mcp-registry/io.github.tjcgraham-rgb/gaip-witness · v1.5.0
Verdict. Tjcgraham Rgb Gaip Witness MCP server answered 99.97% of Glimind's liveness checks over 30 days, better than 37% of MCP servers, with 2151 ms median handshake and 1 outage in 90 days. Its agent-readiness grade is A (90/100) across 23 tools, costing an agent about 10,731 tokens to load. Checked every few minutes; no tool is ever called.
Data as of .
| Metric | Value | Better than |
|---|---|---|
| Uptime, 30 days | 99.97% | 37% of MCP servers |
| Median handshake latency | 2151 ms | 4% of MCP servers |
| p95 handshake latency | 4724 ms | — |
| Checks in 30 days | 4,849 | — |
| Outages, 90 days | 1 | — |
| Median recovery | 7 min | — |
| Agent-readiness score | 90/100 (A) | 69% of MCP servers |
| Tools | 23 | — |
| Tool-list size for an agent | ~10,731 tokens | 16% of MCP servers |
| Days observed | 29 | — |
As of 2026-10-27 00:08 UTC, the Tjcgraham Rgb Gaip Witness MCP server is up with a Glimind reliability score of 94/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks. It had 1 outage in 90 days, with a median recovery of 7 minutes.
Records delivery checks and observes public results.
Claude Code
claude mcp add --transport http tjcgraham-rgb-gaip-witness-mcp-server https://www.gaipagents.com/mcp/agents/witness
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"tjcgraham-rgb-gaip-witness-mcp-server": {
"type": "http",
"url": "https://www.gaipagents.com/mcp/agents/witness"
}
}
}
Third-party server, listed as discovered. Review its source before installing.
Handshake + tools/list takes ~2,142 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.
No tool declares an outputSchema.
Declare outputSchema and return structuredContent (MCP 2025-06-18+). Agents can then parse results without guessing, and chain tools reliably. How to fix →
In the last 30 days: 0 tool(s) removed and 25 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":["mcp-registry/io.github.tjcgraham-rgb/gaip-witness"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "mcp-registry/io.github.tjcgraham-rgb/gaip-witness"}) over MCP.
gaip_measure_outcome_value ~980 tokenswitness_accept_terms ~831 tokensgaip_verify_supplier_claims ~690 tokensinspect_counterparty_evidence ~658 tokensgaip_watch_register ~648 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/mcp-registry%2Fio.github.tjcgraham-rgb%2Fgaip-witness?ref=badge)
<a href="https://glimind.com/server/mcp-registry%2Fio.github.tjcgraham-rgb%2Fgaip-witness?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fio.github.tjcgraham-rgb%2Fgaip-witness.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fio.github.tjcgraham-rgb%2Fgaip-witness.svg :target: https://glimind.com/server/mcp-registry%2Fio.github.tjcgraham-rgb%2Fgaip-witness?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:c57411d40a2803a1…, first seen 2026-10-17, included at leaf 1642 of 76,250. Version history · verify what your client received.
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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 2026-10-27 00:08 UTC, the Tjcgraham Rgb Gaip Witness MCP server is up with a Glimind reliability score of 94/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks. It had 1 outage in 90 days, with a median recovery of 7 minutes.
Tjcgraham Rgb Gaip Witness MCP server advertises 23 tools, including assurance_complete, assurance_prepare, assurance_verify, gaip_check_sar_receipt, gaip_citation_witness.
Point your MCP client at this streamable-http endpoint: https://www.gaipagents.com/mcp/agents/witness
Glimind scanned all 23 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.