SpecStream for CrewAI

What you get

• A cache that waitsCrewAI's tool cache saves only finished runs, so a later task in the crew never replays half the rows.
• Fits @CrewBase projectsInside a @CrewBase class, specstream_tools goes on any agent from agents_config and the key never shows up in logs.
• One link to the workspaceA teammate opens a row's list_link to map the same results in SpecStream, export them, or keep them current.

Set it up

1. 1Run pip install -U crewai-specstream on Python 3.10 to 3.13 with CrewAI 1.x.
2. 2Set SPECSTREAM_API_KEY, the env var the tools declare as required, to a key from Agents & API.
3. 3Add specstream_tools(max_price_usd=5) to an Agent's tools, give it a Task, and call kickoff on the Crew.

The full setup guide has every step, with what to do if something doesn’t arrive.

• OpenAI APILive web records as an MCP tool in the Responses API
• LangChainAgent tools and a retriever that returns LangChain Documents
• LlamaIndexA tool spec and retriever nodes for LlamaIndex agents
• VercelAI SDK tools in TypeScript, plus a client for route handlers
• HaystackHaystack Documents from the live web, for pipelines and agents
• BotpressComing soonHub actions that put live web rows in a bot's reply