
Bee — The Progressive Intelligence Engine
io.github.cuilabsPublished by GitHub account cuilabsv0.6.0Updated Oct 24, 2026
Bee — The Progressive Intelligence Engine: tiered LLM, 4 tools, hosted API, free tier.
Overview
Bee's MCP server exposes a hosted, tiered LLM service to an assistant, letting it send chat requests to Bee models through a local stdio process.
- What you can do
- Send chat completion requests to Bee's hosted, OpenAI-compatible model gateway
- Choose a model tier from bee-cell up to bee-swarm, subject to the API key's plan
- Point requests at an alternative gateway base URL for self-hosted or staging deployments
- Use the same Bee service that its TypeScript and Python SDKs call, from inside an MCP client
- When to use it
- Worth adding when you want an assistant to call Bee's hosted models as a separate intelligence backend, including on the free Cell tier, rather than using a model provider already built into your client.
- Requirements
- Runs locally over stdio, launched with uvx from the bee-sdk package, so Python and uv must be available. Requires a Bee API key in BEE_API_KEY, created in the Bee Workspace; the free Cell tier works. Optional BEE_API_URL overrides the gateway base URL and BEE_MODEL sets the default tier. Network access to the Bee gateway is needed.
Installation
In SourceWeft
- Open Bee — The Progressive Intelligence Engine in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
README
Bee: Quantum Intelligence™
[npm] [PyPI] [MCP Registry] [License]
Website | Documentation | Packages | Machine-readable package index | System status
The public developer distribution for Bee, HEOSSI's governed multimodal intelligence platform. This repository contains the actual source of Bee's Apache-2.0 SDKs, MCP integration, API contracts, runnable examples, and public trust-verification material.
This repository is generated from reviewed, public-safe paths in the Bee monorepo. MANIFEST.json records the exact source commit and content digest for every export; SHA256SUMS and the SPDX SBOM support independent artifact inspection.
Developer surface
The canonical package catalog records each public developer distribution, exact version, registry, role, license boundary, and install command. Its machine-readable companion is PACKAGE-INDEX.json. These distributions do not expose the private Bee service monorepo.
Quickstart
Create an API key in Bee Workspace. The free Cell tier works with both SDKs and MCP.
Repository map
Enterprise evaluation paths
Architecture and scenarios
Start with the public reference architecture, then follow the control boundary through three concrete flows:
The matching visual architecture centre is published at bee.heossi.com/docs/architecture.
Bee Code's agent path is durable, subscription-bounded, and independently metered. Workspace, mobile, desktop, SDK, and MCP requests retain their own documented execution contracts; common entitlement enforcement does not imply that every surface has local IDE tools.
Integrity and provenance
The public distribution is locally rendered from an allowlisted monorepo surface. Verify it with:
SHA256SUMS covers every exported payload file except itself and the
commit-specific MANIFEST.json. The manifest separately binds the export to
its source commit and contains a deterministic digest of the complete payload.
The SPDX document is package-level (filesAnalyzed: false); it inventories the
published SDK and MCP packages without claiming a binary or deployment SBOM.
Public and proprietary boundary
The files in this repository are Apache-2.0 licensed. Bee's model engine, orchestration plane, hosted gateway, Bee Code CLI implementation, editor-extension implementation, and commercial applications remain proprietary and are not represented as open source here. Public API and package behavior is defined by the contracts and SDK source in this repository.
Support and security
- SDK, MCP, contract, or example defect: open an issue
- Product or account support: bee.heossi.com/contact
- Vulnerability disclosure:
[email protected]; see SECURITY.md - Service health: status · changelog · roadmap
Contributing
Read CONTRIBUTING.md, SUPPORT.md, and the Code of Conduct. Generated paths must be changed in their canonical monorepo source; community examples and documentation can be proposed here and are reconciled during the next local export.
License
Apache License 2.0 · Copyright 2026 HEOSSI (Pte.) Ltd.
Bee™ and the Bee knot logo are trademarks of HEOSSI (Pte.) Ltd., Singapore.
Source: README.md at commit 3130f61
Tools
0Version history
1- v0.6.0LatestSep 16, 2026
Score
50% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts