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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

IndexedApache-2.0Local (stdio)★ 2
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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

Bee — The Progressive Intelligence Engine: tiered LLM, 4 tools, hosted API, free tier.

No 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_chat
  • bee_computer_use_validate_host
  • bee_documents_search
  • bee_memory_search
  • bee_quantum_reasoning_get
  • bee_quantum_reasoning_jobs
  • bee_quantum_reasoning_remove
  • bee_quantum_reasoning_run
  • bee_research
  • bee_verify_provenance

Write 2 · Create, change, send or run things.

  • bee_documents_add
  • bee_memory_add

Not yet classified 4 · We could not tell from the name and description.

  • bee_code
  • bee_security
  • bee_smith_assurance
  • bee_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_URL
  • BEE_MODEL

Network hosts it talks to 10

  • api.bee.heossi.com · found in code
  • api.qnsi.heossi.com · found in code
  • bee.heossi.com · found in code
  • github.com · found in code
  • glama.ai · found in code
  • marketplace.visualstudio.com · found in code
  • open-vsx.org · found in code
  • qnsi.heossi.com · found in code
  • schema.getpostman.com · found in code
  • workspace.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_chat

    Use 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_code

    Use 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_host

    Use 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_add

    Use 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_search

    Use 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_add

    Use 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_search

    Use 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_get

    Use 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_jobs

    Use to list the authenticated tenant's retained Quantum Reasoning Lab jobs and capabilities. Returns paginated metadata without creating or changing jobs.

  • bee_quantum_reasoning_remove

    Use 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_run

    Use 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_research

    Use 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_security

    Use 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_assurance

    Commission 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_usage

    Use 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_provenance

    Use 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
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)