Tool-Confusability Recovery Loop
Recovery loop for agent tool catalogs: measured confusion, ranked fixes, signed recovery receipts.
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"tool-confusability-regression-gate": {
"url": "https://textforagents.com/products/tool-confusability-regression-gate/mcp"
}
}
}Remote endpoints
https://textforagents.com/products/tool-confusability-regression-gate/mcpstreamable-httpWhat it can do
Tool inventory
Tools (6)
⚪register_catalog(catalog, probes)
Register a tool catalog + probe suite; stores the green state. Free.
Input Schema
{
"type": "object",
"properties": {
"catalog": {
"type": "array"
},
"probes": {
"type": "array"
}
},
"required": [
"catalog",
"probes"
]
}⚪start_loop(catalog_id, catalog, selector_class)
Start a recovery loop run against the current live catalog ($0.05 / plan / first run free).
Input Schema
{
"type": "object",
"properties": {
"catalog_id": {
"type": "string"
},
"catalog": {
"type": "array"
},
"selector_class": {
"type": "string"
}
},
"required": [
"catalog_id",
"catalog"
]
}⚪apply_fix(loop_id, item)
Serve the revised catalog for a chosen worklist item of an open loop run.
Input Schema
{
"type": "object",
"properties": {
"loop_id": {
"type": "string"
},
"item": {
"type": "integer"
}
},
"required": [
"loop_id",
"item"
]
}⚪verify_recovery(loop_id)
Re-probe a loop run whose fix was served and return the signed recovery receipt.
Input Schema
{
"type": "object",
"properties": {
"loop_id": {
"type": "string"
}
},
"required": [
"loop_id"
]
}🟡server_author_verdict(tool, stack)
Server-author pre-publish verdict: measure one submitted tool against the curated reference stacks; every verdict names its stack.
Input Schema
{
"type": "object",
"properties": {
"tool": {
"type": "object"
},
"stack": {
"type": "string"
}
},
"required": [
"tool"
]
}🟢loop_status(loop_id)
Fetch a loop run's status and receipt.
Input Schema
{
"type": "object",
"properties": {
"loop_id": {
"type": "string"
}
},
"required": [
"loop_id"
]
}Community
Evidence