# io.github.benediktgirz/storylenses (remote · www.storylenses.app)

AI cover letter generation for agents. Job analysis, profile matching, narrative letters.

- Trust score: 71/100 (medium)
- Change this week: +6
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- remote · `www.storylenses.app`: 71/100 (this document), [markdown](https://verifymcp.io/servers/benediktgirz-storylenses/api-mcp-endpoint.md), [page](https://verifymcp.io/servers/benediktgirz-storylenses/api-mcp-endpoint)
- npm · `@storylenses/mcp-server`: 67/100, [markdown](https://verifymcp.io/servers/benediktgirz-storylenses/storylenses-mcp-server.md), [page](https://verifymcp.io/servers/benediktgirz-storylenses/storylenses-mcp-server)

## Channel facts

- Endpoint: `https://www.storylenses.app/api/mcp/endpoint`
- Transports: `streamable-http`
- Auth: `required`
- Version: `0.1.3`

## 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 2026-08-03.

- **Endpoint Security**: 0/100
  - TLS not yet verified: we couldn't open a connection to check the certificate.
  - Authorisation not yet verified: we couldn't confirm whether this endpoint requires it.
  - HTTPS not yet verified: we couldn't determine whether a plaintext access path exists.
  - HSTS not yet verified: we couldn't read the response headers to check for it.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 0/100
  - Transport check failed: declared streamable-http, but we couldn't connect to verify it.
- **Schema Quality & AI Usability**: 0/100
  - Schema not yet verified: we couldn't read the endpoint's schema.
- **Stability & Change Management**: 0/100
  - Stability not yet verified: not enough scan history yet (needs a 30-day window).
- **Tool Coverage**: 0/100
  - Tool coverage not yet verified: we couldn't read the endpoint's tools.
- **Capabilities**: 0/100
  - Capabilities not yet verified: we couldn't read the endpoint's capabilities.

**Unverified: 4 categories.** Categories scored 0 because we could not verify them: authentication we do not have, an unreachable endpoint, or not enough scan history. We only credit what we can confirm.

## Install

### Claude

```bash
claude mcp add --transport http benediktgirz-storylenses https://www.storylenses.app/api/mcp/endpoint
```

### Codex

```toml
[mcp_servers.benediktgirz-storylenses]
url = "https://www.storylenses.app/api/mcp/endpoint"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "benediktgirz-storylenses": {
      "type": "remote",
      "url": "https://www.storylenses.app/api/mcp/endpoint",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add benediktgirz-storylenses --url https://www.storylenses.app/api/mcp/endpoint --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  benediktgirz-storylenses:
    url: "https://www.storylenses.app/api/mcp/endpoint"
```

### Other

```json
{
  "mcpServers": {
    "benediktgirz-storylenses": {
      "type": "http",
      "url": "https://www.storylenses.app/api/mcp/endpoint"
    }
  }
}
```

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.

### 2026-08-03 (score 71, 0)

- [security regression] Endpoint reachability: reachable → unreachable
- [security regression] HSTS header: pass → unverified
- [security regression] Authorization: partial → unverified
- [security regression] TLS certificate: pass → unverified
- [security regression] HTTPS: pass → unverified
- [security regression] Stability: 0.23 → unverified
- [security regression] Transport: pass → fail
- [functional regression] Tool coverage: 100 → unverified
- [functional regression] Capabilities: fail → unverified
- [functional] First check of Schema quality: unverified

### 2026-08-02 (score 71, +1)

No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-31 (score 70, +4)

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

### 2026-07-30 (score 66, 0)

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

### 2026-07-29 (score 66, +1)

No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-27 (score 65, +1)

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

### 2026-07-26 (score 64)

First indexed and scored.

## MCP tools (5)

### `storylenses_analyze_job` (~87 tokens)

Extract 15+ structured fields from a job posting — role requirements, company challenges, culture signals, recruiter priorities

Input parameters:

- `job_text` (string): Raw text of the job posting (use if no URL)
- `job_url` (string): URL of the job posting to analyze
- `locale` (string): Response language (en, de, es, or pt)

### `storylenses_match_profile` (~88 tokens)

Match a candidate profile/CV against job data — identifies fit score, matching skills, career gaps, and strongest narrative angle

Input parameters:

- `candidate_cv` (string, required): Candidate's CV or resume as plain text
- `job_analysis` (object, required): Job analysis output from storylenses_analyze_job
- `locale` (string): Response language (en, de, es, or pt)

### `storylenses_generate_letter` (~170 tokens)

Generate a story-driven cover letter using matched data and a narrative archetype. Supports en/de/es/pt.

Input parameters:

- `archetype` (string): Narrative archetype ID (use storylenses_list_archetypes to see options)
- `candidate_name` (string, required): Candidate's full name for the letter greeting
- `job_analysis` (object, required): Job analysis from storylenses_analyze_job
- `length` (string): Letter length — short (150-200 words), medium (250-350), or full (400-500)
- `locale` (string): Output language (en, de, es, or pt)
- `match_data` (object, required): Match data from storylenses_match_profile
- `tone` (string): Writing tone — professional, conversational, confident, etc.

### `storylenses_quality_check` (~92 tokens)

Score and evaluate a cover letter for relevance, narrative strength, and completeness. Returns score 0-100 with actionable feedback.

Input parameters:

- `job_analysis` (object, required): Job analysis from storylenses_analyze_job for context
- `letter_text` (string, required): The cover letter text to evaluate (minimum 200 characters)
- `locale` (string): Feedback language (en, de, es, or pt)

### `storylenses_list_archetypes` (~48 tokens)

Return available narrative archetypes with descriptions so the agent or user can select a style

Input parameters:

- `locale` (string): Description language (en, de, es, or pt)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/benediktgirz-storylenses/api-mcp-endpoint#diagnostics

## Score history

- 2026-08-03: 71
- 2026-08-02: 71
- 2026-08-01: 70
- 2026-07-31: 70
- 2026-07-30: 66
- 2026-07-29: 66
- 2026-07-28: 65
- 2026-07-27: 65
- 2026-07-26: 64

## Links

- Remote endpoint: https://www.storylenses.app/api/mcp/endpoint
- Authorisation metadata: https://www.storylenses.app/.well-known/oauth-protected-resource/api/mcp/endpoint
- Repository: https://github.com/benediktgirz/storylenses-mcp-server
- Changelog RSS feed: https://verifymcp.io/servers/benediktgirz-storylenses/api-mcp-endpoint/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/benediktgirz-storylenses/api-mcp-endpoint/changelog.json
- HTML version of this page: https://verifymcp.io/servers/benediktgirz-storylenses/api-mcp-endpoint