OpenTools
@opentools_
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The API for LLM tool use
Joined December 2024
We’re excited to share the beta release of our tool use API! Now developers can easily equip any LLM with hosted open-source tools for web search, web crawling, and maps data (+ more coming soon). Under the hood, it's powered by MCP — but that's just an implementation detail ↓
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.@AnthropicAI sent a "request for startups" in MCP at @aiDotEngineer - MCP servers in new domains (outside developer tools) - Make building servers easier - AI application security (see: tool poisoning)
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(You can inspect and/or contribute to the CLI too if you are so inclined.)
github.com
Contribute to opentools/cli development by creating an account on GitHub.
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The registry and CLI (>= v0.0.15) now support @code as a destination for installing MCP servers. Thanks to @ConnorPeet from team VS Code for contributing the change!
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[New post] 🔥A Deep Dive Into MCP and the Future of AI Tooling APIs were the internet’s first great unifier but AI models lack an equivalent. What are the use cases of MCPs today? Where are the challenges? Here's a technical deep dive & map of the current ecosystem 👇
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(Talk slides are here.) https://t.co/DQy4TEydR1
docs.google.com
MCP’s biggest bug is fixed Andy from OpenTools ( opentools.com • @opentools_ )
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It matters because the effort to turn existing REST APIs into more LLM-friendly MCP servers will get that much easier: - No new endpoints required (no /sse) - More options to deploy (serverless) https://t.co/zflKHgIGwG
github.com
This PR introduces the Streamable HTTP transport for MCP, addressing key limitations of the current HTTP+SSE transport while maintaining its advantages. Our deep appreciation to @atesgoral and @top...
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.@AnthropicAI will support stateless remote MCP servers with “just HTTP” as transport. We’re quite excited about this! So we gave a “lightning talk” at an MCP meetup hosted by @paulgb @CloudflareDev yesterday.
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This wouldn’t be possible without MCP and its fast-growing community. We hope to help deliver on its promise of augmenting LLMs with the “shortest path” to value. If this speaks to you, sign up for the waitlist and join the Discord while you wait 🛠️
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The SOTA model changes every month. Model providers are incentivized to create lock-in by offering "walled garden" functionality. OpenTools aims to give you optionality in both your models and your tools. Our incentive is to help make your apps resilient to provider outages.
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Before this, LLM tool use was really "structured outputs" Developers had the burden of writing integrations to external services. The OpenTools alternative: use tools from open-source MCP servers so you don’t have to reinvent the wheel. Before vs. after:
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@QuickBooks More of "what's needed now" from the creator
@gingerhendrixai @SullyOmarr A server that agentically searches and then summarizes the web/reddit/etc. An agent that combines data sources to create news articles just for me in the morning Those will want sampling unless you want to require users to bring their own keys.
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The recording is live (announcement at 1:22:00):
The highly-anticipated MCP workshop with @MaheshMurag is now live! Join @AnthropicAI Applied AI Engineer (+ creator of MCP) @MaheshMurag in this full 2-hour workshop covering the Model Context Protocol, where he covers: 00:00 Introduction 00:35 What is MCP? 09:39 Building with
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> How does MCP do on the confetti benchmark? Glad you asked. https://t.co/ZaPUpR47gi
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> What are the opportunities? More *high quality* MCP servers needed. Particularly for systems of record like @QuickBooks. Agents authenticating on behalf of their users still needs battle-testing: https://t.co/hNuPnTyrto
https://t.co/9CWVMXYuBj
If you’re a dev looking for a career direction Go jump on the Anthropic MCP train and build It’s having a moment and there are 1M best practices to figure out This is the sign you’ve been waiting for
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> Why not OpenAPI instead of MCP? Specs are too many tokens. GitHub’s OpenAPI is ~2M tokens, e.g. The “C” in MCP is about providing a model-friendly amount of context. Ideally, every tool description is written like a mini system prompt to clearly instruct how to use each tool.
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> Why is MCP valuable? It eliminates the glue code people (or LLMs) would’ve otherwise needed to write to use external services via API. Example: If you’re building a coding agent that can file GitHub issues, you could handwrite that integration. Or, take the path of least
opentools.com
Official GitHub (reference) MCP server with 17 tools for GitHub repository access and management. A Model Context Protocol reference server.... Real-time capability tracking, setup guides, and...
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Here’s our “MCP FAQ” in response to some recent posts about MCP. If anything could be better explained or if you’re @dsp_, please chime in ↓ To start, > What is MCP? A balanced writeup we like by @genmon: https://t.co/EmLwov3Yt0
https://t.co/Z61uzWjLEV
interconnected.org
Posted on Tuesday 11 Feb 2025. 2,995 words, 24 links. By Matt Webb.
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