pulsemcp/mvr-api · vv6.32.0
Also listed as glama/africanmarketos591/african-market-os---mvr-api, mcp-registry/io.github.africanmarketos591/mvr-api · primary listing: mcp-registry/io.github.africanmarketos591/mvr-api
As of 2026-10-26 19:43 UTC, MVR API is up with a Glimind reliability score of 76/100 (grade B). Over the last 30 days it answered 99.6% of Glimind's liveness checks. It had 15 outages in 90 days, with a median recovery of 3 minutes.
Minimum Viable Relationships API — relational-readiness tools for high-context market decisions in African and emerging markets.
Point your MCP client at this streamable_http endpoint: https://africanmarketos.com/mcp
Loading this server's tool list costs an agent ~64,105 tokens before any work — more than 99% of MCP servers.
Split rarely-used tools into a separate server or a toolset the client can enable, or expose one "search tools" entry point. Many agents load every connected server's tools into every request. How to fix →
7 tool definition(s) exceed ~1,200 tokens each (largest: mvr_first_call, ~10,640).
Move long reference material out of descriptions (link a doc or expose a resource), drop repeated examples, and collapse large enums. Trimming these to ~600 tokens saves ~59,905 tokens every session. How to fix →
12 parameter(s) across 2 tool(s) have no description.
Add a "description" to each parameter with its format and an example ("ISO 8601 date, e.g. 2026-10-17"). This is the commonest cause of wrong arguments on the first call. How to fix →
Handshake + tools/list takes ~3,637 ms.
Serve tools/list from memory, keep the process warm, and host close to your users. Every new agent session pays this before its first call.
In the last 30 days: 0 tool(s) removed and 54 schema change(s).
Add new tools or optional parameters instead of renaming or removing; deprecate first (say so in the description) and remove later. Agents cache tool contracts. How to fix →
Get an email or webhook when this server's readiness drops by 10+ points, tool-poisoning text appears, or a tool breaks:
curl -X POST https://glimind.com/v1/subscriptions -H 'content-type: application/json' -d '{"tools":["pulsemcp/mvr-api"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "pulsemcp/mvr-api"}) over MCP.
mvr_first_call ~10,640 tokensmvr_entity_resolve ~10,507 tokensmvr_african_market_insights ~10,465 tokensmvr_decision_check ~10,449 tokensmvr_evidence_completeness ~10,400 tokensStatic checks of the advertised tools/list (schema, descriptions, annotations, tool-poisoning patterns, names, size) plus observed protocol, uptime, latency and contract changes. Read-only: no tool is ever called. Weights: schema 15, docs 20, safety 15, efficiency 15, compatibility 15, protocol 5, reliability 10, stability 5. Token counts are estimates (~3.6 characters per token).
Operator? Fix these, then re-check live. Embed the readiness badge:
[](https://glimind.com/server/pulsemcp%2Fmvr-api?ref=badge)
<a href="https://glimind.com/server/pulsemcp%2Fmvr-api?ref=badge"><img src="https://glimind.com/v1/readiness/badge/pulsemcp%2Fmvr-api.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/pulsemcp%2Fmvr-api.svg :target: https://glimind.com/server/pulsemcp%2Fmvr-api?ref=badge :alt: MCP agent-readiness
Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:d21de14348e55aec…, first seen 2026-10-25, included at leaf 66501 of 75,084. Version history · verify what your client received.
Compare: most reliable knowledge servers · most reliable communication servers · most reliable other servers · most reliable data servers
Glimind tells agents whether a server is up right now and how to call it, then fails over to a live alternative when it isn't.
Claude Code
claude mcp add --transport http glimind https://glimind.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"glimind": {
"type": "http",
"url": "https://glimind.com/mcp"
}
}
}
As of 2026-10-26 19:43 UTC, MVR API is up with a Glimind reliability score of 76/100 (grade B). Over the last 30 days it answered 99.6% of Glimind's liveness checks. It had 15 outages in 90 days, with a median recovery of 3 minutes.
MVR API advertises 7 tools, including mvr_african_market_insights, mvr_commercial_handshake, mvr_context_compile, mvr_decision_check, mvr_entity_resolve.
Point your MCP client at this streamable_http endpoint: https://africanmarketos.com/mcp
Glimind scanned all 7 tool definitions for tool-poisoning patterns — hidden or invisible characters, instructions that override the model, concealment from the user, requests to read credential or MCP config files, conversation exfiltration and cross-tool shadowing — and found none. This checks what the server tells the model, not what its code does; review the source before granting access to sensitive data.
Status page: 90-day uptime, every outage and how long it lasted.
Claim this listing to get the Verified operator marker, a remediation checklist and owner analytics, or embed the live badge from any of the tool pages above. Maintainers: alerts, deploy attestation and monthly reports.
Status is an automated estimate from Glimind's liveness checks (handshake and tool listing only; no tool is ever called) and may lag or differ from your network. Glimind is not affiliated with this server or its operator. Operator? Request a correction or opt out at https://glimind.com/opt-out.