026-05-08: 18 commits2026-05-09: 34 commits2026-05-10: 6 commits2026-05-11: 23 commits2026-05-12: 21 commits2026-05-13: 33 commits2026-05-14: 39 commits2026-05-15: 37 commits2026-05-16: 5 commits2026-05-17: 4 commits2026-05-18: 42 commits2026-05-19: 36 commits2026-05-20: 27 commits2026-05-21: 27 commits2026-05-22: 29 commits2026-05-23: 0 commits2026-05-24: 6 commits2026-05-25: 27 commits2026-05-26: 32 commits2026-05-27: 29 commits2026-05-28: 30 commits2026-05-29: 18 commits2026-05-30: 4 commits2026-05-31: 0 commits2026-06-01: 20 commits2026-06-02: 24 commits2026-06-03: 16 commits2026-06-04: 25 commits2026-06-05: 31 commits2026-06-06: 4 commits2026-06-07: 0 commits2026-06-08: 32 commits2026-06-09: 19 commits2026-06-10: 16 commits2026-06-11: 6 commits2026-06-12: 13 commits2026-06-13: 7 commits2026-06-14: 0 commits2026-06-15: 21 commits2026-06-16: 15 commits2026-06-17: 27 commits2026-06-18: 19 commits2026-06-19: 5 commits2026-06-20: 1 commit2026-06-21: 3 commits2026-06-22: 22 commits2026-06-23: 18 commits2026-06-24: 34 commits2026-06-25: 18 commits2026-06-26: 19 commits2026-06-27: 1 commit2026-06-28: 2 commits2026-06-29: 16 commits2026-06-30: 25 commits2026-07-01: 23 commits2026-07-02: 22 commits2026-07-03: 20 commits2026-07-04: 2 commits2026-07-05: 3 commits2026-07-06: 24 commits2026-07-07: 16 commits2026-07-08: 18 commits2026-07-09: 30 commits2026-07-10: 22 commits2026-07-11: 10 commits2026-07-12: 20 commits2026-07-13: 28 commits2026-07-14: 30 commits2026-07-15: 39 commits2026-07-16: 29 commits2026-07-17: 25 commits2026-07-18: 0 commits2026-07-19: 0 commits2026-07-20: 27 commits2026-07-21: 15 commits2026-07-22: 20 commits2026-07-23: 32 commits2026-07-24: 29 commits2026-07-25: 3 commits2026-07-26: 0 commits2026-07-27: 24 commits2026-07-28: 24 commits2026-07-29: 36 commits2026-07-30: 39 commits2026-07-31: 24 commits2026-08-01: 1 commit2026-08-02: 0 commits2026-08-03: 28 commits2026-08-04: 34 commits2026-08-05: 35 commits2026-08-06: 27 commits2026-08-07: 25 commits2026-08-08: 15 commits2026-08-09: 8 commits2026-08-10: 20 commits2026-08-11: 27 commits2026-08-12: 32 commits2026-08-13: 29 commits2026-08-14: 23 commits2026-08-15: 4 commits2026-08-16: 7 commits2026-08-17: 33 commits2026-08-18: 28 commits2026-08-19: 44 commits2026-08-20: 44 commits2026-08-21: 24 commits2026-08-22: 3 commits2026-08-23: 12 commits2026-08-24: 20 commits2026-08-25: 20 commits2026-08-26: 24 commits2026-08-27: 10 commits2026-08-28: 19 commits2026-08-29: 0 commits2026-08-30: 3 commits2026-08-31: 27 commits2026-09-01: 11 commits2026-09-02: 17 commits2026-09-03: 23 commits2026-09-04: 14 commits2026-09-05: 1 commit2026-09-06: 0 commits2026-09-07: 26 commits2026-09-08: 16 commits2026-09-09: 15 commits2026-09-10: 28 commits2026-09-11: 25 commits2026-09-12: 2 commits2026-09-13: 6 commits2026-09-14: 21 commits2026-09-15: 22 commits2026-09-16: 27 commits2026-09-17: 9 commits2026-09-18: 19 commits2026-09-19: 3 commits2026-09-20: 14 commits2026-09-21: 24 commits2026-09-22: 12 commits2026-09-23: 27 commits2026-09-24: 24 commits2026-09-25: 0 commits2026-09-26: 0 commits
4,918 commits in the last yearLessMore

Signals and awards

derived from tracked data
  • Landmark project

    51,857 stars

  • Very active

    4,918 commits in 52 weeks

  • Community-driven

    ~324 contributors

  • Continuous integration

    Automated checks passing

  • Repeat trending

    17 trending appearances

What multica does

Multica provides a sophisticated orchestration framework specifically engineered to handle complex, multimodal AI tasks. It acts as a unified abstraction layer over various foundational models, allowing developers to route mixed inputs—such as combining a text prompt with an image and an audio snippet—through customized reasoning pipelines. The system elegantly manages the context windows, tokenization differences, and asynchronous processing required when dealing with distinct modalities simultaneously. By abstracting the heavy lifting of multimodal integration, Multica enables the rapid development of applications that perceive and reason across multiple data types just like humans do.

Multica is built for AI engineers and full-stack developers who are building next-generation applications that require deep integration of vision, audio, and language models.

  • Unified Multimodal API: Provides a single, consistent interface for sending mixed combinations of text, image, and audio data to various underlying models.
  • Intelligent Routing Engine: Automatically selects the most appropriate model or sequence of models based on the specific modalities present in the user request.
  • Cross-Modal Context Management: Maintains state and context seamlessly when workflows transition from processing one modality (e.g., vision) to another (e.g., text synthesis).
  • Extensible Plugin Architecture: Easily allows developers to add support for new proprietary or open-source multimodal models as they are released.
  • Optimized Asset Handling: Features built-in utilities for resizing, compressing, and formatting media assets before transmitting them to LLM endpoints.

Where teams use it

Multimodal Customer Support

For building intelligent agents that can simultaneously analyze a user's typed complaint, a screenshot of the error, and an audio snippet of their issue.

Automated Media Analysis

For media companies needing to automatically generate descriptive tags and summaries by simultaneously processing the audio track and video frames of content.

Accessible Application Interfaces

For developers creating applications that allow users to interact fluidly using voice, text, or visual inputs interchangeably without breaking context.

Complex Document Processing

For financial institutions building pipelines to extract structured data from scanned documents containing mixed text, charts, and handwritten notes.

Getting started: npm install @multica/core and configure your model API keys in the central initialization block.

README

main branch
Multica

Multica

Agents that show up on the board.

Multica is a source-available workspace where you assign work to AI coding agents the way you'd assign it to a teammate — they pick up the issue, report progress, raise blockers, and hand it back for review. Self-hostable, works with 26 agent CLIs, no lock-in.

CI Release GitHub stars Discord

Star History Rank GitHub Trending Repository of the Day

Website · Docs · Quickstart · Download · Vision · Self-Hosting · Discord · X

English | 简体中文

A Multica board where six agents and their human teammates are moving work across columns

Your next 10 hires won't be human.


What is Multica?

You already run Claude Code, Codex, and three other agents. Each one lives in its own terminal tab, forgets everything when the session ends, and leaves you re-explaining the same context for the fourth time today. The more agents you add, the more of your day goes to babysitting them.

Multica puts those agents and your teammates in one workspace. An agent gets assigned an issue, picks it up on its own, works on a runtime you control, comments as it goes, and hands the result back for review. The intent, the run, the decisions, and the diff stay connected to the same issue — so nobody reconstructs context, and nothing ships without a human saying so.


Build the team.

Claude Code, Codex, Cursor, Kimi — you don't pick one. You hire them all.

  • 26 agent CLIs → Claude Code, Codex, Cursor, Copilot, Kimi, OpenCode, and more.
  • Agents as teammates → Give each one a name, a provider, and a runtime — they show up on the board like anyone else.
  • Squads → Put agents and people on one team; the leader routes the work.
  • Skills → Turn a solved problem into a playbook every agent reuses.
  • Your own runtime → Their desk is your machine — a daemon on your laptop or cloud box. Code never leaves it.

Hand off the work.

It starts as three rough sentences in an issue. It ends as a pull request.

  • Assign an issue → Pick an agent as assignee the way you'd pick a colleague — it takes the work from there.
  • Autopilots → Run standups, audits, and reports on a cron — nobody to remind.
  • Chat → Ask your workspace a question, or start work without filing anything.
  • Projects → Group work and attach the repos and docs agents need as context.

Stay in the loop.

Which agent touched this? What did it run? What did it cost? Open the run.

  • Execution log → Replay every tool call, command, and error, timestamped.
  • Token usage → See what each run cost, per agent and per issue.
  • Review gates → Work lands in review, not in main. You decide what ships.
  • Inbox → Get pinged when an agent needs a call, not for every step.
  • Retries and timeouts → Failed runs retry on their own, or stop and tell you why.

Make it yours.

Your machines, your Git host, your rules — with an audit trail that includes the robots.


Get started

No terminal required: sign up at multica.ai, or download Multica Desktop for macOS, Windows, and Linux — it connects the computer it runs on as a runtime automatically.

The one prerequisite: the machine that will run agents needs at least one supported agent CLI installed and signed in — Claude Code, Codex, Cursor, and friends. Multica drives them; it doesn't ship them.

Self-hosting the whole thing
curl -fsSL https://raw.githubusercontent.com/multica-ai/multica/main/scripts/install.sh | bash -s -- --with-server
multica setup self-host

On Windows, set $env:MULTICA_MODE="with-server", then run the PowerShell installer: irm https://raw.githubusercontent.com/multica-ai/multica/main/scripts/install.ps1 | iex.

This pulls the official images from GHCR and requires Docker. See the Self-Hosting Guide; if the selected GHCR tag has not been published yet, fall back to make selfhost-build from a checkout.


Your first agent in five minutes

1. Sign in. multica.ai in the browser, or open Multica Desktop.

2. Connect a computer. A runtime is any machine agents can work on — your laptop, or a cloud box. Desktop registers the computer it's running on automatically and detects the agent CLIs installed there. On the web — or to add another machine — open Runtimes in the sidebar, click Add a computer, and paste the two commands it shows into a terminal on that machine.

3. Create an agent. Open Agents in the sidebar and click New agent. Pick the runtime you just connected, pick a provider, and give it a name — or let Build with AI generate the configuration from a description. That name is how it shows up on the board and in comments.

4. Assign it something. File an issue and set the agent as assignee. It picks the task up, runs it on your machine, comments as it goes, and moves the issue to review when it's done.

Full walkthrough: Quickstart · Tutorial


Runtimes

Multica does not ship a model. It drives the agent CLIs you already have installed and authenticated, so switching providers is a dropdown, not a migration.

Provider CLI Provider CLI
Claude Code claude OpenAI Codex codex
Cursor Agent cursor-agent GitHub Copilot CLI copilot
OpenCode opencode OpenClaw openclaw
Hermes hermes Pi pi
Antigravity agy CodeBuddy codebuddy
DevEco Code deveco Grok grok
Kimi kimi Kiro CLI kiro-cli
Qoder CLI qodercli Qoder CN qoderclicn
Qwen Code qwen QwenPaw qwenpaw
Reasonix reasonix Trae CLI traecli
DeepSeek Harness dsh Oh-My-Pi omp
MiniMax Code mcode Dim dim
Huawei Cloud CodeArts codearts — —

Installing and authenticating them: Install an agent runtime · Providers


Documentation

I want to… Start here
Get an agent doing something today Quickstart · Tutorial
Understand how the pieces fit Core concepts · How Multica works
Create and configure agents Agents · Create an agent · Skills
Get work to an agent Triggering agents · Assigning issues · Mentions
Connect my machines Daemon and runtimes · Install an agent runtime
Connect Git and chat tools GitHub · Self-hosted Git · Channels
Run it on my own infrastructure Self-hosting · Security model · Environment variables
Script it CLI reference · CLI and daemon guide · Auth tokens
Drive Multica from Codex, Claude Code, or Cursor Multica CLI skill
Work out why an agent is stuck Tasks · Troubleshooting

Architecture

        Web  ·  Desktop (macOS/Windows/Linux)  ·  iOS
                          │
                          ▼
   ┌──────────────┐   ┌──────────────┐   ┌──────────────────┐
   │   Next.js    │──>│  Go backend  │──>│   PostgreSQL     │
   │   frontend   │<──│  (Chi + WS)  │<──│   (17)           │
   └──────────────┘   └──────┬───────┘   └──────────────────┘
                             │  tasks over WebSocket
                      ┌──────┴───────┐
                      │ Agent daemon │  runs on your machine, next to your code
                      └──────┬───────┘
                             │  spawns
                      ┌──────┴───────────────────────────────┐
                      │  Claude Code · Codex · Cursor · …    │
                      │  (any of the 26 runtimes above)      │
                      └──────────────────────────────────────┘
Layer Stack
Web Next.js 16 (App Router)
Desktop Electron, sharing the web UI packages
Mobile Expo / React Native (iOS)
Backend Go (Chi router, sqlc, gorilla/websocket)
Database PostgreSQL 17 (pgcrypto + pg_trgm)
Agent runtime Local daemon executing any of the 26 agent CLIs above

Development

Contributors: start with the Contributing Guide.

Prerequisites: Node.js 22, pnpm 10.28.2, Go 1.26.6, Docker

make dev

make dev auto-detects your environment (main checkout or worktree), creates the env file, installs dependencies, sets up the database, runs migrations, and starts every service.

See CONTRIBUTING.md for the full workflow, worktree support, testing, and troubleshooting. The iOS client lives in apps/mobile/ — its README covers building it onto your own iPhone.

We release most weekdays, so main moves quickly — pull often.


Why "Multica"?

Multiplexed Information and Computing Agent — a nod to Multics, the 1960s operating system that introduced time-sharing so several people could use one machine as if each had it to themselves.

Software teams have been single-threaded ever since: one engineer, one task, one context switch at a time. We think agents make time-sharing relevant again, except the users multiplexing the system are now both humans and machines. A small team shouldn't feel small.

The longer argument, and where we think this goes: VISION.md.


License

Multica License — the complete Apache License 2.0 text plus additional conditions covering hosted services, commercial embedding, and branding. Self-host it, modify it, build on it; the exact terms are in the LICENSE, attribution notices in NOTICE.

View on GitHub

Recent activity

commits and pull requests

Releases and announcements

160 total
  1. v0.5.3v0.5.3Sep 24, 20266.9K downloads

    ## Changelog * 9df0cae78a86f83b14d8f28ce4e4e11c0d9c8482 MUL-7429: complete issues when every linked PR merges (#8758) * e909e9c89d524cd54c1d5f4fa5963882093efdc9 MUL-7587 fix(daemon): show on-behalf-of identity in agent context (#8688) * d5a25d743862d28d6aa6bcc60bc1f3db0a96097a MUL-7608 feat(mobile): add Simplified Chinese localization (#8702) * 62efe26aa09fe82470e36607c4bcc92a8974373c MUL-7620 feat(telegram): send and receive photos, videos and files (#8727) * 0516dd57c3e893f9c4d6c8690d415e360f50fefc MUL-7625: feat(antigravity): stream live tool execution events (#8734) * 470fd1fc0dcbbb8b86a8d13c6b4c43b6f2a10e1f MUL-7638 fix(usage): include cache writes in hit rate (#8798) * 1d94166dc2d33b3720e21f90853f8ba333714185 MUL-7642: full-window attachment viewer that pages through every file (#8763) * 54520de9577ea4fe1bbcc4cfcc3755cae643ae93 MUL-7646: fix(claude): report per-run usage for resumed sessions (#8792) * 0da0b46bbf1a6ece1c7994c9410a9e7370cfa8e5 MUL-7672: only a closing keyword completes an issue on PR merge (#8794) * ec70b224d761358bcdfd6a77af10c7e7ef6fca2a MUL-7675: feat(grok): support live-run steering via Grok Build ACP (#8796) * f721ce5c32478502fd8ea95b7c1606c59d6ed7a6 MUL-7

  2. v0.5.2v0.5.2Sep 23, 202695.3K downloads

    ## Changelog * af62622e50e5d0cb5d3dfc8d0701311e14c21dca MUL-7288: fix(server): wake guest squad leaders on worker replies (#8314) * b7cdd76ad8129807608fa69bf395ed9baa0c1412 MUL-7349: feat(server): add the duplicate-mark column and keep it correct (1/2) (#8691) * 1879bc35e3441e602132ee37e9463043d6bad986 MUL-7351: fix(daemon): fence and retry task start acknowledgements (LANX-3) (#8400) * 9b8da372cc57d8d1c9df5366b37141ffc1a3b0c2 MUL-7450 fix(lark): surface the event-delivery check a silent Bot needs (#8735) * 8f1ad46ee8fe4c442e1301780f72b33ef255fa6d MUL-7556: index GitHub PR address lookups (#8636) * 5140b99d8661c6b44f9d9dfebd195cafc2664bbe MUL-7577: remove no-start guidance from runtime and platform skill (#8680) * d31fcbc9b778360d8e2119127d55359e81accedc MUL-7585 feat(telegram): inline recent group context on @mentions (#8673) * 90e0bdf830436b3981b32a7017e1c18d41c7cdea MUL-7586 Atomically create issues with custom properties (#8689) * d2423aa35cbb0e51edaa63ef50d4051324664513 MUL-7590: fix(execenv): support OpenClaw agents.entries per-agent workspaces (#8678) * 2b60f3b5dee4d9e93da5b7f85a44715be7a6bd03 MUL-7594: fix(server): record creation activity for autopilot issues (#8684) * 540

  3. v0.5.1v0.5.1Sep 21, 2026178.6K downloads

    ## Changelog * 2bd4f1757106042b625b4789b60cd5a5528067db MUL-7058 feat(cli): support self-hosted Gitea release sources (#8027) * 41db4282951c24fb9bf7c11bb0ca371c362a46f0 MUL-7324 feat(wecom): answer in the message the question opened (#8355) * 2561b492c35aae6e4567c25836bab049400d08d4 MUL-7324 refactor(wecom): trim the stream bubble test suite and its test-only hooks (#8625) * c375f83c2ec5f9e5eef513cbc4fa65e3c8398aea MUL-7418: add issue event and time wakeups (#8467) * 1df4e0a8bf290732fed0d8dcb2561b6e2dd218f0 MUL-7477 fix(telegram): one reply per turn across replicas, restarts and retries (#8545) * 3de6275eb31ad5b56e5c6a3ef0cd49987d6f3de2 MUL-7480: Link delivered steers to final replies (#8623) * 8c9f865e3ec754d268f78a107cc4e0d2460685bd MUL-7480: Revert comment steering feature (#8648) * 8ce795b00718bd5d527153a6ded1de36e943be12 MUL-7480: Steer active agent turns from comments (#8605) * 8c4f4328f6e3baff08394b309034463b5db9d7af MUL-7485: fix(issues): make the cancelled-work warning specific and match its own headline (#8540) * a51fd83072dd8f8b6e57d6896549c807643f9743 MUL-7517: clarify squad leader identity framing (#8597) * 55bc4df1734f0adb202e10cf16e997e4edc0ed77 MUL-7518: fix(editor)

  4. v0.5.0v0.5.0Sep 18, 2026253.2K downloads

    ## Changelog * bf7e6e50e7322ace62c9c2a28fa322613d4961da MUL-5241 fix(agent): bound the hermes shutdown so an escaped pipe holder can't wedge a turn (#5878) * 91ad87186437230303d7a6862a16089656b4fdbe MUL-6648: feat(cli): add issue comment update command (#7507) * f9f5e3b81fc428729159212899d1ff8ba0f350be MUL-6734 fix(daemon): resolve Windows set-path overrides via LookPath (#7623) * 78a5f69ae1da5b194fe0146d174f507e23b8ff98 MUL-6813: fix: surface private runtime owner mismatch as explicit failure (#7805) * 7e817463174944bf87bf62caacc788934e77b6aa MUL-7019 fix(wecom): show the agent the message a sender quoted (#7980) * aa684997f1ec0a7d1db5cad4414837e72552f681 MUL-7024 fix(wecom): clear the previous bot's rows when an agent swaps bots (#7985) * 5336391978f99754836261aaf9a664fd466e68b6 MUL-7299: feat(issues): filter issues by the parent project's status (#8321) * a6472044c3d2755031c118b4122c38e86d603769 MUL-7300 fix(issues): preserve Quick Create original input (#8519) * 4d4cae7753f3765900c695d4a1c9b4134a28eb9e MUL-7312 LARI-10: Desktop PATH fix + CodeBuddy Claude-parity stream-json guards (#8340) * d3e0bae12bb948afd534441230d80ebe2a283566 MUL-7314 fix(wecom): pace outbound pushes at We

  5. v0.4.44v0.4.44Sep 15, 2026253.5K downloads

    ## Changelog * 023c349f5f8de922437dba07449f5f1c95af26d4 MUL-7072 chore(db): drop the reference_only column (#8253) * 8bf525eb2dde0e4e97174bc21ecbc6ff11fc998a MUL-7106 feat(dingtalk): add contextual replies and task lifecycle reactions (#8125) * 7ebe0bf58d99238ccf830c7ed1aa658d4f5807d0 MUL-7213: feat(server): Triage has no executor (#8373) * 3551e72e76d2c276e550b668303646d1280fb1e2 MUL-7232 feat(daemon): add dsh desktop(self-hosted) support (#8237) * dee1ed6bf956917bb5aa669b24da7c52cae3acfa MUL-7236: add anonymous self-host telemetry (#8252) * 7dafc0cd625425b91e698a5f6e555a37a1846e68 MUL-7240: Unify issue lifecycle into four stored categories (#8261) * 686957e74346e55dcd3522ff9d475a3d6bd4f2c1 MUL-7271: test(server): cut slow Go test time further (follow-up to #8295) (#8318) * 8bf3046f2203966c8a9890d341c71fa4a725129c MUL-7275: fix(skills): normalize Windows archive entry paths (#8297) * a9e82c79739446111b8ca9acbb256f584072d20d MUL-7282: fix(comments): delete only the selected comment and keep its replies (#8323) * 27d0529faf696f4777903f81e68a48d51052523b MUL-7319 fix(wecom): a completion of whitespace is not a message (#8347) * b8d03bc3f498fbba2dc251f2b62b731a50b6c220 MUL-7326 fix(se

Code frequency

additions and deletions
+156.8K-156.8KWeek of 2026-01-25: +53,553 linesWeek of 2026-01-25: -10,323 linesWeek of 2026-02-01: +60,312 linesWeek of 2026-02-01: -18,662 linesWeek of 2026-02-08: +156,833 linesWeek of 2026-02-08: -63,942 linesWeek of 2026-02-15: +45,143 linesWeek of 2026-02-15: -93,470 linesWeek of 2026-02-22: +197 linesWeek of 2026-02-22: -96 linesWeek of 2026-03-01: +0 linesWeek of 2026-03-01: -0 linesWeek of 2026-03-08: +0 linesWeek of 2026-03-08: -0 linesWeek of 2026-03-15: +9,783 linesWeek of 2026-03-15: -124,215 linesWeek of 2026-03-22: +76,267 linesWeek of 2026-03-22: -36,730 linesWeek of 2026-03-29: +38,238 linesWeek of 2026-03-29: -13,729 linesWeek of 2026-04-05: +81,589 linesWeek of 2026-04-05: -43,912 linesWeek of 2026-04-12: +63,914 linesWeek of 2026-04-12: -26,056 linesWeek of 2026-04-19: +57,976 linesWeek of 2026-04-19: -21,144 linesWeek of 2026-04-26: +51,739 linesWeek of 2026-04-26: -13,147 linesWeek of 2026-05-03: +44,939 linesWeek of 2026-05-03: -11,213 linesWeek of 2026-05-10: +56,895 linesWeek of 2026-05-10: -10,640 linesWeek of 2026-05-17: +106,500 linesWeek of 2026-05-17: -23,312 linesWeek of 2026-05-24: +61,698 linesWeek of 2026-05-24: -10,488 linesWeek of 2026-05-31: +71,383 linesWeek of 2026-05-31: -5,886 linesWeek of 2026-06-07: +26,397 linesWeek of 2026-06-07: -4,501 linesWeek of 2026-06-14: +34,603 linesWeek of 2026-06-14: -6,552 linesWeek of 2026-06-21: +43,153 linesWeek of 2026-06-21: -11,529 linesWeek of 2026-06-28: +45,595 linesWeek of 2026-06-28: -10,307 linesWeek of 2026-07-05: +43,156 linesWeek of 2026-07-05: -12,552 linesWeek of 2026-07-12: +111,947 linesWeek of 2026-07-12: -14,124 linesWeek of 2026-07-19: +73,997 linesWeek of 2026-07-19: -22,171 linesWeek of 2026-07-26: +106,995 linesWeek of 2026-07-26: -33,937 linesWeek of 2026-08-02: +106,860 linesWeek of 2026-08-02: -31,887 linesWeek of 2026-08-09: +102,604 linesWeek of 2026-08-09: -13,287 linesWeek of 2026-08-16: +144,529 linesWeek of 2026-08-16: -39,299 linesWeek of 2026-08-23: +74,855 linesWeek of 2026-08-23: -13,736 linesWeek of 2026-08-30: +54,471 linesWeek of 2026-08-30: -23,682 linesWeek of 2026-09-06: +47,386 linesWeek of 2026-09-06: -9,257 linesJan 25, 2026Sep 6, 2026
+2.1M lines added, -773.8K removed over the last year.

Commits per week

last 52 weeks
3080Week of 2025-09-27: 0 commitsWeek of 2025-10-04: 0 commitsWeek of 2025-10-11: 0 commitsWeek of 2025-10-18: 0 commitsWeek of 2025-10-25: 0 commitsWeek of 2025-11-01: 0 commitsWeek of 2025-11-09: 0 commitsWeek of 2025-11-16: 0 commitsWeek of 2025-11-23: 0 commitsWeek of 2025-11-30: 0 commitsWeek of 2025-12-07: 0 commitsWeek of 2025-12-14: 0 commitsWeek of 2025-12-21: 0 commitsWeek of 2025-12-28: 0 commitsWeek of 2026-01-04: 0 commitsWeek of 2026-01-11: 0 commitsWeek of 2026-01-18: 0 commitsWeek of 2026-01-25: 178 commitsWeek of 2026-02-01: 289 commitsWeek of 2026-02-08: 298 commitsWeek of 2026-02-15: 144 commitsWeek of 2026-02-22: 9 commitsWeek of 2026-03-01: 0 commitsWeek of 2026-03-08: 0 commitsWeek of 2026-03-15: 20 commitsWeek of 2026-03-22: 167 commitsWeek of 2026-03-29: 256 commitsWeek of 2026-04-05: 241 commitsWeek of 2026-04-12: 308 commitsWeek of 2026-04-19: 144 commitsWeek of 2026-04-26: 144 commitsWeek of 2026-05-03: 140 commitsWeek of 2026-05-10: 164 commitsWeek of 2026-05-17: 165 commitsWeek of 2026-05-24: 146 commitsWeek of 2026-05-31: 120 commitsWeek of 2026-06-07: 93 commitsWeek of 2026-06-14: 88 commitsWeek of 2026-06-21: 115 commitsWeek of 2026-06-28: 110 commitsWeek of 2026-07-05: 123 commitsWeek of 2026-07-12: 171 commitsWeek of 2026-07-19: 126 commitsWeek of 2026-07-26: 148 commitsWeek of 2026-08-02: 164 commitsWeek of 2026-08-09: 143 commitsWeek of 2026-08-16: 183 commitsWeek of 2026-08-23: 105 commitsWeek of 2026-08-30: 96 commitsWeek of 2026-09-06: 112 commitsWeek of 2026-09-13: 107 commitsWeek of 2026-09-20: 101 commitsSep 27, 2025Sep 20, 2026
4.9K commits in the last 52 weeks.

When work happens

weekday and hour
SunMonTueWedThuFriSat036912151821Sun 0:00 — 13 commitsSun 1:00 — 13 commitsSun 2:00 — 14 commitsSun 3:00 — 13 commitsSun 4:00 — 10 commitsSun 5:00 — 1 commitsSun 6:00 — 3 commitsSun 7:00 — 3 commitsSun 8:00 — 2 commitsSun 9:00 — 5 commitsSun 10:00 — 11 commitsSun 11:00 — 18 commitsSun 12:00 — 12 commitsSun 13:00 — 22 commitsSun 14:00 — 21 commitsSun 15:00 — 14 commitsSun 16:00 — 11 commitsSun 17:00 — 27 commitsSun 18:00 — 13 commitsSun 19:00 — 10 commitsSun 20:00 — 6 commitsSun 21:00 — 15 commitsSun 22:00 — 11 commitsSun 23:00 — 28 commitsMon 0:00 — 10 commitsMon 1:00 — 13 commitsMon 2:00 — 10 commitsMon 3:00 — 7 commitsMon 4:00 — 4 commitsMon 5:00 — 2 commitsMon 6:00 — 6 commitsMon 7:00 — 2 commitsMon 8:00 — 13 commitsMon 9:00 — 17 commitsMon 10:00 — 13 commitsMon 11:00 — 25 commitsMon 12:00 — 51 commitsMon 13:00 — 66 commitsMon 14:00 — 91 commitsMon 15:00 — 102 commitsMon 16:00 — 87 commitsMon 17:00 — 69 commitsMon 18:00 — 82 commitsMon 19:00 — 45 commitsMon 20:00 — 17 commitsMon 21:00 — 14 commitsMon 22:00 — 12 commitsMon 23:00 — 15 commitsTue 0:00 — 17 commitsTue 1:00 — 28 commitsTue 2:00 — 24 commitsTue 3:00 — 14 commitsTue 4:00 — 5 commitsTue 5:00 — 4 commitsTue 6:00 — 1 commitsTue 7:00 — 1 commitsTue 8:00 — 8 commitsTue 9:00 — 19 commitsTue 10:00 — 14 commitsTue 11:00 — 21 commitsTue 12:00 — 39 commitsTue 13:00 — 53 commitsTue 14:00 — 110 commitsTue 15:00 — 116 commitsTue 16:00 — 110 commitsTue 17:00 — 96 commitsTue 18:00 — 100 commitsTue 19:00 — 35 commitsTue 20:00 — 13 commitsTue 21:00 — 10 commitsTue 22:00 — 21 commitsTue 23:00 — 14 commitsWed 0:00 — 17 commitsWed 1:00 — 17 commitsWed 2:00 — 5 commitsWed 3:00 — 15 commitsWed 4:00 — 6 commitsWed 5:00 — 5 commitsWed 6:00 — 2 commitsWed 7:00 — 1 commitsWed 8:00 — 8 commitsWed 9:00 — 15 commitsWed 10:00 — 25 commitsWed 11:00 — 21 commitsWed 12:00 — 44 commitsWed 13:00 — 99 commitsWed 14:00 — 108 commitsWed 15:00 — 108 commitsWed 16:00 — 123 commitsWed 17:00 — 136 commitsWed 18:00 — 83 commitsWed 19:00 — 39 commitsWed 20:00 — 14 commitsWed 21:00 — 15 commitsWed 22:00 — 14 commitsWed 23:00 — 9 commitsThu 0:00 — 14 commitsThu 1:00 — 22 commitsThu 2:00 — 16 commitsThu 3:00 — 11 commitsThu 4:00 — 2 commitsThu 5:00 — 0 commitsThu 6:00 — 4 commitsThu 7:00 — 7 commitsThu 8:00 — 7 commitsThu 9:00 — 19 commitsThu 10:00 — 27 commitsThu 11:00 — 36 commitsThu 12:00 — 39 commitsThu 13:00 — 73 commitsThu 14:00 — 121 commitsThu 15:00 — 122 commitsThu 16:00 — 110 commitsThu 17:00 — 121 commitsThu 18:00 — 74 commitsThu 19:00 — 36 commitsThu 20:00 — 13 commitsThu 21:00 — 17 commitsThu 22:00 — 8 commitsThu 23:00 — 7 commitsFri 0:00 — 10 commitsFri 1:00 — 28 commitsFri 2:00 — 15 commitsFri 3:00 — 7 commitsFri 4:00 — 6 commitsFri 5:00 — 6 commitsFri 6:00 — 4 commitsFri 7:00 — 8 commitsFri 8:00 — 14 commitsFri 9:00 — 25 commitsFri 10:00 — 38 commitsFri 11:00 — 34 commitsFri 12:00 — 55 commitsFri 13:00 — 84 commitsFri 14:00 — 95 commitsFri 15:00 — 116 commitsFri 16:00 — 105 commitsFri 17:00 — 89 commitsFri 18:00 — 47 commitsFri 19:00 — 26 commitsFri 20:00 — 11 commitsFri 21:00 — 25 commitsFri 22:00 — 34 commitsFri 23:00 — 16 commitsSat 0:00 — 14 commitsSat 1:00 — 18 commitsSat 2:00 — 23 commitsSat 3:00 — 6 commitsSat 4:00 — 2 commitsSat 5:00 — 2 commitsSat 6:00 — 1 commitsSat 7:00 — 9 commitsSat 8:00 — 2 commitsSat 9:00 — 3 commitsSat 10:00 — 0 commitsSat 11:00 — 11 commitsSat 12:00 — 8 commitsSat 13:00 — 11 commitsSat 14:00 — 34 commitsSat 15:00 — 13 commitsSat 16:00 — 10 commitsSat 17:00 — 9 commitsSat 18:00 — 22 commitsSat 19:00 — 7 commitsSat 20:00 — 8 commitsSat 21:00 — 13 commitsSat 22:00 — 14 commitsSat 23:00 — 12 commits
Commit volume by weekday and hour (UTC). Larger dots mean more commits.
DateListRankStars gained
May 22, 2026daily#21+47
May 21, 2026daily#24+37
May 7, 2026daily#24+47
Apr 23, 2026daily#25+82
Apr 22, 2026daily#25+91
Apr 21, 2026daily#9+129
Apr 20, 2026daily#17+123
Apr 18, 2026daily#22+191
Apr 17, 2026daily#15+114
Apr 16, 2026daily#11+146
Apr 15, 2026daily#15+142
Apr 14, 2026daily#13+182
Apr 13, 2026daily#9+244
Apr 12, 2026daily#10+433
Apr 11, 2026daily#7+505
  • avelino/awesome-go

    A curated list of awesome Go frameworks, libraries and software

    186.9K stars · Go

  • kubernetes/kubernetes

    Production-Grade Container Scheduling and Management

    128.3K stars · Go

  • microsoft/TypeScript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

    111.3K stars · Go

  • JuliusBrussee/caveman

    🪨 why use many token when few token do trick. Viral skill + proxy for coding agents that cuts 65% of tokens by talking like a caveman.

    109.8K stars · Go

  • infiniflow/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

    91.7K stars · Go

  • caddyserver/caddy

    Fast and extensible multi-platform HTTP/1-2-3 web server with automatic HTTPS

    76.5K stars · Go