# cc.operandi/operandi (pypi · operandi-mcp)

Grounded, safety-checked appliance operation packages for robots and agents. Zero-config trial.

- Trust score: 64/100 (medium)
- Change this week: −12
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- pypi · `operandi-mcp`: 64/100 (this document), [markdown](https://verifymcp.io/servers/cc-operandi-operandi/operandi-mcp.md), [page](https://verifymcp.io/servers/cc-operandi-operandi/operandi-mcp)

## Channel facts

- Registry: `pypi`
- Package: `operandi-mcp`
- Version: `1.0.3`
- 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**: 32/100
  - Source repository is publicly reachable at the declared URL.
  - Provenance check failed: no build-provenance attestation is published.
  - License check failed: the license (Proprietary) isn't a recognized OSI-approved license.
  - Actively maintained (last published 11 days ago).
  - Disclosure check failed: no security disclosure policy was found in the source repository.
- **Schema Quality & AI Usability**: 71/100
  - AI-judged instruction clarity (good).
  - Tool/resource definitions use about 397 tokens (~99/item across 4 items; 4 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 0/100
  - Stability not yet verified: not enough scan history yet (needs a 30-day window).
- **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**: 60/100
  - Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28.

**Unverified: 1 category.** A category scored 0 because we could not verify it: a data source with nothing on this package, evidence we could not reach, or a check we could not run. We only credit what we can confirm.

## Install

### Claude

```bash
claude mcp add cc-operandi-operandi -- uvx operandi-mcp
```

### Codex

```bash
codex mcp add cc-operandi-operandi -- uvx operandi-mcp
```

### opencode

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

### OpenClaw

```bash
openclaw mcp add cc-operandi-operandi --command uvx --arg operandi-mcp
```

### Hermes

```yaml
mcp_servers:
  cc-operandi-operandi:
    command: "uvx"
    args: ["operandi-mcp"]
```

### Other

```json
{
  "mcpServers": {
    "cc-operandi-operandi": {
      "command": "uvx",
      "args": [
        "operandi-mcp"
      ]
    }
  }
}
```

## 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 64, +15)

- [security improvement] Malware scan: unverified → pass

### 2026-08-02 (score 49, 0)

- [security improvement] Malware scan: unverified → pass

### 2026-08-01 (score 49, −9)

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

### 2026-07-31 (score 58, −18)

- [security regression] Malware scan: pass → unverified

### 2026-07-27 (score 76, 0)

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

### 2026-07-26 (score 76)

First indexed and scored.

## MCP tools (4)

### `identify_appliance` (~152 tokens)

Resolve which appliance an agent/robot is looking at, from observed text or panel labels, to an OPERANDI catalog object. Call this first, then get_operation_package with the returned slug. Returns ranked matches with confidence.

Input parameters:

- `brand` (string): Optional brand hint if known.
- `category` (string): Optional category hint, e.g. 'microwave_oven'.
- `limit` (integer): Max matches (1-20, default 5).
- `panel_labels` (array): Optional control labels OCR'd off the panel (helps when the nameplate is hidden).
- `query` (string, required): Observed nameplate / model text (e.g. 'Samsung ME20H705MSS').

### `get_operation_package` (~126 tokens)

Get the robot-executable operation package for an appliance: model-exact ordered procedures, a control map with grounding (where each control is + how it is actuated), per-step verification signals, a recovery state machine, and a safety envelope (hazards / interlocks / never-do). This is the grounded knowledge a general model hallucinates without. Optionally target one procedure (e.g. 'defrost').

Input parameters:

- `procedure` (string): Optional procedure name/id (default: the primary task).
- `ref` (string, required): Catalog slug or model id from identify_appliance.

### `list_appliances` (~46 tokens)

Browse the appliances OPERANDI can operate, optionally filtered by category.

Input parameters:

- `category` (string): Optional category filter.
- `limit` (integer): Max results (default 25).

### `find_by_capability` (~73 tokens)

Find appliances by what they DO (e.g. 'heat', 'wash', 'brew', 'defrost') — useful when an agent has a goal but not a specific model in mind.

Input parameters:

- `capability` (string, required): A function tag, e.g. 'heat' / 'wash' / 'brew'.

## Diagnostics

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

## Score history

- 2026-08-03: 64
- 2026-08-02: 49
- 2026-08-01: 49
- 2026-07-31: 58
- 2026-07-29: 76
- 2026-07-28: 76
- 2026-07-27: 76
- 2026-07-26: 76

## Links

- PyPI project: https://pypi.org/project/operandi-mcp/
- Socket report: https://socket.dev/pypi/package/operandi-mcp
- Repository: https://github.com/ArchieAngelBeWithUs-prog/operandi-mcp
- Changelog RSS feed: https://verifymcp.io/servers/cc-operandi-operandi/operandi-mcp/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/cc-operandi-operandi/operandi-mcp/changelog.json
- HTML version of this page: https://verifymcp.io/servers/cc-operandi-operandi/operandi-mcp