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Seshat Runtime

Open-source Go agent runtime for governed, multi-provider, self-hostable execution
Built for serious agent work today, with a larger open-source vision behind it.

🌐 Website · 📚 Documentation · ⬇️ Installation · 💬 Discussions · 🐛 Issues · 🖥️ SeshatOS

Seshat Runtime

Seshat delegates a research task to five sub-agents working in parallel, then shows them in the terminal interface

One request, five sub-agents working in parallel. Replayed from a real session of the terminal interface (the pace is reconstructed).


What Seshat Is Today

Seshat is an open-source Go agent runtime for people who need more than a chat shell and less vendor lock-in than a closed assistant.

Its current wedge is concrete:

  • governed multi-turn agent execution
  • tools, files, sandboxed bash, web, browser, MCP, RAG, and skills
  • multi-provider routing with self-hosted and local-first deployment options
  • persistent sessions, permissions, recovery, and audit-friendly behavior
  • CLI/TUI, gRPC, and Go SDK surfaces on the same runtime core

If you want the class of tool people reach for in products like Claude Code, but open, written in Go, multi-provider, and deployable under your own rules, this is the project.

Why This Exists

Most of the market still splits into two weak extremes:

  • chat products that answer well but do not own serious execution
  • low-level frameworks that are flexible but too fragmented, too provider-shaped, or too awkward to ship as a real runtime

Seshat is the missing middle layer: an execution runtime that can actually run agents, call tools, hold sessions, enforce permissions, recover from failures, and stay usable as infrastructure.

The Broader Open-Source Direction

The project still keeps a broader ambition, and that matters for the community.

Seshat is not only about making one strong solo agent. The longer-term direction is organized agentic work: explicit roles, mission memory, structured coordination, durable teams, and an open foundation that others can extend through skills, MCP servers, SDK integrations, and domain-specific workflows.

That larger vision belongs in the docs and in open-source discussion because contributors need the map, not only the current feature list.

Runtime First, Platform Above It

Seshat is the runtime layer.

Use this repository if you want to:

  • run agents locally or self-host them under your own control
  • embed the runtime inside a Go application or internal system
  • extend providers, tools, permissions, MCP integration, or runtime behavior

If you want a ready-to-use product built on this engine, see SeshatOS (local-first desktop app and backend) or SeshatCloud (multi-tenant server and admin console for organizations).


🖥️ Terminal UI

seshat chat drops you into a full-featured terminal interface built for long-running agent sessions.

Welcome screen
Welcome — up and running in 10 seconds
Settings panel
Settings — every section, one keystroke away (ctrl+p)
Provider families
Providers — language models, image, speech and web search
Model selection
Model selection — switch models in 2 keystrokes (ctrl+l)
Agent asking clarifying questions
Asks before it acts — clarifying questions with options, then a plan
Agent fetching web pages
Checks the source — fetches pages and shows what it read
Plan review
Plan review — read, comment and approve the plan before work starts
Agent working with sub-agent tasks
Agent at work — task list, sub-agents and streamed results

Keyboard shortcuts: ctrl+p settings · ctrl+l models · ctrl+s sessions · ctrl+, providers · ctrl+n new session · ctrl+t tasks · ctrl+u copy last response · ctrl+y toggle yolo · ctrl+o open editor · ctrl+g help · ctrl+c quit

New line in the prompt: ctrl+j works in every terminal. shift+Enter and ctrl+Enter need a terminal that tells them apart from Enter; Windows Terminal and the VS Code terminal do not by default, so run seshat terminal-setup (the setup scripts offer it): it writes the key bindings into their settings, after backing the file up, and --check previews it. Terminals with a keyboard protocol (kitty, WezTerm, Ghostty, foot, recent Alacritty, iTerm2) need nothing.

Clipboard note (Linux): selection copy works best when wl-clipboard (Wayland) or xclip/xsel (X11) is installed. Without a system clipboard backend, Seshat can request terminal clipboard access but cannot guarantee a real system copy.

Compaction note: transcript compaction is automatic today. A dedicated manual compact action is planned for the TUI once the runtime exposes a real manual-compaction hook.


🌐 The Seshat Ecosystem

seshat is the headless runtime: pure Go, no UI, no users, no billing. It is the foundation everything else builds on.

Products built on seshat

seshat (this repo) SeshatOS SeshatCloud
What it is Go runtime + SDK + CLI/TUI + gRPC Local-first desktop app and backend Multi-tenant server and admin console
Stack Go Go + TypeScript/React/Electron Go + TypeScript/React (+ a Python service for document intelligence)
License Apache-2.0 Apache-2.0 + Commons Clause (source-available) Source-available (draft)
Who it's for Developers embedding agents in their own apps Individuals and small teams who self-host Organizations that need central administration
Status Stable, in production use Under construction (chat-first desktop rebuild) Server side solid, not yet a packaged offer

Both products consume seshat through pkg/* only. seshat knows nothing about them.

The commercial activity around Seshat (AI consulting and integration, plus the products above) is presented at seshat-ai.com.

🤝 Contribution split

If you want to... Contribute to...
Improve execution speed, reduce latency, optimize the agent loop seshat (Go)
Add a new LLM provider or tool seshat (Go)
Expose new capabilities in the SDK or gRPC API seshat (Go)
Improve the desktop app or local backend SeshatOS
Work on organizations, IAM, or scheduled automation SeshatCloud

The engine is intentionally kept minimal and fast. If you need something from the SDK that is not exposed yet, open an issue and we will prioritize it.

📦 Installation

The full guide is on the website: Installation — seshat-ai.com. It covers the install script and what it does, its options, the Go toolchain, building from source and using Seshat as a library. The commands below are the short version.

System Command (copy, paste, run) Needs
Linux (amd64, arm64) curl -fsSL https://raw.githubusercontent.com/KPO-Tech/seshat-runtime/main/scripts/install.sh | bash curl or wget
macOS (Intel, Apple silicon) the same command as Linux curl
Windows (amd64, arm64) irm https://raw.githubusercontent.com/KPO-Tech/seshat-runtime/main/scripts/install.ps1 | iex in PowerShell nothing, no administrator rights

You do not need Go: the script downloads a ready-made binary. Afterwards the command is seshat on every system, and seshat update keeps it current (see Updating below).

Linux and macOS — one command, fully configured:

curl -fsSL https://raw.githubusercontent.com/KPO-Tech/seshat-runtime/main/scripts/install.sh | bash

Downloads the right binary for your platform, adds it to your PATH, and leaves the runtime directory (~/.config/seshat-cli/) ready. The DB and sessions are created on first run.

Options:

VERSION=v0.1.0 bash <(curl -fsSL ...)   # pin a specific version

Windows (PowerShell) — one command, no administrator rights:

irm https://raw.githubusercontent.com/KPO-Tech/seshat-runtime/main/scripts/install.ps1 | iex

Downloads the Windows build (amd64 or arm64), checks it against SHA256SUMS.txt, installs seshat.exe into %LOCALAPPDATA%\Programs\seshat, adds that folder to your user PATH and installs ripgrep (winget, scoop or choco) when it is missing. Set $env:SESHAT_VERSION = "v1.9.0" before the command to pin a version, $env:SESHAT_INSTALL_DIR to choose the folder, $env:SESHAT_SKIP_RIPGREP = "1" to skip ripgrep.

Updating. The installed binary updates itself. When you start seshat in a terminal and a newer release exists, it says so and asks Update now? [Y]es / [l]ater / [s]kip this version. seshat update does the same on demand (--check only looks, --yes skips the question). The download is checked against the release's SHA256SUMS.txt before it replaces the binary, and the old binary stays in place if anything fails. The release is looked up at most once a day, with a 2-second limit; SESHAT_NO_UPDATE_CHECK=1 turns the offer off. Development builds and non-interactive runs (pipes, CI) are never asked. Re-running the install script also updates.

Session titles, offline (optional). By default the chat provider names each session after the first message. seshat title-model install (the installers offer it) adds a small local model instead, about 500 MB once, CPU only: titles take under a second, cost nothing and keep the first message on your machine. seshat title-model status|disable|enable|remove manage it, and the provider still names the session whenever the local model is missing or fails.

Everything lives in <runtime folder>/title-model/ (~/.config/seshat-cli/ on Linux, %APPDATA%\seshat-cli\ on Windows): the llama.cpp server, the model, a state.json and the server's server.log; seshat title-model remove deletes the folder. The server listens on the loopback address only, runs while seshat is open (about 600 MB of memory) and stops after ten idle minutes; if seshat is killed, the next run stops the server it left behind. SESHAT_TITLE_MODEL=1 makes the installers install it without asking.

Developers — Go toolchain:

# Install the CLI binary
go install github.com/KPO-Tech/seshat-runtime/tui/cmd/cli@latest

SDK — embed in your Go application:

go get github.com/KPO-Tech/seshat-runtime@latest

🔀 Three Ways to Use It

1. 💻 CLI — seshat

An AI agent in your terminal. Multi-provider, local-first, skills-aware. Guide: Using the CLI.

Install

# End users — full setup in one command:
curl -fsSL https://raw.githubusercontent.com/KPO-Tech/seshat-runtime/main/scripts/install.sh | bash

# Windows (PowerShell):
#   irm https://raw.githubusercontent.com/KPO-Tech/seshat-runtime/main/scripts/install.ps1 | iex

# Developers — binary only via Go toolchain:
go install github.com/KPO-Tech/seshat-runtime/tui/cmd/cli@latest

Configure a provider

seshat config --provider anthropic --api-key sk-ant-...
seshat config --model anthropic:claude-sonnet-5-5
seshat config --print

Run

seshat chat                                            # interactive TUI session
seshat chat --resume <session-id>                      # resume a specific session
seshat chat --continue                                 # resume the most recent session
seshat run "list all TODO comments in this codebase"   # one-shot task
seshat sessions list                                   # browse past sessions
seshat version                                         # print installed version
seshat help                                            # full command reference

Sessions are persisted locally in SQLite. Skills are loaded from .seshat/skills/ in your project. The full tool set is available: file edits, sandboxed bash, web search, browser, MCP servers, sub-agents.


2. 🌐 gRPC Server

Run seshat as a gRPC service and generate clients for any language. Reference: gRPC API.

# Development
ANTHROPIC_API_KEY=sk-ant-... go run ./cmd/grpc

# From build
ANTHROPIC_API_KEY=sk-ant-... ./bin/seshat-grpc

Server starts on :50051. The contract lives in pkg/grpc/proto/seshat.proto. Generate a client for Python, TypeScript, Java, Rust, or any gRPC-supported language:

# Python
python -m grpc_tools.protoc -I pkg/grpc/proto --python_out=. --grpc_python_out=. seshat.proto

# TypeScript
npx grpc-tools --js_out=. --grpc_out=. pkg/grpc/proto/seshat.proto

One runtime. Every language.


3. 📦 Go SDK

Embed the full runtime in your own Go application. Reference: Go SDK, with the events and hooks and the integration guide.

go get github.com/KPO-Tech/seshat-runtime/pkg/sdk
import "github.com/KPO-Tech/seshat-runtime/pkg/sdk"

client, err := sdk.NewClient(&sdk.ClientConfig{
    APIKey: os.Getenv("ANTHROPIC_API_KEY"),
    Model:  sdk.ModelIdentifier{Provider: "anthropic", Model: "claude-sonnet-5-5"},
})
if err != nil {
    log.Fatal(err)
}
defer client.Close()

session, _ := client.CreateSession(ctx)
resp, _ := session.SubmitMessage(ctx, "Write a Go HTTP handler for /health")
fmt.Println(resp.Content)

📊 How Seshat Compares

Feature seshat Claude Agent SDK OpenAI Agents SDK LangGraph CrewAI
Language Go Python/TS Python Python Python
Single binary (no deps) ✅ ❌ ❌ ❌ ❌
CLI included ✅ ❌ ❌ ❌ ❌
gRPC server (any language) ✅ ❌ ❌ ❌ ❌
Multi-provider ✅ (15) ❌ Claude only ❌ OpenAI only ✅ ✅
MCP client ✅ ✅ ✅ Partial ❌
Sandboxed bash (Landlock, Windows sidecar, microVM) ✅ ✅ ❌ ❌ ❌
Skills system ✅ ❌ ❌ ❌ ❌
Built-in RAG ✅ ❌ ❌ ❌ ❌
Browser automation ✅ ✅ ❌ ❌ ❌
Session persistence ✅ ❌ ❌ ✅ ❌
OTel tracing ✅ ❌ ❌ ✅ ❌
Open-source license Apache 2.0 MIT MIT MIT Apache 2.0

✨ Capabilities

Capability Details
🌍 Multi-provider Anthropic, OpenAI, Gemini, Mistral, DeepSeek, Ollama, OpenRouter, Codex, MiniMax, Z.ai, OpenCode, Cloudflare Workers AI
🛠️ 60+ built-in tools File read/write/patch, bash (Landlock, Windows sidecar or microVM), web search, web fetch, browser (Playwright), grep/glob, LSP, sub-agents, RAG, tasks, memory, worktree, notebooks, image generation, TTS/STT
🔌 MCP client Universal MCP client: plug in any MCP server (GitHub, Postgres, Slack, Docker, Notion, ...)
⚡ Skills Markdown instruction files injected into the system prompt: encode your team's conventions and domain expertise
🎯 Execution modes execute (default), plan (review before act), pair_programming (collaborative)
🔒 Permission engine Per-tool deny rules, auto-mode LLM classifier, configurable per session (auto / acceptEdits / onRequest / bypass / never)
💾 Session persistence SQLite-backed multi-turn sessions, resumable across restarts
📡 Streaming Text chunks + structured runtime events (tool calls, plan events, permission requests, token usage)
🧠 Long-context compaction Automatic context compression when approaching the model's window (configurable threshold)
📉 Observability Prometheus metrics + OpenTelemetry tracing (OTLP gRPC export, no-op when endpoint not set)

🗂️ Repository Structure

seshat/
├── cmd/
│   ├── cli/              ← seshat CLI entrypoint (TUI + one-shot commands)
│   └── grpc/             ← gRPC server entrypoint
├── pkg/                  ← public API (safe to import from outside)
│   ├── sdk/              ← Go SDK: Client, sessions, streaming, callbacks
│   ├── types/            ← shared types: Message, ToolUse, TokenUsage, ...
│   ├── agent/            ← agent definitions, built-in registry
│   ├── providers/        ← LLM provider abstraction, routing, fallback
│   ├── mcp/              ← MCP client: stdio, SSE, HTTP transports
│   ├── rag/              ← chunking, embedding, hybrid vector search
│   ├── skills/           ← skill loading, frontmatter parsing, injection
│   ├── memory/           ← in-session state, compaction strategies
│   ├── web/              ← web search, fetch, browser (Playwright)
│   ├── storage/          ← artifact store: S3, local filesystem
│   ├── vector/           ← vector DB abstraction
│   ├── contract/         ← Tool interface, CallResult, registry
│   ├── auth/             ← provider auth abstraction, OAuth device flow
│   ├── workspace/        ← sandbox path resolution, workspace layout
│   ├── monitoring/       ← Prometheus metrics, OTel spans
│   ├── grpc/             ← proto definitions and generated code
│   └── config/           ← app-level config from env
└── internal/             ← private implementation (do not import directly)

SeshatOS, SeshatCloud and any third-party consumer must import pkg/* only, never internal/*.


🌐 Supported Providers

Provider ID Service Auth
anthropic Anthropic ANTHROPIC_API_KEY
openai OpenAI OPENAI_API_KEY
gemini Google Gemini GOOGLE_API_KEY
mistral Mistral AI MISTRAL_API_KEY
deepseek DeepSeek DEEPSEEK_API_KEY
ollama Ollama (local) none
openrouter OpenRouter OPENROUTER_API_KEY
codex ChatGPT Pro (OAuth) device-code flow
minimax MiniMax MINIMAX_API_KEY
z-ai Z.ai Z_AI_API_KEY
opencode OpenCode Zen OPENCODE_API_KEY

Full model listings and capabilities: docs/providers.md.


🚀 Quick Start

# 1. Install
curl -fsSL https://raw.githubusercontent.com/KPO-Tech/seshat-runtime/main/scripts/install.sh | bash

# Reload your shell (or open a new terminal) if prompted, then:

# 2. Configure your provider
seshat config --provider anthropic --api-key sk-ant-...
seshat config --model anthropic:claude-sonnet-5-5

# 3. Start chatting
seshat chat                          # new session (opens TUI)
seshat chat --continue               # resume last session
seshat chat --resume <session-id>    # resume a specific session
seshat run "list all TODO comments in this codebase"  # one-shot task

No API key? Use Ollama for free local inference: seshat config --provider ollama --model ollama:llama3.2 (requires Ollama running locally)

Developers building from source: see the Development section below.

The same steps are on seshat-ai.com: the Quick start (resuming a session, the shortcuts of the terminal interface), Configuration (the command line, the environment variables, the providers) and Your first agent (running a task, adding a skill, calling the runtime from your own code).


⚡ Skills

Skills are Markdown files that encode expertise injected into the agent's system prompt at runtime.

.seshat/skills/
  go-conventions.md     # "always use context.Context as the first parameter..."
  git-workflow.md       # "never commit to main, always open a PR, squash before merge..."
  security-rules.md     # "never log secrets, validate all external input at boundaries..."

The official skill collection is seshat-skills, installable from any URL directly from the CLI.


🔌 MCP

Any MCP server is immediately usable — no additional development needed.

client, _ := sdk.NewClient(&sdk.ClientConfig{
    MCPServers: []sdk.MCPServerConfig{
        {Name: "github",   Command: "npx", Args: []string{"-y", "@modelcontextprotocol/server-github"}},
        {Name: "postgres", Command: "npx", Args: []string{"-y", "@modelcontextprotocol/server-postgres", "postgresql://..."}},
        {Name: "slack",    Command: "npx", Args: []string{"-y", "@modelcontextprotocol/server-slack"}},
    },
})

🏗️ Architecture

Seshat Architecture

Full architecture diagrams (Mermaid): docs/vision/diagrams.md.


📖 Documentation

Doc What it covers
Vision & Roadmap Project idea, design principles, Level 1->2->3 roadmap
Architecture System design, layer diagrams, query loop state machine
SDK Guide ClientConfig, sessions, streaming, callbacks, MCP
Tools Built-in tools reference, permission pipeline
Providers Multi-provider routing, retry, circuit breaker
Prompt System Section assembly, stage overlays, cache control
Skills Skills system, loading order, injection
Transports & Setup gRPC setup, proto codegen, env vars
Multi-Agent Teams Agent profiles, mailbox, dispatcher, TeamBus
Memory and Compaction Session memory, context compaction, memory tool
MCP Client MCP protocol, transports, server configuration
RAG System Chunking, embeddings, hybrid search, document ingestion
Planning Mode Execution modes: execute, plan, pair-programming

🛠️ Development

First-time setup (build from source)

# Linux / macOS — installs all dependencies, builds, wires git hooks
git clone https://github.com/KPO-Tech/seshat-runtime
cd seshat-runtime
make setup

# Windows (PowerShell — make is not available by default on Windows)
powershell -ExecutionPolicy Bypass -File scripts\setup.ps1

make setup handles everything: Go version check, ripgrep, and the final build. Binaries land in bin/.

Daily commands

make build           # build CLI and gRPC binaries to bin/
make test            # run all tests
make test-race       # run tests with race detector
make lint            # golangci-lint
make fmt             # gofmt
make hooks           # (re-)install git pre-commit hooks
make clean           # remove bin/
make clean-runtime   # erase runtime data (~/.config/seshat-cli)
make clean-all       # both

Runtime data directory

Seshat stores sessions and config under a platform-appropriate directory:

OS Default path
Linux ~/.config/seshat-cli/ (respects $XDG_CONFIG_HOME)
macOS ~/.config/seshat-cli/
Windows %APPDATA%\seshat-cli\

Override with SESHAT_RUNTIME_ROOT=/your/path seshat chat.

Runtime dependencies

ripgrep — the glob and grep tools require ripgrep (rg). Included in make setup; install separately with make install-deps.

A document-reader service (optional) — for scans and complex layouts, run seshat-intelligence (or any compatible service) yourself and set DOCUMENT_READER_URL. The built-in reader needs nothing installed.

OS compatibility

Linux — primary development and testing platform. Fully supported.

macOS — code is written to support macOS and basic testing has been done, but macOS support is not yet fully validated. If you hit an issue, please open a report.

Windows — released builds for amd64 and arm64, and an installer (scripts/install.ps1). The terminal interface is used on Windows Terminal; other Windows setups have had less testing. Reports are welcome. To build from source, use scripts\setup.ps1.

See CONTRIBUTING.md for the full contribution guide.


🔒 Security

To report a vulnerability, see SECURITY.md.


📄 License

Apache 2.0. The terminal UI (internal/seshattui) was built from Crush and stays subject to its FSL-1.1-MIT licence: see NOTICE and docs/licensing.md.

About

Open-source Go agent runtime for autonomous AI systems and multi-agent automation. MCP, RAG, 15+ LLM providers and 60+ built-in tools in a single binary.

Topics

Resources

Code of conduct

Contributing

Security policy

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5 stars

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