# Bee — The Progressive Intelligence Engine (pypi · bee-sdk)

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

- Trust score: 69/100 (medium)
- Change this week: −7
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- pypi · `bee-sdk`: 69/100 (this document), [markdown](https://verifymcp.io/servers/cuilabs-bee/bee-sdk.md), [page](https://verifymcp.io/servers/cuilabs-bee/bee-sdk)

## Channel facts

- Registry: `pypi`
- Package: `bee-sdk`
- Version: `0.6.0`
- Transport: `stdio`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-08-03.

- **Supply Chain Security**: 100/100
  - No malware found by supply-chain analysis.
  - No known CVEs affecting this package version or its production dependencies.
  - Runs hatchling.build at install time, a recognised native-build step with no shell scripting around it.
  - No production dependencies, so there is no dependency health to assess.
- **Provenance & Transparency**: 19/100
  - Repository check failed: the declared repository URL redirects; it must resolve directly.
  - Provenance check failed: no build-provenance attestation is published.
  - Clear OSI-approved license (Apache-2.0).
  - Actively maintained (last published 3 days ago).
  - Disclosure check failed: no security disclosure policy was found in the source repository.
- **Schema Quality & AI Usability**: 81/100
  - 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).
  - AI-judged instruction clarity (good).
  - Tool/resource definitions use about 827 tokens (~68/item across 12 items; 8 tools + 4 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 27/100
  - Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add cuilabs-bee -- uvx bee-sdk
```

### Codex

```bash
codex mcp add cuilabs-bee -- uvx bee-sdk
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "cuilabs-bee": {
      "type": "local",
      "command": [
        "uvx",
        "bee-sdk"
      ],
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add cuilabs-bee --command uvx --arg bee-sdk
```

### Hermes

```yaml
mcp_servers:
  cuilabs-bee:
    command: "uvx"
    args: ["bee-sdk"]
```

### Other

```json
{
  "mcpServers": {
    "cuilabs-bee": {
      "command": "uvx",
      "args": [
        "bee-sdk"
      ]
    }
  }
}
```

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-08-03 (score 69, +1)

No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-08-02 (score 68, +18)

- [security improvement] Malware scan: unverified → pass
- [functional improvement] Stability: unverified → 0.23

### 2026-07-31 (score 50, −8)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-30 (score 58, −18)

- [security regression] Malware scan: pass → unverified

### 2026-07-27 (score 76, +8)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-26 (score 68)

First indexed and scored.

## MCP tools (8)

### `bee_chat` (~132 tokens)

Ask Bee

Ask Bee anything. Bee — The Progressive Intelligence Engine — is a tiered LLM platform with per-domain specialisation. Optionally pick a domain and a model tier; both are limited to what your API key's plan allows. Bee is honest about uncertainty rather than fabricating.

Input parameters:

- `domain` (string): Optional domain specialist (defaults to general).
- `max_tokens` (integer): Max response tokens
- `message` (string, required): The question or request
- `model` (string): Optional Bee model tier. Limited to your plan. Default: bee-cell.
- `temperature` (number): Sampling temperature (optional)

### `bee_code` (~115 tokens)

Code Assistant

Programming help from Bee's code specialist: explain code, fix a bug, refactor, or write tests — pick via `action`.

Input parameters:

- `action` (string, required): What to do with the code
- `code` (string, required): The code
- `error` (string): Error message / bug description (for action=fix)
- `focus` (string): What to optimise for (for action=refactor)
- `framework` (string): Test framework (for action=write_tests)
- `language` (string): Programming language

### `bee_security` (~136 tokens)

Security Assistant

Bee's security specialist: audit code, build a threat model, assist authorised penetration testing, or review a smart contract — pick via `task`. Refuses weaponisation / unauthorised targets.

Input parameters:

- `context` (string): Authorised-engagement scope (for task=pentest_assist)
- `framework` (string): Framework (for task=threat_model): STRIDE, PASTA, LINDDUN
- `input` (string, required): Code, system description, contract source, or finding
- `language` (string): Language (for code_audit / smart_contract_review)
- `task` (string, required): Security task

### `bee_research` (~98 tokens)

Research Assistant

Bee's research specialist: design a quantum circuit (NISQ-honest, Qiskit) or critique an ML/CS paper — pick via `task`.

Input parameters:

- `focus` (string): Critique focus (for paper_critique)
- `framework` (string): Quantum framework (for quantum_design)
- `input` (string, required): The task to design, or the abstract to critique
- `task` (string, required): Research task

### `bee_documents_search` (~62 tokens)

Search Documents

Search your Bee documents (RAG) — returns the top matching chunks with their source. Scoped to your account; requires a rag-entitled plan.

Input parameters:

- `k` (integer): How many chunks to return
- `query` (string, required): What to search for

### `bee_documents_add` (~69 tokens)

Add Document

Add a document to your Bee knowledge base so bee_documents_search (and Bee) can use it. Scoped to your account; counts against your plan's document limit.

Input parameters:

- `content` (string, required): The document text to ingest
- `source` (string): A name / source label for the document

### `bee_memory_search` (~56 tokens)

Search Memory

Search your Bee personal memory — facts, preferences, projects and skills Bee has remembered about you. Scoped to your account.

Input parameters:

- `query` (string, required): What to recall
- `top_k` (integer): How many memories to return

### `bee_memory_add` (~70 tokens)

Remember

Save a fact to your Bee personal memory so Bee recalls it in future conversations. Scoped to your account; near-duplicates are de-duplicated automatically.

Input parameters:

- `content` (string, required): The fact to remember (≤ 4000 chars)
- `kind` (string): What kind of memory this is

## Diagnostics

Captured diagnostic sections: Provenance, Install scripts, Dependencies. The full working is on the page: https://verifymcp.io/servers/cuilabs-bee/bee-sdk#diagnostics

## Score history

- 2026-08-03: 69
- 2026-08-02: 68
- 2026-08-01: 50
- 2026-07-31: 50
- 2026-07-30: 58
- 2026-07-28: 76
- 2026-07-27: 76
- 2026-07-26: 68

## Links

- PyPI project: https://pypi.org/project/bee-sdk/
- Socket report: https://socket.dev/pypi/package/bee-sdk
- Website: https://bee.cuilabs.io/
- Changelog RSS feed: https://verifymcp.io/servers/cuilabs-bee/bee-sdk/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/cuilabs-bee/bee-sdk/changelog.json
- HTML version of this page: https://verifymcp.io/servers/cuilabs-bee/bee-sdk