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KISS Framework

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"Everything should be made as simple as possible, but not simpler." — Albert Einstein

KISS Sorcar

Open-source general-purpose AI agent for long-horizon tasks and AI discovery

KISS Sorcar is a free, simple, local-first, bring-your-own-key AI agent framework. It runs as a VS Code extension and a browser/mobile web app, both served by a local daemon, and offers a Python client API for scripting tasks. Your prompts and code are sent directly to the model provider or local endpoint you configure — not through our servers. It supports multi-model workflows just via prompts. Agents run as daemons hosted by the local server (a standalone sorcar terminal command can also run a task without the daemon). Complex AI systems/techniques can be replaced with a paragraph of prompt in KISS Sorcar.

curl -fsSL https://raw.githubusercontent.com/ksenxx/kiss_ai/main/scripts/install.sh | bash

Table of Contents
KISS Sorcar demo

KISS Sorcar vs Claude Code vs Cursor

Capability KISS Sorcar Claude Code Cursor
Interfaces VS Code extension + web/mobile app + Python API CLI + mobile app Custom VS Code
AI Discovery ✅ simply via prompt
GEPA Prompt Optimization ✅ simply via prompt
Multiple models from multiple vendors in the same task ✅ Mix OpenAI, Anthropic, Gemini, Together, Z.AI, Moonshot AI, OpenRouter, Claude Code CLI, and Codex CLI ❌ Anthropic Claude models only ❌ One model per task
Primary focus Quality — rigorous review, end-to-end tests Speed and developer ergonomics Speed
Core Agents # LoC ~3000 Unknown Unknown
Models in bundled catalog 660 across 9 provider categories Claude family only Subset chosen by Cursor
Bring your own API key / endpoint ✅ Yes — keys stay on your machine ✅ Anthropic key ⚠️ Routed through Cursor backend
Open source ✅ Apache-2.0 ❌ Proprietary ❌ Proprietary
Price Free framework; pay only your chosen model provider Subscription / API usage Subscription
Run on top of Claude Code / Codex CLI cc/* and codex/* namespaces N/A
Messaging and communication channels ✅ 43 third-party agents: 32 messaging channels (Slack, Gmail, Email (IMAP/SMTP), Phone Control, SMS, WhatsApp, Home Assistant, …) plus service agents for GitHub, Notion, Postgres, Brave Search, Firecrawl, and Google Workspace ⚠️ Slack, mobile Remote Control, and research-preview channels for Telegram, Discord, and iMessage; no documented built-in Gmail, WhatsApp, phone-call, or SMS channel ⚠️ Slack and Microsoft Teams Cloud Agent integrations; no documented built-in Gmail, WhatsApp, phone-call, or SMS channel
Scheduled automations ✅ natural-language cron agent
Wake word for voice interaction Sorcar N/A N/A

What is in the Name

KISS Agent Framework is a deliberately small agent runtime organized around the KISS principle ("Keep it Simple, Stupid"). The name “Sorcar” pays homage to P. C. Sorcar, the legendary Bengali magician, evoking the idea of an agent that performs feats that appear magical yet are grounded in disciplined engineering. Note: Sorcar also means government in Bengali.

Installation

Full install from source

curl -fsSL https://raw.githubusercontent.com/ksenxx/kiss_ai/main/scripts/install.sh | bash

If the Update button in the settings UI fails, run the full installation command again. It will not delete your history. The installer targets macOS and Linux on x86_64, aarch64, and arm64. It installs or checks the tools needed to run KISS Sorcar and build/install the VS Code extension.

Python package install

If you only want the Python package (the kiss-web daemon, the Python client API, and the messaging-agent entry points):

pipx install kiss-agent-framework
# or
uv tool install kiss-agent-framework

KISS Sorcar requires Python 3.13+.

Configure model access

Provide at least one model backend. You can use environment variables such as:

export ANTHROPIC_API_KEY=...
export OPENAI_API_KEY=...
export ZAI_API_KEY=...
export MOONSHOT_API_KEY=...
export TOGETHER_API_KEY=...
export OPENROUTER_API_KEY=...
export GEMINI_API_KEY=...

You can also set API keys, a custom model endpoint, and custom HTTP headers in the Settings panel of the VS Code extension or web app.

You can register your own models (e.g. a local vLLM/Ollama endpoint or a provider model not in the bundled catalog) in the Custom Models section of the Settings panel; entries are stored in ~/.kiss/MY_MODELS.json and appear in the model picker alongside the bundled catalog.

VS Code Extension Installation

To install only the KISS Sorcar extension, open Visual Studio Code, search for KISS Sorcar in the extension marketplace, install it, and relaunch VS Code. Press ESC if you do not have a specific API key ready, but configure at least one model backend before running tasks.

Using KISS Sorcar

KISS Sorcar has three client interfaces, all served by one local daemon: the VS Code extension, the remote web/mobile app, and the Python client API. A fourth interface, the sorcar terminal command, runs a SorcarAgent directly in the current directory without the daemon: sorcar -t "Summarize README.md" runs an inline task, sorcar -f task.txt runs the file's content as the task (exactly one of -t/-f is required; see sorcar --help for the model, budget, and work-dir flags).

VS Code extension and web/mobile app

Open the KISS Sorcar sidebar in VS Code (or the remote web app in a browser) and type or speak your task. The chat interface provides:

  • @ file/folder mentions with ranked project-file completion.
  • Per-task git worktree isolation — worktrees are pre-warmed in the background for fast task start, with auto-commit and merge on success, or an interactive merge/discard prompt — toggle both in the Settings panel.
  • A pre-run task classifier (a single fast non-agentic model call — structured output with a plain-text fallback; skipped for cc/* and codex/* models) that detects whether the task is a development task — non-development tasks (questions, research, git-only operations) skip worktree isolation, and simple tasks get a lite system prompt for faster starts. Toggleable in the Settings panel.
  • A model picker, per-task budget caps, chat history with resume (filtered to the current workspace by default), an agent dashboard (burger menu, bottom-left), and inline rendering of tool-generated images in the chat panels.
  • Wake-word voice chat ("sorcar, …") via the mic button, including steering a running agent by voice.
  • Live steering: inject a message into a running agent, or switch its model mid-run. Wrapping the message in <task>…</task> tags instead queues it as a follow-up task that runs sequentially after the current task finishes.
  • Tab mirroring — every VS Code window and web client opened on the same workspace shows the same tabs with the same contents; the tab bar is scoped to the client's workspace directory, and sub-agents dispatched with run_agent open their own tab in the calling workspace.
  • Scheduled automations: ask in plain language ("every weekday at 9am, summarize my unread Slack messages") and the built-in cron agent (also runnable from the shell as kiss-cron) creates, lists, pauses, resumes, or removes the schedule. A job runs an unattended LLM task or a plain shell command and can deliver its result to an authenticated messaging channel (25 of the 32 channels support delivery, e.g. telegram:123456, email:user@example.com).

The remote web app is the same interface served over a cloudflared tunnel: copy the URL and password from the Settings panel and open it on any device.

The kiss-web daemon

The kiss-web daemon hosts the agents, chat sessions, and the web app, and services every client command — including config reads/writes, default-model lookup, and the wake-word listener — over its socket. The VS Code extension starts it automatically; you can also manage it yourself:

# Start the daemon (serves the web app and the extension).
kiss-web

# Pin the daemon's working directory.
kiss-web --workdir "$HOME/projects/my-repo"

# Print the active remote (cloudflared) URL and exit.
kiss-web --url

Python client API

Any Python process can run a task on the daemon with kiss.server.sorcar.run and block until it finishes:

from kiss.server import sorcar

result = sorcar.run("Summarize README.md", work_dir="/path/to/repo")
print(result.text, result.success, result.cost, result.tokens, result.steps)

# Continue the same chat (the agent sees the prior task as context):
follow_up = sorcar.run("Now fix the typos you found", chat_id=result.chat_id)

run() accepts keyword options mirroring the chat interface — model, work_dir, scope_work_dir (workspace directory the task's tab is scoped to, when different from the execution work_dir), chat_id, use_worktree, auto_commit, max_budget, model_config (custom endpoint/headers), use_web_tools, classify_tasks (per-run task-classifier override; None falls back to the daemon's persisted setting), is_parallel, timeout, stop_on_timeout (also stop the task when timeout expires; default False — the task keeps running), sock_path (daemon socket override), parent_task_id / parent_tab_id (attach the run as a sub-agent of a calling task, nesting its tab and history row under that task — how the run_agent tool dispatches) — plus options to customize the agent itself:

  • tools="/path/to/my_tools.py" — a Python file whose get_tools() function returns the functions the daemon registers as extra agent tools. The functions are never serialized: only the path travels over the socket, and the daemon imports the file, calls get_tools(), and runs the tools in its own process.
  • system_prompt — replace the default system prompt for the run (and its sub-agents); append_to_system_prompt / append_to_prompt — append text to the system prompt or task prompt instead of replacing them.
  • append_basic_tools=False — restrict the agent to finish plus your tools file, dropping the built-in toolset.
  • extension_agent_path — run a full Sorcar Extension Agent (SEA), a Python file that computes the run's parameters and tools on the daemon; see Sorcar Extension Agents (SEAs) below.

Sorcar Extension Agents (SEAs)

A Sorcar Extension Agent (SEA) is a plain Python file whose path you pass as extension_agent_path to sorcar.run(). The daemon imports the file on every run and calls its top-level X() functions — named after run()'s parameters — to compute the run's parameters; parameters without a getter keep whatever the caller passed. One file can define the task prompt, system prompt, model, budget, tools, and safety hooks — a complete custom agent:

# weather_agent.py — a minimal SEA
import requests

def prompt() -> str:
    return "Look up the current weather in San Francisco and report it."

def max_budget() -> float:
    return 0.50

def use_worktree() -> bool:
    return False  # no repo changes expected

def if_append_basic_tools() -> bool:
    return False  # restrict the agent to finish + our tools

def system_prompt() -> str:
    return ("You are a weather assistant. Use the get_weather tool "
            "to look up weather, then call finish with the result.")

def get_weather(city: str) -> str:
    """Return current weather for a city from wttr.in.

    Args:
        city: City name to look up.
    """
    resp = requests.get(f"https://wttr.in/{city}?format=3", timeout=10)
    resp.raise_for_status()
    return resp.text.strip()

def tools() -> list:
    """Return the tools the agent may call."""
    return [get_weather]
from kiss.server import sorcar

result = sorcar.run(
    "placeholder",  # required non-blank; overridden by prompt()
    extension_agent_path="weather_agent.py",
)

Key points:

  • Overridable parameters. Every sorcar.run() parameter except timeout, stop_on_timeout, sock_path, parent_task_id, parent_tab_id, and extension_agent_path itself has a getter named after it: prompt(), work_dir(), model(), chat_id(), system_prompt(), tools(), use_worktree(), auto_commit(), max_budget(), model_config(), if_append_basic_tools() (overrides append_basic_tools), append_to_system_prompt(), append_to_prompt(), scope_work_dir(), use_web_tools(), classify_tasks(), and is_parallel(). use_web_tools() and classify_tasks() return a bool, or None to fall back to the daemon's persisted setting.
  • Atomic, type-checked overrides. Getters run in the daemon process and are re-imported from source on every run. Each return value is type-checked; overrides apply only after every getter succeeds, and a broken getter fails the task with a diagnostic in TaskResult.text.
  • Tools, two ways. tools() may return a list of callables — making the script its own tools file — or the path of a separate Python file whose get_tools() (or tools()) returns the callables. Either way the tools execute in the daemon process; nothing is serialized over the socket. tools() overrides (does not append to) the caller's tools argument.
  • Hook getters. llm_call_hook() and tool_call_hook() return functions with no run() equivalent (callables can't travel the wire). llm_call_hook(new_messages) runs before every LLM call and its return value replaces the outgoing messages; tool_call_hook(name, args) runs before every tool call — returning "OK" lets the tool execute, any other string suppresses the call and is given to the model as the tool's result:
# guarded_agent.py — veto dangerous shell commands
def veto_destructive(name, args):
    if name == "Bash" and "rm -rf" in str(args.get("command", "")):
        return "Blocked: destructive command"
    return "OK"

def tool_call_hook():
    return veto_destructive

The full authoring guide — every getter's semantics, error handling, chat continuation, model configuration, and a complete worked example — is in src/kiss/server/README.md.

Skills, MCP servers, and customization

  • Agent Skills loaded from ~/.kiss/skills, <project>/.kiss/skills, Claude skill directories, .agents/skills, and bundled Sorcar skills.
  • MCP server discovery from ~/.kiss/mcp.json, <project>/.kiss/mcp.json, and <project>/.mcp.json; OAuth tokens are persisted under ~/.kiss/mcp_auth/. A curated catalog of privacy-first MCP connectors (fetch, time, memory, GitHub, Slack, Google Workspace, WhatsApp, …) ships in connectors/ with enable.py/verify.py CLIs.
  • "Tricks" (inject-instruction) entries are the concatenation of two ## Trick-sectioned Markdown files: (1) ~/.kiss/MY_INJECTION.md — your personal tricks, auto-created on first read with a starter trick and never overwritten thereafter; (2) the bundled src/kiss/INJECTIONS.md, read directly from the package so every upgrade delivers the latest bundled tricks. Edit ~/.kiss/MY_INJECTION.md to customise; your tricks are listed first.
  • Welcome-screen sample-task chips are the concatenation of two ## Task-sectioned Markdown files: (1) ~/.kiss/MY_TASK_TEMPLATES.md — your personal tasks, auto-created on first launch with the seed ## Task\n\nHi!\n and never overwritten thereafter; (2) the bundled src/kiss/SAMPLE_TASKS.md — sample tasks shipped with the extension, read directly from the package so every upgrade delivers the latest chips. To customise your chips edit ~/.kiss/MY_TASK_TEMPLATES.md; to reset it remove the file.

Messaging & Third-Party Agents

KISS Sorcar includes 43 third-party agents that act on messaging services, mailboxes, devices, and web services on your behalf. 32 are messaging-channel agents:

BlueBubbles · DingTalk · Discord · Email (IMAP/SMTP) · Feishu · Gmail · Google Chat · Home Assistant · iMessage · IRC · LINE · Matrix · Mattermost · Microsoft Teams · Nextcloud Talk · Nostr · ntfy · Phone Control · QQ · Signal · SimpleX · Slack · SMS · Synology Chat · Telegram · Tlon · Twitch · Webhook · WeCom · WeiXin · WhatsApp · Zalo

Nine more are service agents that give Sorcar authenticated API tools for productivity and data services:

Brave Search (kiss-brave) · Firecrawl (kiss-firecrawl) · GitHub (kiss-github) · Google Calendar (kiss-gcal) · Google Docs (kiss-gdocs) · Google Drive (kiss-gdrive) · Google Sheets (kiss-gsheets) · Notion (kiss-notion) · PostgreSQL (kiss-postgres)

In a chat task, just say what you want ("send 'running late' to Alice on WhatsApp", "list my open GitHub PRs") — Sorcar dispatches the matching agent through its run_agent tool. Each agent also has its own CLI entry point (kiss-slack, kiss-gmail, kiss-whatsapp, …) for running tasks directly from the shell.

Two infrastructure agents round out the set: an A2A agent (kiss-a2a) exposing Sorcar over the agent-to-agent protocol, and an OpenAI-compatible server (kiss-oai) that serves Sorcar behind an OpenAI-style HTTP API. It also ships a Govee smart-home CLI for controlling IoT lights (on/off, brightness, color, and color temperature) via the Govee Developer API.

These agents live in src/kiss/agents/third_party_agents/.

Models Supported

KISS Sorcar ships a catalog of 660 models across 9 provider categories, with built-in prices, context lengths, and capability flags (fc function calling, gen generation, emb embedding). The source of truth is src/kiss/core/models/MODEL_INFO.json. Models are grouped below by the provider that routes them (i.e., whose API key or CLI serves the model); open-weight openai/gpt-oss-* and google/gemma-* models are served via Together AI.

Provider category Catalog entries
OpenAI 102
Anthropic 14
Gemini 24
Together AI 102
Z.AI 8
Moonshot AI 10
OpenRouter 378
Claude Code CLI (cc/*) 14
Codex CLI (codex/*) 8

Current catalog capability totals:

  • 640 generation-capable models
  • 481 function-calling-capable models
  • 11 embedding models

Full model list:

OpenAI (102)
  • computer-use-preview
  • computer-use-preview-2025-03-11
  • gpt-3.5-turbo
  • gpt-3.5-turbo-0125
  • gpt-3.5-turbo-1106
  • gpt-3.5-turbo-16k
  • gpt-4
  • gpt-4-0613
  • gpt-4-turbo
  • gpt-4-turbo-2024-04-09
  • gpt-4.1
  • gpt-4.1-2025-04-14
  • gpt-4.1-mini
  • gpt-4.1-mini-2025-04-14
  • gpt-4.1-nano
  • gpt-4.1-nano-2025-04-14
  • gpt-4o
  • gpt-4o-2024-05-13
  • gpt-4o-2024-08-06
  • gpt-4o-2024-11-20
  • gpt-4o-mini
  • gpt-4o-mini-2024-07-18
  • gpt-4o-mini-search-preview
  • gpt-4o-mini-search-preview-2025-03-11
  • gpt-4o-search-preview
  • gpt-4o-search-preview-2025-03-11
  • gpt-5
  • gpt-5-2025-08-07
  • gpt-5-chat-latest
  • gpt-5-mini
  • gpt-5-mini-2025-08-07
  • gpt-5-nano
  • gpt-5-nano-2025-08-07
  • gpt-5.1
  • gpt-5.1-2025-11-13
  • gpt-5.1-chat-latest
  • gpt-5.2
  • gpt-5.2-2025-12-11
  • gpt-5.2-chat-latest
  • gpt-5.3-chat-latest
  • gpt-5.4
  • gpt-5.4-2026-03-05
  • gpt-5.4-mini
  • gpt-5.4-mini-2026-03-17
  • gpt-5.4-nano
  • gpt-5.4-nano-2026-03-17
  • gpt-5.5
  • gpt-5.5-2026-04-23
  • gpt-5.5-2026-04-23-high
  • gpt-5.5-2026-04-23-low
  • gpt-5.5-2026-04-23-medium
  • gpt-5.5-2026-04-23-xhigh
  • gpt-5.5-high
  • gpt-5.5-low
  • gpt-5.5-medium
  • gpt-5.5-xhigh
  • gpt-5.6-luna
  • gpt-5.6-luna-high
  • gpt-5.6-luna-low
  • gpt-5.6-luna-medium
  • gpt-5.6-luna-xhigh
  • gpt-5.6-sol
  • gpt-5.6-sol-high
  • gpt-5.6-sol-low
  • gpt-5.6-sol-medium
  • gpt-5.6-sol-xhigh
  • gpt-5.6-terra
  • gpt-5.6-terra-high
  • gpt-5.6-terra-low
  • gpt-5.6-terra-medium
  • gpt-5.6-terra-xhigh
  • gpt-6-astra
  • gpt-6-astra-high
  • gpt-6-astra-low
  • gpt-6-astra-medium
  • gpt-6-astra-xhigh
  • gpt-audio
  • gpt-audio-1.5
  • gpt-audio-2025-08-28
  • gpt-audio-mini
  • gpt-audio-mini-2025-10-06
  • gpt-audio-mini-2025-12-15
  • gpt-image-1
  • gpt-image-1-mini
  • gpt-image-1.5
  • gpt-image-2
  • gpt-image-2-2026-04-21
  • o1
  • o1-2024-12-17
  • o3
  • o3-2025-04-16
  • o3-deep-research
  • o3-deep-research-2025-06-26
  • o3-mini
  • o3-mini-2025-01-31
  • o4-mini
  • o4-mini-2025-04-16
  • o4-mini-deep-research
  • o4-mini-deep-research-2025-06-26
  • text-embedding-3-large
  • text-embedding-3-small
  • text-embedding-ada-002
Anthropic (14)
  • claude-fable-5
  • claude-fable-5-1
  • claude-haiku-4-5
  • claude-haiku-4-5-20251001
  • claude-opus-4-5
  • claude-opus-4-5-20251101
  • claude-opus-4-6
  • claude-opus-4-7
  • claude-opus-4-8
  • claude-opus-5
  • claude-sonnet-4-5
  • claude-sonnet-4-5-20250929
  • claude-sonnet-4-6
  • claude-sonnet-5
Gemini (24)
  • gemini-2.5-flash
  • gemini-2.5-flash-image
  • gemini-2.5-flash-lite
  • gemini-2.5-pro
  • gemini-3-flash-preview
  • gemini-3-pro-image
  • gemini-3.1-flash-image
  • gemini-3.1-flash-lite
  • gemini-3.1-flash-lite-image
  • gemini-3.1-flash-lite-preview
  • gemini-3.1-flash-tts-preview
  • gemini-3.1-pro-preview
  • gemini-3.5-flash
  • gemini-3.5-flash-lite
  • gemini-3.5-transcribe
  • gemini-3.5-transcribe-live
  • gemini-3.6-flash
  • gemini-3.7-flash
  • gemini-3.8-flash
  • gemini-embedding-001
  • gemini-embedding-2
  • gemini-embedding-2-preview
  • gemini-omni-1.1-flash
  • gemini-omni-flash-preview
Together AI (102)
  • BAAI/bge-base-en-v1.5
  • Qwen/QwQ-32B
  • Qwen/Qwen2-1.5B-Instruct
  • Qwen/Qwen2-VL-72B-Instruct
  • Qwen/Qwen2.5-14B-Instruct
  • Qwen/Qwen2.5-72B-Instruct
  • Qwen/Qwen2.5-72B-Instruct-Turbo
  • Qwen/Qwen2.5-7B-Instruct-Turbo
  • Qwen/Qwen2.5-Coder-32B-Instruct
  • Qwen/Qwen2.5-VL-72B-Instruct
  • Qwen/Qwen3-235B-A22B-Instruct-2507-tput
  • Qwen/Qwen3-235B-A22B-Thinking-2507
  • Qwen/Qwen3-Coder-480B-A35B-Instruct-FP8
  • Qwen/Qwen3-Coder-Next-FP8
  • Qwen/Qwen3-Next-80B-A3B-Instruct
  • Qwen/Qwen3-Next-80B-A3B-Thinking
  • Qwen/Qwen3-VL-32B-Instruct
  • Qwen/Qwen3-VL-8B-Instruct
  • Qwen/Qwen3.5-397B-A17B
  • Qwen/Qwen3.5-9B
  • Qwen/Qwen3.6-Plus
  • Qwen/Qwen3.7-Max
  • Qwen/Qwen3.7-Plus
  • Qwen/Qwen3.8-2.4T-A95B
  • Qwen/Qwen3.8-Flash
  • arcee-ai/trinity-mini
  • deepcogito/cogito-v1-preview-llama-70B
  • deepcogito/cogito-v1-preview-llama-70B-Turbo
  • deepcogito/cogito-v1-preview-llama-8B
  • deepcogito/cogito-v1-preview-qwen-14B
  • deepcogito/cogito-v1-preview-qwen-32B
  • deepcogito/cogito-v2-1-671b
  • deepseek-ai/DeepSeek-R1
  • deepseek-ai/DeepSeek-R1-0528
  • deepseek-ai/DeepSeek-R1-0528-tput
  • deepseek-ai/DeepSeek-R1-Distill-Llama-70B
  • deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B
  • deepseek-ai/DeepSeek-R1-Distill-Qwen-14B
  • deepseek-ai/DeepSeek-V3-0324
  • deepseek-ai/DeepSeek-V3.1
  • deepseek-ai/DeepSeek-V4-Flash-0731
  • deepseek-ai/DeepSeek-V4-Pro
  • deepseek-ai/DeepSeek-V4-Pro-0813
  • deepseek-ai/deepseek-coder-33b-instruct
  • essentialai/rnj-1-instruct
  • google/gemma-2-27b-it
  • google/gemma-3n-E4B-it
  • google/gemma-4-31B-it
  • intfloat/multilingual-e5-large-instruct
  • meta-llama/Llama-3-70b-chat-hf
  • meta-llama/Llama-3-8b-chat-hf
  • meta-llama/Llama-3.1-405B-Instruct
  • meta-llama/Llama-3.2-1B-Instruct
  • meta-llama/Llama-3.2-3B-Instruct-Turbo
  • meta-llama/Llama-3.3-70B-Instruct-Turbo
  • meta-llama/Llama-3.3-70B-Instruct-Turbo-test
  • meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8
  • meta-llama/Llama-4-Scout-17B-16E-Instruct
  • meta-llama/Meta-Llama-3-70B-Instruct-Turbo
  • meta-llama/Meta-Llama-3-8B-Instruct
  • meta-llama/Meta-Llama-3-8B-Instruct-Lite
  • meta-llama/Meta-Llama-3.1-70B-Instruct-Reference
  • meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo
  • meta-llama/Meta-Llama-3.1-8B-Instruct-Reference
  • meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo
  • mistralai/Ministral-3-14B-Instruct-2512
  • mistralai/Mistral-7B-Instruct-v0.1
  • mistralai/Mistral-7B-Instruct-v0.2
  • mistralai/Mistral-7B-Instruct-v0.3
  • mistralai/Mistral-Small-24B-Instruct-2501
  • mistralai/Mixtral-8x7B-Instruct-v0.1
  • moonshotai/Kimi-K2-Instruct
  • moonshotai/Kimi-K2-Instruct-0905
  • moonshotai/Kimi-K2-Thinking
  • moonshotai/Kimi-K2.5
  • moonshotai/Kimi-K2.6
  • moonshotai/Kimi-K2.7-Code
  • moonshotai/Kimi-K3
  • moonshotai/Kimi-K3-high
  • moonshotai/Kimi-K3-low
  • moonshotai/Kimi-K3-max
  • nvidia/Llama-3.1-Nemotron-70B-Instruct-HF
  • nvidia/NVIDIA-Nemotron-Nano-9B-v2
  • nvidia/nemotron-3-ultra-550b-a55b
  • openai/gpt-oss-120b
  • openai/gpt-oss-120b-high
  • openai/gpt-oss-120b-low
  • openai/gpt-oss-120b-medium
  • openai/gpt-oss-20b
  • openai/gpt-oss-20b-high
  • openai/gpt-oss-20b-low
  • openai/gpt-oss-20b-medium
  • zai-org/GLM-4.5-Air-FP8
  • zai-org/GLM-4.6
  • zai-org/GLM-4.7
  • zai-org/GLM-5
  • zai-org/GLM-5.1
  • zai-org/GLM-5.2
  • zai-org/GLM-5.2-high
  • zai-org/GLM-5.2-max
  • zai-org/GLM-5.3
  • zai-org/GLM-5.3-Flash
Z.AI (8)
  • glm-4-32b-0414-128k
  • glm-4.5
  • glm-4.5-air
  • glm-4.5-airx
  • glm-4.5-flash
  • glm-4.5-x
  • glm-4.6
  • glm-4.7
Moonshot AI (10)
  • kimi-k2.5
  • kimi-k2.6
  • kimi-k2.7-code
  • kimi-k3
  • kimi-k3-high
  • kimi-k3-low
  • kimi-k3-max
  • moonshot-v1-128k
  • moonshot-v1-32k
  • moonshot-v1-8k
OpenRouter (378)
  • openrouter/aion-labs/aion-2.0
  • openrouter/aion-labs/aion-3.0
  • openrouter/aion-labs/aion-3.0-mini
  • openrouter/aion-labs/aion-rp-llama-3.1-8b
  • openrouter/amazon/nova-2-lite-v1
  • openrouter/amazon/nova-lite-v1
  • openrouter/amazon/nova-micro-v1
  • openrouter/amazon/nova-premier-v1
  • openrouter/amazon/nova-pro-v1
  • openrouter/anthracite-org/magnum-v4-72b
  • openrouter/anthropic/claude-3-haiku
  • openrouter/anthropic/claude-3.7-sonnet:thinking
  • openrouter/anthropic/claude-fable-5
  • openrouter/anthropic/claude-fable-5.1
  • openrouter/anthropic/claude-haiku-4.5
  • openrouter/anthropic/claude-opus-4
  • openrouter/anthropic/claude-opus-4.1
  • openrouter/anthropic/claude-opus-4.5
  • openrouter/anthropic/claude-opus-4.6
  • openrouter/anthropic/claude-opus-4.7
  • openrouter/anthropic/claude-opus-4.8
  • openrouter/anthropic/claude-opus-5
  • openrouter/anthropic/claude-sonnet-4
  • openrouter/anthropic/claude-sonnet-4.5
  • openrouter/anthropic/claude-sonnet-4.6
  • openrouter/anthropic/claude-sonnet-5
  • openrouter/arcee-ai/trinity-large-thinking
  • openrouter/baidu/ernie-4.5-vl-424b-a47b
  • openrouter/bytedance-seed/seed-1.6
  • openrouter/bytedance-seed/seed-1.6-flash
  • openrouter/bytedance-seed/seed-2-1-turbo
  • openrouter/bytedance-seed/seed-2.0-code
  • openrouter/bytedance-seed/seed-2.0-lite
  • openrouter/bytedance-seed/seed-2.0-mini
  • openrouter/bytedance/ui-tars-1.5-7b
  • openrouter/cognitivecomputations/dolphin-mistral-24b-venice-edition
  • openrouter/cohere/command-a
  • openrouter/cohere/command-r-08-2024
  • openrouter/cohere/command-r-plus-08-2024
  • openrouter/cohere/command-r7b-12-2024
  • openrouter/deepseek/deepseek-chat
  • openrouter/deepseek/deepseek-chat-v3-0324
  • openrouter/deepseek/deepseek-chat-v3.1
  • openrouter/deepseek/deepseek-r1
  • openrouter/deepseek/deepseek-r1-0528
  • openrouter/deepseek/deepseek-r1-distill-llama-70b
  • openrouter/deepseek/deepseek-v3.1-terminus
  • openrouter/deepseek/deepseek-v3.2
  • openrouter/deepseek/deepseek-v3.2-exp
  • openrouter/deepseek/deepseek-v4-flash
  • openrouter/deepseek/deepseek-v4-flash-0731
  • openrouter/deepseek/deepseek-v4-flash-vision-exp
  • openrouter/deepseek/deepseek-v4-pro
  • openrouter/deepseek/deepseek-v4-pro-0813
  • openrouter/deepseek/deepseek-v4.1-flash
  • openrouter/google/gemini-2.5-flash
  • openrouter/google/gemini-2.5-flash-image
  • openrouter/google/gemini-2.5-flash-lite
  • openrouter/google/gemini-2.5-pro
  • openrouter/google/gemini-2.5-pro-preview
  • openrouter/google/gemini-2.5-pro-preview-05-06
  • openrouter/google/gemini-3-flash-preview
  • openrouter/google/gemini-3-pro-image
  • openrouter/google/gemini-3-pro-image-preview
  • openrouter/google/gemini-3.1-flash-image
  • openrouter/google/gemini-3.1-flash-image-preview
  • openrouter/google/gemini-3.1-flash-lite
  • openrouter/google/gemini-3.1-flash-lite-image
  • openrouter/google/gemini-3.1-flash-lite-preview
  • openrouter/google/gemini-3.1-pro-preview
  • openrouter/google/gemini-3.1-pro-preview-customtools
  • openrouter/google/gemini-3.5-flash
  • openrouter/google/gemini-3.5-flash-lite
  • openrouter/google/gemini-3.6-flash
  • openrouter/google/gemini-3.7-flash
  • openrouter/google/gemini-3.8-flash
  • openrouter/google/gemma-2-27b-it
  • openrouter/google/gemma-3-12b-it
  • openrouter/google/gemma-3-27b-it
  • openrouter/google/gemma-3-4b-it
  • openrouter/google/gemma-4-26b-a4b-it
  • openrouter/google/gemma-4-31b-it
  • openrouter/google/lyria-3-clip-preview
  • openrouter/google/lyria-3-pro-preview
  • openrouter/gryphe/mythomax-l2-13b
  • openrouter/ibm-granite/granite-4.0-h-micro
  • openrouter/ibm-granite/granite-4.2-8b
  • openrouter/inception/mercury-2
  • openrouter/inception/mercury-2.5
  • openrouter/inclusionai/ling-3.0-flash
  • openrouter/inclusionai/ling-3.0-flash-fin
  • openrouter/inclusionai/ling-3.0-flash-vl
  • openrouter/inference-net/schematron-v2-small
  • openrouter/inference-net/schematron-v2-turbo
  • openrouter/kwaipilot/kat-coder-pro-v2
  • openrouter/kwaipilot/kat-coder-pro-v2.5
  • openrouter/mancer/weaver
  • openrouter/meituan/longcat-2.0
  • openrouter/meta-llama/llama-3.1-70b-instruct
  • openrouter/meta-llama/llama-3.1-8b-instruct
  • openrouter/meta-llama/llama-3.2-1b-instruct
  • openrouter/meta-llama/llama-3.2-3b-instruct
  • openrouter/meta-llama/llama-3.3-70b-instruct
  • openrouter/meta-llama/llama-4-maverick
  • openrouter/meta-llama/llama-4-scout
  • openrouter/meta-llama/llama-guard-4-12b
  • openrouter/meta/muse-glimmer-30b
  • openrouter/meta/muse-spark-1.1
  • openrouter/meta/muse-spark-1.2
  • openrouter/meta/muse-spark-1.3
  • openrouter/microsoft/phi-4
  • openrouter/microsoft/wizardlm-2-8x22b
  • openrouter/mistralai/codestral-2508
  • openrouter/mistralai/devstral-2512
  • openrouter/mistralai/ministral-14b-2512
  • openrouter/mistralai/ministral-3b-2512
  • openrouter/mistralai/ministral-8b-2512
  • openrouter/mistralai/mistral-large
  • openrouter/mistralai/mistral-large-2407
  • openrouter/mistralai/mistral-large-2512
  • openrouter/mistralai/mistral-medium-3
  • openrouter/mistralai/mistral-medium-3-5
  • openrouter/mistralai/mistral-medium-3.1
  • openrouter/mistralai/mistral-nemo
  • openrouter/mistralai/mistral-saba
  • openrouter/mistralai/mistral-small-24b-instruct-2501
  • openrouter/mistralai/mistral-small-2603
  • openrouter/mistralai/mistral-small-3.1-24b-instruct
  • openrouter/mistralai/mistral-small-3.2-24b-instruct
  • openrouter/mistralai/mixtral-8x22b-instruct
  • openrouter/mistralai/voxtral-small-24b-2507
  • openrouter/moonshotai/kimi-k2
  • openrouter/moonshotai/kimi-k2-0905
  • openrouter/moonshotai/kimi-k2-thinking
  • openrouter/moonshotai/kimi-k2.5
  • openrouter/moonshotai/kimi-k2.6
  • openrouter/moonshotai/kimi-k2.7-code
  • openrouter/moonshotai/kimi-k3
  • openrouter/moonshotai/kimi-k3-high
  • openrouter/moonshotai/kimi-k3-low
  • openrouter/moonshotai/kimi-k3-max
  • openrouter/morph/morph-v3-fast
  • openrouter/morph/morph-v3-large
  • openrouter/nousresearch/hermes-3-llama-3.1-405b
  • openrouter/nousresearch/hermes-3-llama-3.1-70b
  • openrouter/nousresearch/hermes-4-405b
  • openrouter/nvidia/nemotron-3-nano-30b-a3b
  • openrouter/nvidia/nemotron-3-super-120b-a12b
  • openrouter/nvidia/nemotron-3-ultra-550b-a55b
  • openrouter/nvidia/nemotron-3.5-content-safety
  • openrouter/nvidia/nemotron-3.5-lightning
  • openrouter/openai/gpt-3.5-turbo
  • openrouter/openai/gpt-3.5-turbo-0613
  • openrouter/openai/gpt-3.5-turbo-16k
  • openrouter/openai/gpt-3.5-turbo-instruct
  • openrouter/openai/gpt-4
  • openrouter/openai/gpt-4-turbo
  • openrouter/openai/gpt-4-turbo-preview
  • openrouter/openai/gpt-4.1
  • openrouter/openai/gpt-4.1-mini
  • openrouter/openai/gpt-4.1-nano
  • openrouter/openai/gpt-4o
  • openrouter/openai/gpt-4o-2024-05-13
  • openrouter/openai/gpt-4o-2024-08-06
  • openrouter/openai/gpt-4o-2024-11-20
  • openrouter/openai/gpt-4o-mini
  • openrouter/openai/gpt-4o-mini-2024-07-18
  • openrouter/openai/gpt-4o:extended
  • openrouter/openai/gpt-5
  • openrouter/openai/gpt-5-image
  • openrouter/openai/gpt-5-image-mini
  • openrouter/openai/gpt-5-mini
  • openrouter/openai/gpt-5-nano
  • openrouter/openai/gpt-5.1
  • openrouter/openai/gpt-5.2
  • openrouter/openai/gpt-5.2-chat
  • openrouter/openai/gpt-5.4
  • openrouter/openai/gpt-5.4-image-2
  • openrouter/openai/gpt-5.4-mini
  • openrouter/openai/gpt-5.4-nano
  • openrouter/openai/gpt-5.5
  • openrouter/openai/gpt-5.5-high
  • openrouter/openai/gpt-5.5-low
  • openrouter/openai/gpt-5.5-medium
  • openrouter/openai/gpt-5.5-xhigh
  • openrouter/openai/gpt-5.6-luna
  • openrouter/openai/gpt-5.6-luna-high
  • openrouter/openai/gpt-5.6-luna-low
  • openrouter/openai/gpt-5.6-luna-medium
  • openrouter/openai/gpt-5.6-luna-xhigh
  • openrouter/openai/gpt-5.6-sol
  • openrouter/openai/gpt-5.6-sol-high
  • openrouter/openai/gpt-5.6-sol-low
  • openrouter/openai/gpt-5.6-sol-medium
  • openrouter/openai/gpt-5.6-sol-xhigh
  • openrouter/openai/gpt-5.6-terra
  • openrouter/openai/gpt-5.6-terra-high
  • openrouter/openai/gpt-5.6-terra-low
  • openrouter/openai/gpt-5.6-terra-medium
  • openrouter/openai/gpt-5.6-terra-xhigh
  • openrouter/openai/gpt-6-astra
  • openrouter/openai/gpt-6-astra-high
  • openrouter/openai/gpt-6-astra-low
  • openrouter/openai/gpt-6-astra-medium
  • openrouter/openai/gpt-6-astra-xhigh
  • openrouter/openai/gpt-audio
  • openrouter/openai/gpt-audio-mini
  • openrouter/openai/gpt-chat-latest
  • openrouter/openai/gpt-oss-120b
  • openrouter/openai/gpt-oss-120b-high
  • openrouter/openai/gpt-oss-120b-low
  • openrouter/openai/gpt-oss-120b-medium
  • openrouter/openai/gpt-oss-20b
  • openrouter/openai/gpt-oss-20b-high
  • openrouter/openai/gpt-oss-20b-low
  • openrouter/openai/gpt-oss-20b-medium
  • openrouter/openai/gpt-oss-safeguard-20b
  • openrouter/openai/gpt-oss-safeguard-20b-high
  • openrouter/openai/gpt-oss-safeguard-20b-low
  • openrouter/openai/gpt-oss-safeguard-20b-medium
  • openrouter/openai/o1
  • openrouter/openai/o1-pro
  • openrouter/openai/o3
  • openrouter/openai/o3-mini
  • openrouter/openai/o3-mini-high
  • openrouter/openai/o3-pro
  • openrouter/openai/o4-mini
  • openrouter/openai/o4-mini-high
  • openrouter/perceptron/perceptron-mk1
  • openrouter/perplexity/sonar
  • openrouter/perplexity/sonar-deep-research
  • openrouter/perplexity/sonar-pro
  • openrouter/perplexity/sonar-pro-search
  • openrouter/perplexity/sonar-reasoning-pro
  • openrouter/poolside/laguna-s-2.1
  • openrouter/poolside/laguna-xs-2.1
  • openrouter/qwen/qwen-2.5-72b-instruct
  • openrouter/qwen/qwen-2.5-7b-instruct
  • openrouter/qwen/qwen-2.5-coder-32b-instruct
  • openrouter/qwen/qwen-plus
  • openrouter/qwen/qwen-plus-2025-07-28
  • openrouter/qwen/qwen-plus-2025-07-28:thinking
  • openrouter/qwen/qwen2.5-vl-72b-instruct
  • openrouter/qwen/qwen3-14b
  • openrouter/qwen/qwen3-235b-a22b
  • openrouter/qwen/qwen3-235b-a22b-2507
  • openrouter/qwen/qwen3-235b-a22b-thinking-2507
  • openrouter/qwen/qwen3-30b-a3b
  • openrouter/qwen/qwen3-30b-a3b-instruct-2507
  • openrouter/qwen/qwen3-30b-a3b-thinking-2507
  • openrouter/qwen/qwen3-32b
  • openrouter/qwen/qwen3-8b
  • openrouter/qwen/qwen3-coder
  • openrouter/qwen/qwen3-coder-30b-a3b-instruct
  • openrouter/qwen/qwen3-coder-flash
  • openrouter/qwen/qwen3-coder-next
  • openrouter/qwen/qwen3-coder-plus
  • openrouter/qwen/qwen3-max
  • openrouter/qwen/qwen3-max-thinking
  • openrouter/qwen/qwen3-next-80b-a3b-instruct
  • openrouter/qwen/qwen3-next-80b-a3b-thinking
  • openrouter/qwen/qwen3-vl-235b-a22b-instruct
  • openrouter/qwen/qwen3-vl-235b-a22b-thinking
  • openrouter/qwen/qwen3-vl-30b-a3b-instruct
  • openrouter/qwen/qwen3-vl-30b-a3b-thinking
  • openrouter/qwen/qwen3-vl-32b-instruct
  • openrouter/qwen/qwen3-vl-8b-instruct
  • openrouter/qwen/qwen3-vl-8b-thinking
  • openrouter/qwen/qwen3.5-122b-a10b
  • openrouter/qwen/qwen3.5-27b
  • openrouter/qwen/qwen3.5-35b-a3b
  • openrouter/qwen/qwen3.5-397b-a17b
  • openrouter/qwen/qwen3.5-9b
  • openrouter/qwen/qwen3.5-flash-02-23
  • openrouter/qwen/qwen3.5-plus-02-15
  • openrouter/qwen/qwen3.5-plus-20260420
  • openrouter/qwen/qwen3.6-27b
  • openrouter/qwen/qwen3.6-35b-a3b
  • openrouter/qwen/qwen3.6-flash
  • openrouter/qwen/qwen3.6-max-preview
  • openrouter/qwen/qwen3.6-plus
  • openrouter/qwen/qwen3.7-flash
  • openrouter/qwen/qwen3.7-max
  • openrouter/qwen/qwen3.7-plus
  • openrouter/qwen/qwen3.8-2.4t-a95b
  • openrouter/qwen/qwen3.8-27b
  • openrouter/qwen/qwen3.8-flash
  • openrouter/qwen/qwen3.8-max-0902
  • openrouter/rekaai/reka-edge
  • openrouter/rekaai/reka-flash-3
  • openrouter/relace/relace-apply-3
  • openrouter/relace/relace-search
  • openrouter/sakana/fugu-max
  • openrouter/sakana/fugu-ultra
  • openrouter/sakana/fugu-ultra-v2
  • openrouter/sao10k/l3-lunaris-8b
  • openrouter/sao10k/l3.1-euryale-70b
  • openrouter/sao10k/l3.3-euryale-70b
  • openrouter/stepfun/step-3.5-flash
  • openrouter/stepfun/step-3.7-flash
  • openrouter/tencent/hunyuan-a13b-instruct
  • openrouter/tencent/hy-mt2-1.8b
  • openrouter/tencent/hy-mt2-30b-a3b
  • openrouter/tencent/hy-mt2-7b
  • openrouter/tencent/hy3
  • openrouter/tencent/hy3-preview
  • openrouter/tencent/hy4-preview
  • openrouter/thedrummer/cydonia-24b-v4.1
  • openrouter/thedrummer/skyfall-36b-v2
  • openrouter/thedrummer/unslopnemo-12b
  • openrouter/thinkingmachines/inkling
  • openrouter/thinkingmachines/inkling-small
  • openrouter/undi95/remm-slerp-l2-13b
  • openrouter/upstage/solar-pro-3
  • openrouter/upstage/solar-pro4
  • openrouter/writer/palmyra-x5
  • openrouter/x-ai/grok-4.20
  • openrouter/x-ai/grok-4.20-multi-agent
  • openrouter/x-ai/grok-4.3
  • openrouter/x-ai/grok-4.3-high
  • openrouter/x-ai/grok-4.3-low
  • openrouter/x-ai/grok-4.3-medium
  • openrouter/x-ai/grok-4.5
  • openrouter/x-ai/grok-4.5-high
  • openrouter/x-ai/grok-4.5-low
  • openrouter/x-ai/grok-4.5-medium
  • openrouter/x-ai/grok-4.6
  • openrouter/x-ai/grok-build-0.1
  • openrouter/xiaomi/mimo-v2.5
  • openrouter/xiaomi/mimo-v2.5-pro
  • openrouter/z-ai/glm-4.5
  • openrouter/z-ai/glm-4.5-air
  • openrouter/z-ai/glm-4.5v
  • openrouter/z-ai/glm-4.6
  • openrouter/z-ai/glm-4.6v
  • openrouter/z-ai/glm-4.7
  • openrouter/z-ai/glm-4.7-flash
  • openrouter/z-ai/glm-5
  • openrouter/z-ai/glm-5-turbo
  • openrouter/z-ai/glm-5.1
  • openrouter/z-ai/glm-5.2
  • openrouter/z-ai/glm-5.2-high
  • openrouter/z-ai/glm-5.2-max
  • openrouter/z-ai/glm-5.3
  • openrouter/z-ai/glm-5.3-flash
  • openrouter/z-ai/glm-5v-turbo
  • openrouter/~anthropic/claude-fable-latest
  • openrouter/~anthropic/claude-haiku-latest
  • openrouter/~anthropic/claude-opus-latest
  • openrouter/~anthropic/claude-sonnet-latest
  • openrouter/~deepseek/deepseek-v4-flash-latest
  • openrouter/~google/gemini-flash-latest
  • openrouter/~google/gemini-pro-latest
  • openrouter/~moonshotai/kimi-latest
  • openrouter/~openai/gpt-astra-latest
  • openrouter/~openai/gpt-astra-latest-high
  • openrouter/~openai/gpt-astra-latest-low
  • openrouter/~openai/gpt-astra-latest-medium
  • openrouter/~openai/gpt-astra-latest-xhigh
  • openrouter/~openai/gpt-luna-latest
  • openrouter/~openai/gpt-luna-latest-high
  • openrouter/~openai/gpt-luna-latest-low
  • openrouter/~openai/gpt-luna-latest-medium
  • openrouter/~openai/gpt-luna-latest-xhigh
  • openrouter/~openai/gpt-mini-latest
  • openrouter/~openai/gpt-sol-latest
  • openrouter/~openai/gpt-sol-latest-high
  • openrouter/~openai/gpt-sol-latest-low
  • openrouter/~openai/gpt-sol-latest-medium
  • openrouter/~openai/gpt-sol-latest-xhigh
  • openrouter/~openai/gpt-terra-latest
  • openrouter/~openai/gpt-terra-latest-high
  • openrouter/~openai/gpt-terra-latest-low
  • openrouter/~openai/gpt-terra-latest-medium
  • openrouter/~openai/gpt-terra-latest-xhigh
  • openrouter/~x-ai/grok-latest
  • openrouter/~z-ai/glm-flash-latest
  • openrouter/~z-ai/glm-latest
Claude Code CLI (cc/*) (14)
  • cc/claude-fable-5
  • cc/claude-fable-5-1
  • cc/claude-haiku-4-5-20251001
  • cc/claude-opus-4-5-20251101
  • cc/claude-opus-4-6
  • cc/claude-opus-4-7
  • cc/claude-opus-4-8
  • cc/claude-opus-5
  • cc/claude-sonnet-4-5-20250929
  • cc/claude-sonnet-4-6
  • cc/claude-sonnet-5
  • cc/haiku
  • cc/opus
  • cc/sonnet
Codex CLI (codex/*) (8)
  • codex/codex-auto-review
  • codex/default
  • codex/gpt-5.4
  • codex/gpt-5.5
  • codex/gpt-5.6-luna
  • codex/gpt-5.6-sol
  • codex/gpt-5.6-terra
  • codex/gpt-6-astra

Contributing

Contributions in the form of issues are welcome. KISS Sorcar should be able to help implement and review them.

License

Apache-2.0. See LICENSE.

Citation

If you use KISS Sorcar in your research, please cite:

@misc{sen2026kisssorcar,
  title         = {KISS Sorcar: A Stupidly-Simple General-Purpose and Software Engineering AI Assistant},
  author        = {Sen, Koushik},
  year          = {2026},
  eprint        = {2604.23822},
  archivePrefix = {arXiv},
  primaryClass  = {cs.SE},
  url           = {https://arxiv.org/abs/2604.23822}
}

Release files for kiss-agent-framework 2026.9.13

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2026.9.13 This release

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