# PersonaMCP (pypi · personamcp)

Local-first memory of how you write: style profile and real reply examples from your chat exports

- Trust score: 76/100 (medium)
- Change this week: −13
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-11-04

## Components

- pypi · `personamcp`: 76/100 (this document), [markdown](https://verifymcp.io/servers/robyroro-personamcp/personamcp.md), [page](https://verifymcp.io/servers/robyroro-personamcp/personamcp)

## Channel facts

- Registry: `pypi`
- Package: `personamcp`
- Version: `0.1.0`
- 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 2026-11-04.

- **Supply Chain Security**: 50/100
  - Malware scan not yet available for this package.
  - No known CVEs affecting this package version or its production dependencies.
  - Runs hatchling.build at install time, a recognised build step with no custom scripting around it.
  - 3 of 37 dependencies flagged as unhealthy.
- **Provenance & Transparency**: 100/100
  - Source repository is publicly reachable at the declared URL.
  - Cryptographically verified build provenance (signed, bound to robyroro/PersonaMCP).
  - Clear OSI-approved license (MIT).
  - Actively maintained (last published 34 days ago).
  - Publishes a security disclosure policy (SECURITY.md).
- **Schema Quality & AI Usability**: 61/100
  - AI-judged instruction clarity (fair).
  - Tool/resource definitions use about 255 tokens (~42/item across 6 items; 6 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 100/100
  - No destabilizing schema changes in the last 30 days.
- **Tool Coverage**: 71/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 0% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 6 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 7 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### How do I install the PersonaMCP MCP server?

PersonaMCP runs locally as a PyPI package, launched with uvx personamcp. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

```bash
claude mcp add robyroro-personamcp -- uvx personamcp
```

### Cursor

```json
{
  "mcpServers": {
    "robyroro-personamcp": {
      "command": "uvx",
      "args": [
        "personamcp"
      ]
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "robyroro-personamcp": {
      "command": "uvx",
      "args": [
        "personamcp"
      ]
    }
  }
}
```

### Codex

```bash
codex mcp add robyroro-personamcp -- uvx personamcp
```

### opencode

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

### OpenClaw

```bash
openclaw mcp add robyroro-personamcp --command uvx --arg personamcp
```

### Hermes

```yaml
mcp_servers:
  robyroro-personamcp:
    command: "uvx"
    args: ["personamcp"]
```

### Netclaw

```json
{
  "McpServers": {
    "robyroro-personamcp": {
      "Transport": "stdio",
      "Command": "uvx",
      "Arguments": [
        "personamcp"
      ]
    }
  }
}
```

### Vellum

```bash
assistant mcp add robyroro-personamcp -t stdio -c uvx -a personamcp
```

### Other

```json
{
  "mcpServers": {
    "robyroro-personamcp": {
      "command": "uvx",
      "args": [
        "personamcp"
      ]
    }
  }
}
```

## 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.

### 2026-10-31 (score 76, −14)

- [security regression] Malware scan: pass → unverified
- [security] Stability: 0.97 → pass

### 2026-10-30 (score 90, +15)

- [security improvement] Malware scan: unverified → pass

### 2026-10-29 (score 75, −14)

- [security regression] Malware scan: pass → unverified

### 2026-10-27 (score 89, +1)

No change was recorded against any check on this day. Stability & Change Management went from 83 to 87. That category is still filling its 30-day observation window: 25 days of observed history at the previous scan, 26 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-25 (score 88, +1)

No change was recorded against any check on this day. Stability & Change Management went from 77 to 80. That category is still filling its 30-day observation window: 23 days of observed history at the previous scan, 24 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-23 (score 87, +1)

No change was recorded against any check on this day. Stability & Change Management went from 70 to 73. That category is still filling its 30-day observation window: 21 days of observed history at the previous scan, 22 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-21 (score 86, +1)

No change was recorded against any check on this day. Stability & Change Management went from 63 to 67. That category is still filling its 30-day observation window: 19 days of observed history at the previous scan, 20 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-18 (score 85, +16)

- [security improvement] Malware scan: unverified → pass

## MCP tools (6)

### `get_style_profile` (~28 tokens)

Return measured outgoing-message style for a global or user-assigned context.

Input parameters:

- `context`

### `get_person_style` (~32 tokens)

Get one-to-one writing statistics for an exact recipient name, never group history.

Input parameters:

- `person` (string, required)

### `search_messages` (~44 tokens)

Search owner's messages; use recipient/platform filters to minimize disclosure.

Input parameters:

- `limit` (integer)
- `person`
- `platform`
- `query` (string, required)

### `find_similar_interactions` (~55 tokens)

Return bounded real incoming/reply examples, marking semantic/lexical coverage.

Input parameters:

- `context`
- `limit` (integer)
- `message` (string, required)
- `person`
- `platform`

### `get_writing_context` (~48 tokens)

Return compact style and up to three untrusted examples; never generate a reply.

Input parameters:

- `context`
- `message` (string, required)
- `person`
- `platform`

### `get_persona_summary` (~22 tokens)

Return compact profile and index coverage, without raw conversation history.

## Diagnostics

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

## Score history

- 2026-11-04: 76
- 2026-11-03: 76
- 2026-11-02: 76
- 2026-11-01: 76
- 2026-10-31: 76
- 2026-10-30: 90
- 2026-10-29: 75
- 2026-10-28: 89
- 2026-10-27: 89
- 2026-10-26: 88
- 2026-10-25: 88
- 2026-10-24: 87
- 2026-10-23: 87
- 2026-10-22: 86
- 2026-10-21: 86
- 2026-10-20: 85
- 2026-10-19: 85
- 2026-10-18: 85
- 2026-10-17: 69
- 2026-10-16: 84
- 2026-10-15: 68
- 2026-10-14: 83
- 2026-10-13: 67
- 2026-10-12: 62
- 2026-10-04: 62
- 2026-10-03: 62
- 2026-10-02: 62
- 2026-10-01: 62

## Common questions

### What is the PersonaMCP MCP server?

PersonaMCP is an MCP server listed in the public MCP registry as io.github.robyroro/PersonaMCP. Local-first memory of how you write: style profile and real reply examples from your chat exports. This page covers its PyPI package (personamcp).

### Is the PersonaMCP MCP server safe to use?

PersonaMCP scores 76 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 4 November 2026. Its build provenance is signed and verified. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### What tools does the PersonaMCP MCP server expose?

PersonaMCP exposes 6 tools: get_style_profile, get_person_style, search_messages, find_similar_interactions, get_writing_context, get_persona_summary. Their descriptions and schemas cost roughly 229 tokens of context every time the server is loaded.

### Is the PersonaMCP MCP server still maintained?

PersonaMCP is still listed as active in the MCP registry. We last reached this channel on 4 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

### What licence is the PersonaMCP MCP server under?

PersonaMCP declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.

## Links

- PyPI project: https://pypi.org/project/personamcp/
- Socket report: https://socket.dev/pypi/package/personamcp
- Repository: https://github.com/robyroro/PersonaMCP
- Changelog RSS feed: https://verifymcp.io/servers/robyroro-personamcp/personamcp.xml
- Changelog JSON feed: https://verifymcp.io/servers/robyroro-personamcp/personamcp.json
- HTML version of this page: https://verifymcp.io/servers/robyroro-personamcp/personamcp