v1.0.0pycelest v1.0.0 — Temporal Agents · Organic Topology · Celest Protocol

Build AI Agents.
Automate Everything.

FlyCelest is the most innovative full-stack AI agent platform — Temporal Agents that sleep and auto-resume, Organic Topology cell division, Agent Immune System, DNA transfer, visual workflows, browser automation, 15+ connectors.

12Innovations
566+Tests
15+Connectors
10+AI Providers
agent.pypycelest
from celest.temporal import SuspendableSession
from celest.temporal import AgentSuspended

# Agent that sleeps and auto-resumes
session = SuspendableSession(
    provider=AnthropicAdapter(),
)

try:
    await session.run(
        "Send report when PR #142 is merged"
    ) # suspends automatically
except AgentSuspended as e:
    # store e.snapshot → resume on webhook
    store_and_schedule(e.snapshot)
⏰ Agent suspended — resumes on github.pr.merged

Ecosystem

Full ecosystem. Any language.

From a Python library to a full desktop app — every product is built on the same pycelest engine. Available in Python, TypeScript, Go, and Java.

FlyCelest Platform

Visual AI Agent Builder

Build, run, and monitor AI agents with a drag-and-drop workflow canvas. Connect any service, automate any process.

  • Visual workflow builder (React Flow)
  • Browser automation with Playwright
  • 15+ external connectors
  • Real-time execution via SSE
v0.5.1

pycelest

Python AI Agent Framework

Production-ready framework for building safe, capable AI agents. MCP Server, Langfuse observability, native connectors.

  • 10+ AI providers (OpenAI, Anthropic, Ollama…)
  • MCPServer — expose any agent as MCP server
  • LangfusePlugin — full LLM observability
  • pip install pycelest
v0.1.0

flycelest-mcp-server

MCP Server for Claude & Cursor

Expose your FlyCelest agents and workflows directly in Claude Desktop, Cursor, or any MCP client with one command.

  • uvx flycelest-mcp-server
  • agents_list · agents_run · workflows_trigger
  • Resources: flycelest://agents, //runs
  • Auth via FLYCELEST_API_KEY
Phase 3 ✓

FlyCelest Trader

AI-Powered Trading Platform

AI agents that trade on Interactive Brokers. Risk management, backtesting, and real-time portfolio monitoring.

  • IBKR / IB Gateway integration
  • 5-agent pipeline: Scanner → Risk → Execution
  • Backtest engine (Sharpe, drawdown, win rate)
  • React dashboard + Recharts equity curves
v0.1.0

FlyCelest Desktop

Cross-Platform Desktop App

Run the full FlyCelest platform locally with Electron. Zero config — the API starts automatically. Ollama local models.

  • Bundles API + Web in one installer
  • Local AI with Ollama (no cloud needed)
  • System tray, OS notifications
  • Windows, macOS, Linux

12 Exclusive Innovations · v1.0.0

Features nobody else has

pycelest v1.0.0 ships capabilities that no other AI agent framework offers — from agents that sleep and wake up, to behavioral DNA transfer between models.

Temporal Agents

Exclusive

Agents that sleep mid-task and auto-resume when a real-world condition fires — GitHub merge, webhook, scheduled time, or human approval.

Organic Topology

Exclusive

Cell division for AI agents. One agent spawns specialized sub-agents, runs them in parallel, and synthesizes merged results automatically.

Agent Immune System

Exclusive

Real-time behavioral anomaly detection: retry loops, cascade injection, token spikes, tool evasion. Auto-quarantine on critical threats.

Agent DNA Transfer

Exclusive

Extract the behavioral fingerprint of a high-performing agent and inject it into a new one — even on a different LLM model.

10+ AI Providers

OpenAI, Anthropic, Google, Mistral, DeepSeek, Grok, Ollama, LM Studio — switch provider in one line. FallbackAdapter chains providers automatically.

Visual Workflow Builder

Drag-and-drop canvas with 40+ node types. Triggers, logic, loops, conditions, agent calls — all visual, no code required.

Browser Automation

Playwright nodes: click, type, extract, screenshot. Full RPA workflows. Agents browse the web like a human.

15+ Connectors

Gmail, Slack, Notion, Meta, Google Drive, Sheets, Stripe, LinkedIn and more — all with shared connection pools for performance.

Memory Vault

Shared persistent knowledge base across all agents in a project. One agent learns something — all agents benefit automatically.

Prompt Optimizer

Analyze which instructions in your system prompt are actually followed. Detect ignored rules and get concrete rewrite suggestions.

Agent Benchmarker

12-task standardized evaluation suite across reasoning, instruction following, tool use, and safety. Detect regressions between agent versions.

Celest Protocol

Universal agent-to-agent negotiation standard. Agents advertise capabilities, bid on tasks, and return cryptographically signed verifiable results.

Real-time SSE

Stream tool calls and results live to the browser. Watch your agents think in real time. Rate-limited adapter with auto-429 recovery.

Channels

Trigger agents via Telegram or WhatsApp. Agents reply directly in the chat thread. Session Replay for A/B testing providers.

Tool Marketplace

Publish, discover, and load FunctionTool packages. pip install celest-tools-gmail and it just works.

pip install pycelest

Start building AI agents
in 5 minutes.

pycelest is free and open source — MIT license, forever. Cloud and Desktop plans available for teams and power users.

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