Bee — The Progressive Intelligence Engine
Bee — The Progressive Intelligence Engine: tiered LLM, 4 tools, hosted API, free tier.
Connector by cuilabs · GitHub account verified by the MCP Registry
Install
Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.
npx agentmarket install connector/cuilabs-bee
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this server can do and what it asks for, from its tool list, install config and code. Checked Oct 25, 2026.
- Tools
- 10 read · 2 write · 0 delete · 4 not yet classified
- Secrets
- 1 (API keys, tokens or passwords)
- Install scripts
- None found
- Runs as
- Python package
Tools by what they do 16
Read from the source code; the running server may list different tools.
Read 10 · Look things up without changing anything.
bee_chatbee_computer_use_validate_hostbee_documents_searchbee_memory_searchbee_quantum_reasoning_getbee_quantum_reasoning_jobsbee_quantum_reasoning_removebee_quantum_reasoning_runbee_researchbee_verify_provenance
Write 2 · Create, change, send or run things.
bee_documents_addbee_memory_add
Not yet classified 4 · We could not tell from the name and description.
bee_codebee_securitybee_smith_assurancebee_usage
Secrets and settings it asks for
Secrets: values you paste in that let it act as you.
BEE_API_KEY
Other settings (environment variables or headers).
BEE_API_URLBEE_MODEL
Network hosts it talks to 10
api.bee.heossi.com· found in codeapi.qnsi.heossi.com· found in codebee.heossi.com· found in codegithub.com· found in codeglama.ai· found in codemarketplace.visualstudio.com· found in codeopen-vsx.org· found in codeqnsi.heossi.com· found in codeschema.getpostman.com· found in codeworkspace.bee.heossi.com· found in code
Files it touches
- Any path the agent passes to its tools
Tools (16)
Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].
bee_chatUse for general or specialist questions that do not require a more specific Bee tool. Returns generated text from the selected domain and model tier. The gateway enforces the API key's plan, tenant policy, token allowance, and usage metering.
bee_codeUse for code explanation, bug fixing, refactoring, or test generation. Returns text and proposed code; it does not read files, execute commands, or modify a repository. Choose the intended operation with action.
bee_computer_use_validate_hostUse to validate a real Bee computer-use host capability report and optional governed action request at the hosted gateway. This tool does not observe a screen, control input, automate a device, or create a local driver; execution must happen in a verified host runtime with explicit capability evidence.
bee_documents_addUse only when the user intends to persist supplied text in the authenticated tenant's hosted Bee knowledge base. Creates a searchable document and consumes the plan's document allowance; it does not read local files by itself.
bee_documents_searchUse to retrieve relevant excerpts from the authenticated tenant's hosted Bee document library. Returns ranked chunks and source labels without changing the library; requires a RAG-entitled plan.
bee_memory_addUse only when the user intends Bee to persist a fact for future conversations. Writes to the authenticated user's memory, honors opt-in and tenant policy, and automatically suppresses near-duplicates.
bee_memory_searchUse to recall facts, preferences, projects, or skills from the authenticated user's Bee memory. Returns ranked memories without changing them and honors the user's memory setting and tenant policy.
bee_quantum_reasoning_getUse to inspect one tenant-scoped Lab job. Returns status, candidates, scores, result, QPU or fallback evidence, usage, and receipt ID without changing the job.
bee_quantum_reasoning_jobsUse to list the authenticated tenant's retained Quantum Reasoning Lab jobs and capabilities. Returns paginated metadata without creating or changing jobs.
bee_quantum_reasoning_removeUse only after explicit user intent to cancel an eligible queued job or permanently erase content from a terminal job. This is a destructive, tenant-scoped operation.
bee_quantum_reasoning_runUse only after the user chooses an eligible hosted quantum product. Creates a durable, tenant-encrypted, metered Quantum Reasoning Lab job that may incur simulator or QPU cost. Returns a job record; inspect it with bee_quantum_reasoning_get.
bee_researchUse to draft a NISQ-honest quantum-circuit design or critique an ML/CS paper. Returns research text or sample framework code; it does not submit QPU work. Use bee_quantum_reasoning_run for a durable hosted Lab job.
bee_securityUse for defensive code audits, threat models, authorized penetration-test support, or smart-contract review. Returns analysis and remediation guidance only; it does not scan a target or execute exploits and refuses unauthorized weaponization.
bee_smith_assuranceCommission Smith for an evidence-first critical-systems assurance review of a customer-owned or explicitly authorized target. A Bee-operated run is internal automated assurance, not government certification or an external-independent audit.
bee_usageUse to inspect the authenticated caller's Bee plan and metered consumption. Returns pooled tokens, per-tier allowances, reset times, and a 24-hour or 7-day breakdown. It never changes billing, credits, or entitlements.
Show 1 more tools
bee_verify_provenanceUse to verify a Bee agentic coding session by session_id. Returns verification status, sealed-turn count, and ML-DSA-65 (NIST FIPS 204) signature details; it does not alter or replay the session.
Signals
- Stars
- 2
- Forks
- 0
- Open issues
- 0
- Weekly downloads
- 479
- Last commit
- Oct 2, 2026 (27 days ago)
- Last release
- Oct 2, 2026 (27 days ago)
- Last package publish
- Oct 2, 2026 (27 days ago)
From GitHub (fetched Oct 24, 2026) and the package registry.
Details
- Registry name
io.github.cuilabs/bee- Version
- 0.6.0
- Auth
- API key
- Packages
- pypi bee-sdk
- License
- Apache-2.0
- Repository
- github.com/cuilabs/bee-community
- Website
- bee.cuilabs.io
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
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Cite this page
Bee — The Progressive Intelligence Engine MCP server. Agent Mart. https://agentmart.dev/connectors/cuilabs-bee (last updated 2026-10-24)