# Fmind Freelance AI Architect Website (remote · www.fmind.dev)

Read-only access to Fmind's portfolio, articles, and sites.

- Trust score: 83/100 (high trust)
- Change this week: +10
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-09-30

## Components

- remote · `www.fmind.dev`: 83/100 (this document), [markdown](https://verifymcp.io/servers/fmind-portfolio/www.md), [page](https://verifymcp.io/servers/fmind-portfolio/www)

## Channel facts

- Endpoint: `https://www.fmind.dev/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `2.2.3`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, 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 2026-09-30.

- **Endpoint Security**: 83/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC is configured correctly; the domain's records validate against the full chain to the root.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 85/100
  - 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 551 tokens (~55/item across 10 items; 9 tools + 1 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 53/100
  - Stability observed for 16 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 94/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 80% 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 9 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 11 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a current MCP spec version (2026-07-28).

## Install

### How do I install the Fmind Freelance AI Architect Website MCP server?

Fmind Freelance AI Architect Website is a hosted endpoint at https://www.fmind.dev/mcp, so there is nothing to install locally. 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 --transport http fmind-portfolio 'https://www.fmind.dev/mcp'
```

### Cursor

```json
{
  "mcpServers": {
    "fmind-portfolio": {
      "url": "https://www.fmind.dev/mcp"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "fmind-portfolio": {
      "type": "http",
      "url": "https://www.fmind.dev/mcp"
    }
  }
}
```

### Codex

```toml
[mcp_servers.fmind-portfolio]
url = "https://www.fmind.dev/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "fmind-portfolio": {
      "type": "remote",
      "url": "https://www.fmind.dev/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add fmind-portfolio --url 'https://www.fmind.dev/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  fmind-portfolio:
    url: "https://www.fmind.dev/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "fmind-portfolio": {
      "Transport": "http",
      "Url": "https://www.fmind.dev/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add fmind-portfolio -t streamable-http -u 'https://www.fmind.dev/mcp'
```

### Other

```json
{
  "mcpServers": {
    "fmind-portfolio": {
      "type": "http",
      "url": "https://www.fmind.dev/mcp"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## 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.

### 2026-09-28 (score 83, +8)

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

### 2026-09-27 (score 75, 0)

- [functional] Server version: v2.2.2 → v2.2.3

### 2026-09-26 (score 75, +1)

No change was recorded against any check on this day. Stability & Change Management went from 37 to 40. That category is still filling its 30-day observation window: 11 days of observed history at the previous scan, 12 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-25 (score 74, 0)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server
- [functional] Server version: v2.2.1 → v2.2.2

### 2026-09-24 (score 74, +1)

No change was recorded against any check on this day. Stability & Change Management went from 30 to 33. That category is still filling its 30-day observation window: 9 days of observed history at the previous scan, 10 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-23 (score 73, 0)

- [functional improvement] Tool coverage: 75% → 80%
- [functional] Schema quality: excellent → good
- [functional] Server version: v2.2.0 → v2.2.1
- [functional] Server version: v2.1.0 → v2.2.0
- [cosmetic] “search_articles” added an optional parameter “tag”

### 2026-09-22 (score 73, +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.

### 2026-09-20 (score 72, 0)

- [functional] Server version: v1.8.1 → v2.1.0

## MCP tools (9)

### `get_profile` (~31 tokens)

Get profile

Return the core profile: identity, headline, job title, contact, socials, biography, and areas of expertise.

Output parameters:

- `biography` (array)
- `expertise` (array)
- `leadership` (array)
- `metadata`

### `list_experience` (~24 tokens)

List work experience

List professional work experience: companies, roles, descriptions, and skill tags.

Output parameters:

- `experience` (array)

### `list_certifications` (~24 tokens)

List credentials

List professional certifications, badges, and course specializations with their issuers.

Output parameters:

- `certifications` (array)
- `specializations` (array)

### `list_publications` (~28 tokens)

List publications

List academic and written publications: the PhD thesis, peer-reviewed papers, and hosted articles.

Output parameters:

- `articles` (array)
- `papers` (array)
- `thesis`

### `search_articles` (~135 tokens)

Search articles

Search the hosted articles by relevance (BM25 over titles, tags, descriptions, and full text) and return the best matches. Use it to answer what Fmind has written about a topic instead of listing every publication.

Input parameters:

- `limit` (integer): maximum number of results to return (default 10, maximum 50)
- `query` (string, required): words to search for across article titles, tags, descriptions, and full text
- `tag`: optionally keep only articles with this tag, case-insensitive: Agent, Coding, LLM, RAG, MLOps, Cloud, Python, Project, Demo, Guide

Output parameters:

- `articles` (array)
- `query` (string)
- `total` (integer)

### `list_projects` (~18 tokens)

List projects

List open-source projects and educational YouTube series.

Output parameters:

- `open_source` (array)
- `youtube_series` (array)

### `get_services` (~28 tokens)

Get professional services

List the professional services on offer (AI architecture advisory and mentoring) with availability and how to book.

Output parameters:

- `services` (array)

### `get_article` (~47 tokens)

Read an article

Read a public article's complete Markdown, dates, canonical URL, and hosted section links. Use a slug from search_articles; unknown and draft articles are unavailable.

Input parameters:

- `slug` (string, required)

Output parameters:

- `article`
- `canonical_url` (string)
- `markdown` (string)
- `sections` (array)

### `compare_llm_hosting` (~124 tokens)

Compare LLM hosting costs

Compare one GKE hosting scenario with managed API baselines using the website calculator. Call with parameters={} for defaults and supported model, node, billing, and quantization choices. Then override URL parameters as strings, e.g. requests=1000, throughput=100, tokens=500. Returns assumptions, USD costs, constraints, dated sources, and a shareable URL. Invalid inputs fail; no resources are provisioned. See /agents#calculator.

Input parameters:

- `parameters` (object, required): Calculator URL parameters as strings; use an empty object for defaults and available choices.

Output parameters:

- `apis` (array)
- `calculated_on` (string)
- `comparison_ready` (boolean)
- `estimate`
- `inputs`
- `latency` (string)
- `limitations` (array)
- `model_comparisons` (array)
- `models` (array)
- `node_pools` (array)
- `parameters` (object)
- `pilot_configuration` (string)
- `precision_comparisons` (array)
- `presets` (array)
- `quantizations` (array)
- `scenario_url` (string)
- `snapshot_date` (string)
- `sources` (object)
- `tasks` (array)
- `units` (object)
- `validation` (array)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/fmind-portfolio/www#diagnostics

## Score history

- 2026-09-30: 83
- 2026-09-29: 83
- 2026-09-28: 83
- 2026-09-27: 75
- 2026-09-26: 75
- 2026-09-25: 74
- 2026-09-24: 74
- 2026-09-23: 73
- 2026-09-22: 73
- 2026-09-21: 72
- 2026-09-20: 72
- 2026-09-19: 72
- 2026-09-18: 71
- 2026-09-17: 71
- 2026-09-16: 71
- 2026-09-15: 70
- 2026-09-14: 70

## Common questions

### What is the Fmind Freelance AI Architect Website MCP server?

Fmind Freelance AI Architect Website is an MCP server listed in the public MCP registry as io.github.fmind/portfolio. Read-only access to Fmind's portfolio, articles, and sites. This page covers its hosted endpoint (https://www.fmind.dev/mcp).

### Is the Fmind Freelance AI Architect Website MCP server safe to use?

Fmind Freelance AI Architect Website scores 83 out of 100 on VerifyMCP. 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 Fmind Freelance AI Architect Website MCP server expose?

Fmind Freelance AI Architect Website exposes 9 tools: get_profile, list_experience, list_certifications, list_publications, search_articles, and 4 more. Their descriptions and schemas cost roughly 459 tokens of context every time the server is loaded.

### Does the Fmind Freelance AI Architect Website MCP server require authentication?

No. We connected to Fmind Freelance AI Architect Website without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the Fmind Freelance AI Architect Website MCP server still maintained?

Fmind Freelance AI Architect Website is still listed as active in the MCP registry. We last reached this channel on 30 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://www.fmind.dev/mcp
- Repository: https://github.com/fmind/www
- Website: https://www.fmind.dev/
- Changelog RSS feed: https://verifymcp.io/servers/fmind-portfolio/www.xml
- Changelog JSON feed: https://verifymcp.io/servers/fmind-portfolio/www.json
- HTML version of this page: https://verifymcp.io/servers/fmind-portfolio/www