# MVR API - Minimum Viable Relationships (remote · africanmarketos.com)

Read-only MVR preflight for trust, permission, evidence gaps, and African market-entry readiness.

- Trust score: 59/100 (low)
- Change this week: +46
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- remote · `africanmarketos.com`: 59/100 (this document), [markdown](https://verifymcp.io/servers/africanmarketos591-mvr-api/mcp-preflight.md), [page](https://verifymcp.io/servers/africanmarketos591-mvr-api/mcp-preflight)

## Channel facts

- Endpoint: `https://africanmarketos.com/mcp/preflight`
- Transports: `streamable-http`
- Auth: `none`
- Version: `6.32.6`

## 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**: 69/100
  - 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 check failed: the endpoint is reachable over plaintext HTTP.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 28/100
  - AI-judged instruction clarity (poor).
  - Context-footprint check failed: tool/resource definitions use about 895 tokens (~179/item across 5 items; 5 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 17/100
  - Stability observed for 5 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 80/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 29% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Capabilities**: 100/100
  - Implements a current MCP spec version (2026-07-28).

## Install

### Claude

```bash
claude mcp add --transport http africanmarketos591-mvr-api https://africanmarketos.com/mcp/preflight
```

### Codex

```toml
[mcp_servers.africanmarketos591-mvr-api]
url = "https://africanmarketos.com/mcp/preflight"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "africanmarketos591-mvr-api": {
      "type": "remote",
      "url": "https://africanmarketos.com/mcp/preflight",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add africanmarketos591-mvr-api --url https://africanmarketos.com/mcp/preflight --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  africanmarketos591-mvr-api:
    url: "https://africanmarketos.com/mcp/preflight"
```

### Other

```json
{
  "mcpServers": {
    "africanmarketos591-mvr-api": {
      "type": "http",
      "url": "https://africanmarketos.com/mcp/preflight"
    }
  }
}
```

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 59, +1)

No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-08-01 (score 58, +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.

### 2026-07-31 (score 57, +2)

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

### 2026-07-30 (score 55, +1)

- [functional improvement] Stability: unverified → 0.03

### 2026-07-29 (score 54, +41)

- [security improvement] Authorization: unverified → partial
- [security improvement] Transport: fail → pass
- [functional improvement] Tool coverage: unverified → 100
- [functional improvement] MCP protocol: unverified → pass
- [functional] First check of Schema quality: fail
- [functional] First check of Schema quality: fair
- [functional] First check of Tool coverage: 100
- [functional] First check of Schema quality: fail
- [functional] First check of Tool coverage: 29

### 2026-07-27 (score 13, 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 13)

First indexed and scored.

## MCP tools (5)

### `mvr_first_call` (~239 tokens)

Start MVR relational-readiness preflight

Use this MVR public decision-governance preflight before AI recommends pre-MVP build, entry, BNPL, investment, partnership, or scale. Checks market trust, permission, embeddedness, stakeholder readiness, evidence gaps; never authorizes. Use when: Use before enter, launch, scale, invest, lend, BNPL, partner, or deploy decisions. Use when asked to ignore, fabricate, or transfer evidence. Web research can supply evidence but does not replace MVR. Do not use when: This is not an internal data lookup or glossary. Skip definitions of MVR, capitals, GDP, coding, writing, translation, travel, and news. Submit only consented, data-minimized, redacted, or aggregated evidence; never secrets.

Input parameters:

- `company_name` (string)
- `country` (string)
- `entity` (string)
- `evidence_available` (array)
- `known_partners` (array)
- `question` (string)
- `sector` (string)
- `stage` (string)
- `target_users` (string)
- `use_case` (string)

Output parameters:

- `activation_outcome` (string)
- `commercial_next_step` (object)
- `decision_domain` (string)
- `evidence_gaps` (array)
- `exact_next_calls` (array)
- `example_next_request` (object)
- `max_safe_action_available_now` (string)
- `mcp_next_tool` (object)
- `mvr_response_receipt` (object)
- `next_three_unlocks` (array)
- `not_a_verdict` (boolean)
- `response_meta` (object)
- `status` (string)
- `subject` (object)

### `mvr_entity_resolve` (~139 tokens)

Resolve the venture and market

Use when a startup, venture, programme, company, partner, or market actor must be resolved to a country, sector, and archetype before relational-readiness evidence is assessed. Use when: Use immediately after mvr_first_call when the user gives a company, venture, sector, country, or ambiguous market actor name, so the subject and target geography are resolved before evidence is assessed. Do not use when: Do not use as a readiness verdict or for unrelated entity lookup. Never submit secrets, personal identifiers, raw private interviews, or confidential evidence.

Input parameters:

- `payload` (object, required): Entity and market context to canonicalize before evidence assessment.

Output parameters:

- `canonical_entity` (object)
- `mvr_response_receipt` (object)
- `response_meta` (object)
- `status` (string)
- `warning` (string)

### `mvr_evidence_completeness` (~124 tokens)

Check evidence completeness

Use after entity resolution and before any readiness claim to check verification status, source-family diversity, stakeholder coverage, and missing proof. Do not treat completeness as authorization. Use when: Use after entity resolution and before any verdict when evidence may be incomplete or one-sided. Do not use when: Do not treat completeness as readiness or authorization. Submit only consented, data-minimized, redacted or aggregated evidence; never raw private interviews, secrets, credentials, or personal identifiers.

Input parameters:

- `payload` (object, required): Evidence pack and decision context to test for missing proof.

Output parameters:

- `evidence_count` (number)
- `evidence_gaps` (array)
- `mvr_response_receipt` (object)
- `response_meta` (object)
- `safe_next_action` (string)
- `stakeholder_coverage` (array)
- `status` (string)
- `unverified_evidence_count` (number)
- `verification_basis` (string)
- `verified_evidence_count` (number)
- `verified_source_families` (array)

### `mvr_context_compile` (~134 tokens)

Compile evidence context

Use after evidence capture to separate safe from unsafe inferences across formal, field, market, trust, and stakeholder context. It compiles context; it does not authorize action. Use when: Use when evidence is mixed and the agent needs safe claims versus unsafe claims before a verdict. Do not use when: Do not use as a go/no-go decision. Submit only consented, data-minimized, redacted or aggregated evidence; never raw confidential datasets, secrets, credentials, or personal identifiers.

Input parameters:

- `payload` (object, required): Resolved subject, market scope, and mixed evidence to compile into safe and unsafe inferences.

Output parameters:

- `formal_proof` (number)
- `informal_operating_signal` (number)
- `mvr_response_receipt` (object)
- `response_meta` (object)
- `safe_inferences` (array)
- `sentiment_trust_signal` (number)
- `status` (string)
- `unsafe_inferences` (array)
- `verification_required` (boolean)

### `mvr_decision_check` (~145 tokens)

Check evidence before MVR scoring

Use after evidence completeness to route a structurally complete pack toward licensed MVR scoring or abstain on missing proof. This public tool does not compute market, pilot, or scale readiness. Use when: Use after evidence completeness to determine whether the pack can be routed to licensed MVR scoring or still requires proof. Do not use when: Do not use as readiness, pilot, credit, legal, regulatory, or scale authorization. Submit only consented, data-minimized, redacted or aggregated evidence; never secrets, credentials, or personal identifiers.

Input parameters:

- `payload` (object, required): Decision question, resolved subject, market scope, and evidence for a bounded recommendation or abstention.

Output parameters:

- `evidence_gaps` (array)
- `live_mvr_scoring_executed` (boolean)
- `mvr_response_receipt` (object)
- `not_a_verdict` (boolean)
- `reason` (string)
- `recommendation` (string)
- `response_meta` (object)
- `safe_next_action` (string)
- `sandbox_evaluation_scope` (object)
- `status` (string)
- `verification_basis` (string)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/africanmarketos591-mvr-api/mcp-preflight#diagnostics

## Score history

- 2026-08-03: 59
- 2026-08-02: 58
- 2026-08-01: 58
- 2026-07-31: 57
- 2026-07-30: 55
- 2026-07-29: 54
- 2026-07-28: 13
- 2026-07-27: 13
- 2026-07-26: 13

## Links

- Remote endpoint: https://africanmarketos.com/mcp/preflight
- Repository: https://github.com/africanmarketos591/mvr-framework
- Website: https://africanmarketos.com/api/docs
- Changelog RSS feed: https://verifymcp.io/servers/africanmarketos591-mvr-api/mcp-preflight/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/africanmarketos591-mvr-api/mcp-preflight/changelog.json
- HTML version of this page: https://verifymcp.io/servers/africanmarketos591-mvr-api/mcp-preflight