## Summary `composio execute` exits 1 whenever a tool response contains the literal text `<|endoftext|>` or `<|endofprompt|>`. A README about tokenizers is enough. A 66-byte payload reproduces it. The tool has already run by then. Side effects happen, stdout stays empty, no session history entry is written. Someone who sent an email this way sees a failure and has no response to inspect. Cause: js-tiktoken's `encode(text, allowedSpecial = [], disallowedSpecial = "all")`. The CLI passed only the text, so every special token was disallowed and `encode` threw. Stacked on #4463. GitHub retargets this to `next` once that merges. ## Changes `countOutputTokens`, the only `encode` call, now passes `'all'`: ```ts const countOutputTokens = (json: string): number => getExecuteOutputEncoder().encode(json, 'all').length; ``` The encoder is a length gauge for the inline-vs-file decision, so allowing the literals is the right reading. Each one counts as the single special token it encodes to, not as the seven tokens its characters would be. Counts for text without the literals do not change. The byte pre-filter in #4463 hides this below 10KB by skipping the encoder. That is cover, not a fix, which is why it stayed out of that PR. ## Type of change - [x] Bug fix - [ ] New feature - [ ] Refactor/Chore - [ ] Documentation - [ ] Breaking change ## How Has This Been Tested? Bun 1.4.1+4661e494f, Node 24.17.0, pnpm 11.8.0, linux-x64. 1. New test drives `composio execute` through the `cli([...])` harness with a response holding both literals, sized past the inline threshold so the count is computed. It reads the stored file back and asserts both literals survived. 2. Against the unfixed code it fails with `Error: The text contains a special token that is not allowed: <|endoftext|>`. With the fix it passes. Suite count goes 90 to 91. 3. `pnpm run typecheck && pnpm run validate:boundaries && pnpm exec vitest run test/src/commands/tools/tools.execute.cmd.test.ts test/src/commands/run.cmd.test.ts` To see it by hand: point any tool at content holding one of the literals and make the response larger than 10KB. ## Screenshots (if applicable) Not applicable. ## Checklist - [x] I have read the Code of Conduct and this PR adheres to it - [x] I ran linters/tests locally and they passed - [ ] I updated documentation as needed - [x] I added tests or explain why not applicable - [ ] I added a changeset if this change affects published packages No docs cover the threshold. `@composio/cli` is private, so no changeset. ## Additional context o200k defines exactly two special tokens. `encode` builds a regex from the disallowed set and throws on the first match, before tokenizing. That guard exists to stop callers from smuggling control tokens into a model prompt. This code is measuring a string. 🤖 Generated with [Claude Code](https://claude.com/claude-code) https://claude.ai/code/session_01EzaE7oGVgziJ5nRvBhcci2
composio.dev • Documentation • Quickstart • Changelog
Composio
Composio gives your AI agents 1000+ pre-authenticated toolkits, per-user sessions, authentication, triggers, and a sandbox, so you can ship agents that turn intent into action.
This is the Composio SDK monorepo. It contains:
@composio/core: TypeScript SDKcomposio: Python SDKcomposioCLI: search, execute, and script tools from your shell- Provider adapters for OpenAI Agents, Claude Agent SDK, Vercel AI SDK, LangChain, and more
Quickstart
Create a session for a user, hand its tools to your agent, and let the agent take action across 1000+ apps. Grab a COMPOSIO_API_KEY from the dashboard first.
TypeScript
npm install @composio/core @composio/openai-agents @openai/agents
@composio/coreintentionally packages its TypeScript source and SDK docs so the installed package is inspectable to coding agents. If you want a smaller install with the same API, use@composio/slim.
import { Composio } from "@composio/core";
import { OpenAIAgentsProvider } from "@composio/openai-agents";
import { Agent, run } from "@openai/agents";
const composio = new Composio({ provider: new OpenAIAgentsProvider() });
// Each session is scoped to one of your users
const session = await composio.create("user_123");
const tools = await session.tools();
const agent = new Agent({
name: "Personal Assistant",
instructions: "You are a helpful assistant. Use Composio tools to take action.",
tools,
});
const result = await run(agent, "Summarize my emails from today");
console.log(result.finalOutput);
Python
pip install composio composio-openai-agents openai-agents
from composio import Composio
from composio_openai_agents import OpenAIAgentsProvider
from agents import Agent, Runner
composio = Composio(provider=OpenAIAgentsProvider())
# Each session is scoped to one of your users
session = composio.create(user_id="user_123")
tools = session.tools()
agent = Agent(
name="Personal Assistant",
instructions="You are a helpful assistant. Use Composio tools to take action.",
tools=tools,
)
result = Runner.run_sync(starting_agent=agent, input="Summarize my emails from today")
print(result.final_output)
By default a session gets meta tools that discover, authenticate, and execute app tools at runtime, so you don't load hundreds of tool definitions into context. Store session.session_id and reuse it with composio.use() across turns. See what a session is and configuring sessions for restricting toolkits, auth configs, and connected accounts.
Prefer MCP? Every session also exposes a hosted MCP endpoint. Pass mcp: true to composio.create() and point Claude, Cursor, or any MCP client at session.mcp.url. See sessions via MCP.
CLI
The composio CLI runs Composio from your shell and gives coding agents like Claude Code a local tool surface.
curl -fsSL https://composio.dev/install | sh
The installer puts composio on your PATH for future terminals. Open a new terminal, then run composio login. See INSTALL.md for shell setup overrides, including COMPOSIO_INSTALL_SHELL=none for install-only runs.
Use composio search to find tools, composio execute to run them, composio link to connect accounts, and composio run to script workflows in TypeScript. See the CLI docs.
Providers
A provider adapts Composio tools to your agent framework's native tool format:
| Provider | TypeScript | Python |
|---|---|---|
| OpenAI | @composio/openai |
composio-openai |
| OpenAI Agents | @composio/openai-agents |
composio-openai-agents |
| Anthropic | @composio/anthropic |
composio-anthropic |
| Claude Agent SDK | @composio/claude-agent-sdk |
composio-claude-agent-sdk |
| Vercel AI SDK | @composio/vercel |
— |
| Google GenAI | @composio/google |
composio-gemini, composio-google |
| Google ADK | — | composio-google-adk |
| LangChain | @composio/langchain |
composio-langchain |
| LangGraph | via @composio/langchain |
composio-langgraph |
| LlamaIndex | @composio/llamaindex |
composio-llamaindex |
| Mastra | @composio/mastra |
— |
| Pi | @composio/experimental* |
— |
| Cloudflare Workers AI | @composio/cloudflare |
— |
| CrewAI | — | composio-crewai |
| AutoGen | — | composio-autogen |
* The Pi provider is experimental and ships from @composio/experimental.
Don't see your framework? Build a custom provider, or skip providers entirely and connect over MCP.
All packages
Everything published from this repo:
| Package | Description |
|---|---|
@composio/core |
TypeScript SDK |
@composio/slim |
@composio/core without packaged source or docs; same API, smaller install |
composio CLI |
Standalone CLI binary: curl -fsSL https://composio.dev/install | sh |
@composio/experimental |
Experimental integrations, including the Pi provider |
@composio/json-schema-to-zod |
JSON Schema to Zod conversion |
@composio/* provider adapters |
OpenAI, OpenAI Agents, Anthropic, Claude Agent SDK, Vercel, Google, LangChain, LlamaIndex, Mastra, Cloudflare |
composio |
Python SDK |
composio-* provider adapters |
OpenAI, OpenAI Agents, Anthropic, Claude Agent SDK, Gemini, Google, Google ADK, LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen |
Repository layout
ts/ TypeScript SDK workspace
packages/core/ @composio/core
packages/providers/ Provider adapters
packages/cli/ Composio CLI
python/ Python SDK and provider packages
docs/ Documentation site (docs.composio.dev)
The TypeScript SDK is tested against Node 22+; the Python SDK supports Python 3.10+.
Development
mise install # pinned toolchain (Node, Python, pnpm)
pnpm install
pnpm build
pnpm test
Python commands run from python/; see python/README.md. We welcome contributions to both SDKs; read the contribution guidelines before submitting pull requests.
Support
License
MIT. See LICENSE.