kiss-agent-framework 2026.6.33

KISS Agent Framework - A simple and portable agent framework for building and evolving AI agents

"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, a Claude-Code-style CLI, and a browser/mobile web app. 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. All agents run as daemons.

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

---

Table of Contents

• KISS Sorcar vs Claude Code vs Cursor
• What is in the Name
• Installation
  • Full install from source
  • Python package / CLI install
  • Configure model access
  • VS Code Extension Installation
• CLI Interface
  • CLI options
  • Interactive CLI features
  • sorcar mcp subcommand
• Messaging & Third-Party Agents
• Models Supported
• Contributing
• License
• Citation

🆚 KISS Sorcar vs Claude Code vs Cursor

Capability	KISS Sorcar	Claude Code	Cursor
Interfaces	CLI + VS Code extension + web/mobile app	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	~2500	Unknown	Unknown
Models in bundled catalog	504 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	✅ 23 third-party agents, including Slack, Gmail, Phone Control, SMS, and WhatsApp	⚠️ 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
Terminal Bench 2.0 score	62.2%	58%	61.7% (Cursor agent)

What is in the Name

KISS Agent Framework is a deliberately small agent runtime organized around the KISS principle ("Keep it Simple, Stupid"). KISS Sorcar is named after P. C. Sorcar, the Bengali magician. 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

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 / CLI install

If you only want the Python package and CLI 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 GEMINI_API_KEY=...
export TOGETHER_API_KEY=...
export ZAI_API_KEY=...
export MOONSHOT_API_KEY=...
export OPENROUTER_API_KEY=...

You can also configure a custom endpoint with --endpoint / -e and optional repeated --header Key:Value CLI flags.

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.

CLI Interface

sorcar runs in two modes:

• Interactive (no -t/--task or -f/--file) — a Claude-Code-style REPL that connects as a thin terminal client to the local sorcar web daemon. Chat-session control (new chat, resume by id, list history) and worktree merge/discard prompts are driven from slash commands. Each task is isolated in a git worktree by default.
• Non-interactive (-t or -f supplied) — runs a plain SorcarAgent once on the supplied task and exits. Worktree isolation and chat-session control are unavailable in this mode; display events are still streamed into the chat DB so the run is replayable in the chat webview.

# Launch the interactive Sorcar CLI, similar to Claude Code.
sorcar

# Run a one-shot task (non-interactive).
sorcar -t "What is 2435*234?"

# Use a specific model.
sorcar -m "claude-sonnet-4-6" -t "What is 2435*234?"

# Custom endpoint and headers for a local or self-hosted model.
sorcar -e "http://localhost:8000/v1" --header "Authorization:Bearer xxx" \
       -t "Summarise this codebase."

# Cap spend at $2 and pin the working directory.
sorcar -b 2.0 -w "$HOME/projects/my-repo" -t "Refactor utils.py for clarity."

# Use the contents of a file as the task.
echo "Can you find the cheapest non-stop flight from SFO to JFK on June 15?" > prompt
sorcar -f prompt

# Disable browser/web tools (terminal-only mode).
sorcar --no-web -t "Lint and fix every Python file under src/."

# Disable parallel sub-agents for a deterministic single-thread run.
sorcar --no-parallel -t 'Run pytest and report which tests fail and why.'

# Ask Sorcar to use desktop/browser/messaging tools.
sorcar -t 'Can you send the message "Hello from Sorcar!" to ksen via the desktop Slack app?'

# Ask Sorcar to explain code.
sorcar -t 'Can you show me the detailed step-by-step workflow of gepa.py?'

# Manage MCP servers (see "sorcar mcp" subcommand below).
sorcar mcp list --ping

CLI options

Flag	Description
-t, --task	Task description; switches to non-interactive mode
-f, --file	Path to a file whose contents are used as the task; switches to non-interactive mode
-m, --model_name	LLM model name; defaults to the best available model for the configured API keys
-e, --endpoint	Custom base URL for a local or self-hosted model
--header	Custom HTTP header in Key:Value form; may be repeated
-b, --max_budget	Maximum spend in USD for the run
-w, --work_dir	Working directory; defaults to the directory where sorcar is launched
-v, --verbose	Print Rich panels to the console (true by default; pass false for quiet mode)
-p, --parallel / --no-parallel	Enable/disable parallel sub-agents (enabled by default)
--worktree / --no-worktree	Interactive only. Isolate each task in a git worktree branch (enabled by default); use --no-worktree to run directly in the working tree
--auto-commit / --no-auto-commit	Interactive only. Auto-commit worktree changes when a task finishes (enabled by default); use --no-auto-commit to preserve the worktree for manual review
--no-web	Disable browser/web tools (terminal-only mode)

--worktree / --no-worktree / --auto-commit / --no-auto-commit are rejected with exit 2 when combined with -t/-f, since the non-interactive path runs a bare SorcarAgent that does not implement them. Argparse prefix abbreviations are disabled, so each flag must be spelled out in full.

Interactive CLI features

The interactive CLI includes:

• @ file/folder mentions with ranked project-file completion.
• Slash commands: /help, /clear (alias /new), /resume, /model, /model list, /cost (aliases /usage, /context), /commands, /skills, /mcp, /autocommit, and /exit (alias /quit).
• Custom Markdown slash commands loaded from ~/.kiss/commands, <project>/.kiss/commands, ~/.claude/commands, and <project>/.claude/commands.
• 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.
• VS Code "Tricks" button entries read from ~/.kiss/INJECTIONS.md (one per ## Trick section), seeded on install from the bundled src/kiss/INJECTIONS.md. Edit the file to customise the dropdown; remove it to regenerate from the bundled defaults.
• VS Code 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.

sorcar mcp subcommand

Manage Model-Context-Protocol servers used by Sorcar:

Subcommand	Purpose
sorcar mcp add <name> <cmd…>	Register a stdio (default) or --transport http/sse server in --scope user (~/.kiss/mcp.json) or --scope project (<work_dir>/.kiss/mcp.json); supports --env KEY=VALUE and --header 'Key: Value' (repeatable).
sorcar mcp list [--ping]	List configured servers; --ping also connects and reports live status and tool counts.
sorcar mcp get <name>	Print one server's configuration as JSON.
sorcar mcp remove <name>	Delete a server from every writable config file.
sorcar mcp auth <name> [--no-browser]	Run the OAuth 2.1 browser flow (dynamic client registration + PKCE) and persist tokens under ~/.kiss/mcp_auth/.
sorcar mcp logout <name>	Delete a server's stored OAuth tokens.
sorcar mcp debug <name>	Connect and dump capabilities, tools (with input schemas and permission status), resources, and prompts.

💬 Messaging & Third-Party Agents

KISS Sorcar includes 23 third-party messaging agents that can send and receive messages on your behalf:

BlueBubbles · Discord · Feishu · Gmail · Google Chat · iMessage · IRC · LINE · Matrix · Mattermost · Microsoft Teams · Nextcloud Talk · Nostr · Phone Control · Signal · Slack · SMS · Synology Chat · Telegram · Tlon · Twitch · WhatsApp · Zalo

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 504 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.

Provider category	Catalog entries
OpenAI	70
Anthropic	13
Gemini / Google	23
Together AI	79
Z.AI	8
Moonshot AI	6
OpenRouter	295
Claude Code CLI (cc/*)	3
Codex CLI (codex/*)	7

Current catalog capability totals:

• 488 generation-capable models
• 329 function-calling-capable models
• 7 embedding models

Full model list:

OpenAI (70)

• 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-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
• openai/gpt-oss-120b
• openai/gpt-oss-20b
• text-embedding-3-large
• text-embedding-3-small
• text-embedding-ada-002

Anthropic (13)

• claude-fable-5
• claude-haiku-4-5
• claude-haiku-4-5-20251001
• claude-opus-4-1
• claude-opus-4-1-20250805
• claude-opus-4-5
• claude-opus-4-5-20251101
• claude-opus-4-6
• claude-opus-4-7
• claude-opus-4-8
• claude-sonnet-4-5
• claude-sonnet-4-5-20250929
• claude-sonnet-4-6

Gemini / Google (23)

• gemini-2.0-flash
• gemini-2.0-flash-001
• gemini-2.0-flash-lite
• gemini-2.0-flash-lite-001
• 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-pro-preview
• gemini-3.1-flash-image
• gemini-3.1-flash-lite
• gemini-3.1-flash-lite-preview
• gemini-3.1-flash-tts-preview
• gemini-3.1-pro-preview
• gemini-3.5-flash
• gemini-embedding-001
• gemini-embedding-2
• gemini-embedding-2-preview
• google/gemma-2-27b-it
• google/gemma-3n-E4B-it
• google/gemma-4-31B-it

Together AI (79)

• arcee-ai/trinity-mini
• BAAI/bge-base-en-v1.5
• 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-coder-33b-instruct
• 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-Pro
• essentialai/rnj-1-instruct
• 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
• nvidia/Llama-3.1-Nemotron-70B-Instruct-HF
• nvidia/nemotron-3-ultra-550b-a55b
• nvidia/NVIDIA-Nemotron-Nano-9B-v2
• 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/QwQ-32B
• 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

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 (6)

• kimi-k2.5
• kimi-k2.6
• kimi-k2.7-code
• moonshot-v1-128k
• moonshot-v1-32k
• moonshot-v1-8k

OpenRouter (295)

• openrouter/ai21/jamba-large-1.7
• openrouter/aion-labs/aion-1.0
• openrouter/aion-labs/aion-1.0-mini
• openrouter/aion-labs/aion-2.0
• openrouter/aion-labs/aion-rp-llama-3.1-8b
• openrouter/allenai/olmo-3-32b-think
• 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-3.5-haiku
• openrouter/anthropic/claude-3.7-sonnet:thinking
• openrouter/anthropic/claude-fable-5
• 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-4.6-fast
• openrouter/anthropic/claude-opus-4.7
• openrouter/anthropic/claude-opus-4.7-fast
• openrouter/anthropic/claude-opus-4.8
• openrouter/anthropic/claude-opus-4.8-fast
• openrouter/anthropic/claude-sonnet-4
• openrouter/anthropic/claude-sonnet-4.5
• openrouter/anthropic/claude-sonnet-4.6
• openrouter/arcee-ai/coder-large
• openrouter/arcee-ai/trinity-large-thinking
• openrouter/arcee-ai/trinity-mini
• openrouter/arcee-ai/virtuoso-large
• 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-2.0-lite
• openrouter/bytedance-seed/seed-2.0-mini
• openrouter/bytedance/ui-tars-1.5-7b
• openrouter/cohere/command-a
• openrouter/cohere/command-r-08-2024
• openrouter/cohere/command-r-plus-08-2024
• openrouter/cohere/command-r7b-12-2024
• openrouter/deepcogito/cogito-v2.1-671b
• 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-pro
• openrouter/essentialai/rnj-1-instruct
• 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-flash-lite-preview-09-2025
• 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-preview
• openrouter/google/gemini-3.1-pro-preview
• openrouter/google/gemini-3.1-pro-preview-customtools
• openrouter/google/gemini-3.5-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-3n-e4b-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-4.1-8b
• openrouter/inception/mercury-2
• openrouter/inclusionai/ling-2.6-1t
• openrouter/inclusionai/ling-2.6-flash
• openrouter/inclusionai/ring-2.6-1t
• openrouter/inflection/inflection-3-pi
• openrouter/inflection/inflection-3-productivity
• openrouter/kwaipilot/kat-coder-pro-v2
• openrouter/liquid/lfm-2-24b-a2b
• openrouter/mancer/weaver
• openrouter/meta-llama/llama-3-8b-instruct
• openrouter/meta-llama/llama-3.1-70b-instruct
• openrouter/meta-llama/llama-3.1-8b-instruct
• openrouter/meta-llama/llama-3.2-11b-vision-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/microsoft/phi-4
• openrouter/microsoft/phi-4-mini-instruct
• 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/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/nousresearch/hermes-4-70b
• openrouter/nvidia/llama-3.3-nemotron-super-49b-v1.5
• openrouter/nvidia/nemotron-3-nano-30b-a3b
• openrouter/nvidia/nemotron-3-super-120b-a12b
• openrouter/nvidia/nemotron-3-ultra-550b-a55b
• 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-mini-search-preview
• openrouter/openai/gpt-4o-search-preview
• openrouter/openai/gpt-4o:extended
• openrouter/openai/gpt-5
• openrouter/openai/gpt-5-chat
• 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-5.1-chat
• openrouter/openai/gpt-5.2
• openrouter/openai/gpt-5.2-chat
• openrouter/openai/gpt-5.3-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-audio
• openrouter/openai/gpt-audio-mini
• openrouter/openai/gpt-chat-latest
• openrouter/openai/gpt-oss-120b
• openrouter/openai/gpt-oss-20b
• openrouter/openai/gpt-oss-safeguard-20b
• openrouter/openai/o1
• openrouter/openai/o1-pro
• openrouter/openai/o3
• openrouter/openai/o3-deep-research
• openrouter/openai/o3-mini
• openrouter/openai/o3-mini-high
• openrouter/openai/o3-pro
• openrouter/openai/o4-mini
• openrouter/openai/o4-mini-deep-research
• 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-m.1
• openrouter/poolside/laguna-xs.2
• openrouter/prime-intellect/intellect-3
• 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-max
• openrouter/qwen/qwen3.7-plus
• openrouter/rekaai/reka-edge
• openrouter/rekaai/reka-flash-3
• openrouter/relace/relace-apply-3
• openrouter/relace/relace-search
• openrouter/sao10k/l3-lunaris-8b
• openrouter/sao10k/l3.1-70b-hanami-x1
• 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/switchpoint/router
• openrouter/tencent/hunyuan-a13b-instruct
• openrouter/tencent/hy3-preview
• openrouter/thedrummer/cydonia-24b-v4.1
• openrouter/thedrummer/rocinante-12b
• openrouter/thedrummer/skyfall-36b-v2
• openrouter/thedrummer/unslopnemo-12b
• openrouter/undi95/remm-slerp-l2-13b
• openrouter/upstage/solar-pro-3
• 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-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/~anthropic/claude-fable-latest
• openrouter/~anthropic/claude-haiku-latest
• openrouter/~anthropic/claude-opus-latest
• openrouter/~anthropic/claude-sonnet-latest
• openrouter/~google/gemini-flash-latest
• openrouter/~google/gemini-pro-latest
• openrouter/~moonshotai/kimi-latest
• openrouter/~openai/gpt-latest
• openrouter/~openai/gpt-mini-latest

Claude Code CLI (cc/*) (3)

• cc/haiku
• cc/opus
• cc/sonnet

Codex CLI (codex/*) (7)

• codex/codex-auto-review
• codex/default
• codex/gpt-5.2
• codex/gpt-5.3-codex
• codex/gpt-5.4
• codex/gpt-5.4-mini
• codex/gpt-5.5

🤗 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}
}