11FGB Cleaning Tools MCP
A community-hosted MCP server providing deterministic calculators for cleaning cost, time, crew size, and chemical usage. It supports AI agents in generating planning estimates for home and office cleaning, including labor hours, recommended crew, and solution quantities, with optional visual reports.
Endpoint and access
No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.
https://mcp.11fgb.com/mcpWhat its tools do
4 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.
Checks and signals
Each line is separate evidence, not a trust score.
- Passed Endpoint answered the live check ·
- Availability 1 of 1 checks passed in 30 days
What you can do with it
- Estimate home cleaning cost and crew size
- Calculate office cleaning budgets
- Determine cleaning time and crew requirements
- Calculate cleaning chemical usage
Source and maintenance
- Maintenance checked
Protocol and capabilities
- Server
- 11fgb-cleaning-tools 0.1.0
- MCP protocol negotiated in check
- 2025-11-25
- Tools
- 4 advertised
- Resources
- 1 advertised
- Resource templates
- 0 advertised
- Prompts
- Not advertised
{
"tools": {
"listChanged": true
},
"resources": {
"listChanged": true
}
}Server-provided instructions
Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.
Tools
4 advertised
estimate_home_cleaning_cost — Estimate home cleaning cost
Use this when a user wants a free planning estimate for cleaning a US house, apartment, condo, or townhouse. Returns price range, labor hours, crew size, duration, assumptions, and a visual report. Do not present it as a binding quote.
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"postal_code",
"square_feet"
],
"properties": {
"pets": {
"type": "integer",
"default": 0,
"maximum": 10,
"minimum": 0
},
"add_ons": {
"type": "array",
"items": {
"enum": [
"oven",
"refrigerator",
"interior_windows",
"inside_cabinets",
"laundry",
"dishes"
],
"type": "string"
},
"default": [],
"maxItems": 6
},
"bedrooms": {
"type": "integer",
"default": 2,
"maximum": 20,
"minimum": 0
},
"bathrooms": {
"type": "number",
"default": 1,
"maximum": 20,
"minimum": 0
},
"condition": {
"enum": [
"light",
"average",
"heavy"
],
"type": "string",
"default": "average"
},
"frequency": {
"enum": [
"one_time",
"weekly",
"biweekly",
"monthly"
],
"type": "string",
"default": "one_time"
},
"postal_code": {
"type": "string",
"pattern": "^\\d{5}(?:-\\d{4})?$",
"description": "US ZIP code used to select local or national rates."
},
"square_feet": {
"type": "integer",
"maximum": 20000,
"minimum": 200,
"description": "Total interior square footage."
},
"cleaning_type": {
"enum": [
"standard",
"deep",
"move_in_out"
],
"type": "string",
"default": "standard"
},
"property_type": {
"enum": [
"house",
"apartment",
"condo",
"townhouse"
],
"type": "string",
"default": "house"
}
},
"additionalProperties": false
}{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"result"
],
"properties": {
"result": {
"type": "object",
"required": [
"calculator",
"methodology_version",
"locale",
"currency",
"units",
"location",
"headline",
"summary",
"metrics",
"breakdown",
"assumptions",
"warnings",
"visualization",
"visualization_url",
"methodology_url",
"cta_url",
"expires_at"
],
"properties": {
"units": {
"type": "string",
"const": "imperial"
},
"locale": {
"type": "string",
"const": "en-US"
},
"cta_url": {
"type": "string",
"format": "uri"
},
"metrics": {
"type": "array",
"items": {
"type": "object",
"required": [
"label",
"value"
],
"properties": {
"unit": {
"type": "string"
},
"label": {
"type": "string"
},
"value": {
"type": [
"string",
"number"
]
}
},
"additionalProperties": false
}
},
"summary": {
"type": "object",
"required": [
"labor_hours",
"crew_size",
"duration_hours"
],
"properties": {
"crew_size": {
"type": "number"
},
"price_max": {
"type": "number"
},
"price_min": {
"type": "number"
},
"containers": {
"type": "number"
},
"labor_hours": {
"type": "number"
},
"duration_hours": {
"type": "number"
},
"solution_gallons": {
"type": "number"
},
"monthly_price_max": {
"type": "number"
},
"monthly_price_min": {
"type": "number"
},
"concentrate_ounces": {
"type": "number"
},
"price_per_visit_max": {
"type": "number"
},
"price_per_visit_min": {
"type": "number"
}
},
"additionalProperties": false
},
"currency": {
"type": "string",
"const": "USD"
},
"headline": {
"type": "string"
},
"location": {
"type": "object",
"required": [
"postal_code",
"market_id",
"market_label",
"confidence",
"data_version"
],
"properties": {
"market_id": {
"type": "string"
},
"confidence": {
"enum": [
"local",
"national"
],
"type": "string"
},
"postal_code": {
"type": "string"
},
"data_version": {
"type": "string"
},
"market_label": {
"type": "string"
}
},
"additionalProperties": false
},
"warnings": {
"type": "array",
"items": {
"type": "string"
}
},
"breakdown": {
"type": "array",
"items": {
"type": "object",
"required": [
"label",
"value",
"unit"
],
"properties": {
"unit": {
"type": "string"
},
"label": {
"type": "string"
},
"value": {
"type": "number"
},
"detail": {
"type": "string"
}
},
"additionalProperties": false
}
},
"calculator": {
"enum": [
"home-cleaning-cost",
"office-cleaning-cost",
"cleaning-time-and-crew",
"cleaning-chemical-usage"
],
"type": "string"
},
"expires_at": {
"type": "string",
"format": "date-time"
},
"assumptions": {
"type": "array",
"items": {
"type": "string"
}
},
"visualization": {
"type": "object",
"required": [
"kind",
"items"
],
"properties": {
"kind": {
"enum": [
"rooms",
"zones",
"timeline",
"containers"
],
"type": "string"
},
"items": {
"type": "array",
"items": {
"type": "object",
"required": [
"label",
"value",
"unit"
],
"properties": {
"tone": {
"enum": [
"blue",
"green",
"orange",
"purple"
],
"type": "string"
},
"unit": {
"type": "string"
},
"label": {
"type": "string"
},
"share": {
"type": "number"
},
"value": {
"type": "number"
}
},
"additionalProperties": false
}
}
},
"additionalProperties": false
},
"methodology_url": {
"type": "string",
"format": "uri"
},
"visualization_url": {
"type": "string",
"format": "uri"
},
"methodology_version": {
"type": "string"
}
},
"additionalProperties": false
}
},
"additionalProperties": false
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}estimate_office_cleaning_cost — Estimate office cleaning cost
Use this when a user wants a free office or commercial cleaning budget estimate in the United States. Returns per-visit and monthly ranges, labor, crew, schedule assumptions, and a visual report. Do not use for residential cleaning or present it as a binding bid.
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"postal_code",
"square_feet"
],
"properties": {
"add_ons": {
"type": "array",
"items": {
"enum": [
"day_porter",
"interior_glass",
"appliance_cleaning",
"supply_restocking"
],
"type": "string"
},
"default": [],
"maxItems": 4
},
"kitchens": {
"type": "integer",
"default": 1,
"maximum": 100,
"minimum": 0
},
"occupancy": {
"enum": [
"low",
"average",
"high"
],
"type": "string",
"default": "average"
},
"restrooms": {
"type": "integer",
"default": 1,
"maximum": 200,
"minimum": 0
},
"floor_type": {
"enum": [
"mostly_hard",
"mostly_carpet",
"mixed"
],
"type": "string",
"default": "mixed"
},
"postal_code": {
"type": "string",
"pattern": "^\\d{5}(?:-\\d{4})?$",
"description": "US ZIP code used to select local or national rates."
},
"square_feet": {
"type": "integer",
"maximum": 500000,
"minimum": 300
},
"workstations": {
"type": "integer",
"default": 10,
"maximum": 10000,
"minimum": 0
},
"service_level": {
"enum": [
"essential",
"standard",
"detailed"
],
"type": "string",
"default": "standard"
},
"service_frequency": {
"enum": [
"weekly",
"twice_weekly",
"three_weekly",
"five_weekly",
"daily"
],
"type": "string",
"default": "five_weekly"
}
},
"additionalProperties": false
}{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"result"
],
"properties": {
"result": {
"type": "object",
"required": [
"calculator",
"methodology_version",
"locale",
"currency",
"units",
"location",
"headline",
"summary",
"metrics",
"breakdown",
"assumptions",
"warnings",
"visualization",
"visualization_url",
"methodology_url",
"cta_url",
"expires_at"
],
"properties": {
"units": {
"type": "string",
"const": "imperial"
},
"locale": {
"type": "string",
"const": "en-US"
},
"cta_url": {
"type": "string",
"format": "uri"
},
"metrics": {
"type": "array",
"items": {
"type": "object",
"required": [
"label",
"value"
],
"properties": {
"unit": {
"type": "string"
},
"label": {
"type": "string"
},
"value": {
"type": [
"string",
"number"
]
}
},
"additionalProperties": false
}
},
"summary": {
"type": "object",
"required": [
"labor_hours",
"crew_size",
"duration_hours"
],
"properties": {
"crew_size": {
"type": "number"
},
"price_max": {
"type": "number"
},
"price_min": {
"type": "number"
},
"containers": {
"type": "number"
},
"labor_hours": {
"type": "number"
},
"duration_hours": {
"type": "number"
},
"solution_gallons": {
"type": "number"
},
"monthly_price_max": {
"type": "number"
},
"monthly_price_min": {
"type": "number"
},
"concentrate_ounces": {
"type": "number"
},
"price_per_visit_max": {
"type": "number"
},
"price_per_visit_min": {
"type": "number"
}
},
"additionalProperties": false
},
"currency": {
"type": "string",
"const": "USD"
},
"headline": {
"type": "string"
},
"location": {
"type": "object",
"required": [
"postal_code",
"market_id",
"market_label",
"confidence",
"data_version"
],
"properties": {
"market_id": {
"type": "string"
},
"confidence": {
"enum": [
"local",
"national"
],
"type": "string"
},
"postal_code": {
"type": "string"
},
"data_version": {
"type": "string"
},
"market_label": {
"type": "string"
}
},
"additionalProperties": false
},
"warnings": {
"type": "array",
"items": {
"type": "string"
}
},
"breakdown": {
"type": "array",
"items": {
"type": "object",
"required": [
"label",
"value",
"unit"
],
"properties": {
"unit": {
"type": "string"
},
"label": {
"type": "string"
},
"value": {
"type": "number"
},
"detail": {
"type": "string"
}
},
"additionalProperties": false
}
},
"calculator": {
"enum": [
"home-cleaning-cost",
"office-cleaning-cost",
"cleaning-time-and-crew",
"cleaning-chemical-usage"
],
"type": "string"
},
"expires_at": {
"type": "string",
"format": "date-time"
},
"assumptions": {
"type": "array",
"items": {
"type": "string"
}
},
"visualization": {
"type": "object",
"required": [
"kind",
"items"
],
"properties": {
"kind": {
"enum": [
"rooms",
"zones",
"timeline",
"containers"
],
"type": "string"
},
"items": {
"type": "array",
"items": {
"type": "object",
"required": [
"label",
"value",
"unit"
],
"properties": {
"tone": {
"enum": [
"blue",
"green",
"orange",
"purple"
],
"type": "string"
},
"unit": {
"type": "string"
},
"label": {
"type": "string"
},
"share": {
"type": "number"
},
"value": {
"type": "number"
}
},
"additionalProperties": false
}
}
},
"additionalProperties": false
},
"methodology_url": {
"type": "string",
"format": "uri"
},
"visualization_url": {
"type": "string",
"format": "uri"
},
"methodology_version": {
"type": "string"
}
},
"additionalProperties": false
}
},
"additionalProperties": false
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}estimate_cleaning_time_and_crew — Estimate cleaning time and crew
Use this when a user asks how long a cleaning job may take or how many cleaners are needed. Works for homes, apartments, offices, retail, and vacation rentals. It estimates workload, not worker availability or a price quote.
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"property_type",
"square_feet"
],
"properties": {
"bathrooms": {
"type": "number",
"default": 1,
"maximum": 200,
"minimum": 0
},
"condition": {
"enum": [
"light",
"average",
"heavy"
],
"type": "string",
"default": "average"
},
"postal_code": {
"type": "string",
"pattern": "^\\d{5}(?:-\\d{4})?$",
"description": "Optional US ZIP code. It affects the market label, not cleaning time."
},
"square_feet": {
"type": "integer",
"maximum": 500000,
"minimum": 200
},
"cleaning_type": {
"enum": [
"standard",
"deep",
"move_in_out",
"turnover"
],
"type": "string",
"default": "standard"
},
"property_type": {
"enum": [
"home",
"apartment",
"office",
"retail",
"vacation_rental"
],
"type": "string"
},
"rooms_or_zones": {
"type": "integer",
"default": 5,
"maximum": 500,
"minimum": 1
},
"max_visit_hours": {
"type": "number",
"default": 4,
"maximum": 12,
"minimum": 1
}
},
"additionalProperties": false
}{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"result"
],
"properties": {
"result": {
"type": "object",
"required": [
"calculator",
"methodology_version",
"locale",
"currency",
"units",
"location",
"headline",
"summary",
"metrics",
"breakdown",
"assumptions",
"warnings",
"visualization",
"visualization_url",
"methodology_url",
"cta_url",
"expires_at"
],
"properties": {
"units": {
"type": "string",
"const": "imperial"
},
"locale": {
"type": "string",
"const": "en-US"
},
"cta_url": {
"type": "string",
"format": "uri"
},
"metrics": {
"type": "array",
"items": {
"type": "object",
"required": [
"label",
"value"
],
"properties": {
"unit": {
"type": "string"
},
"label": {
"type": "string"
},
"value": {
"type": [
"string",
"number"
]
}
},
"additionalProperties": false
}
},
"summary": {
"type": "object",
"required": [
"labor_hours",
"crew_size",
"duration_hours"
],
"properties": {
"crew_size": {
"type": "number"
},
"price_max": {
"type": "number"
},
"price_min": {
"type": "number"
},
"containers": {
"type": "number"
},
"labor_hours": {
"type": "number"
},
"duration_hours": {
"type": "number"
},
"solution_gallons": {
"type": "number"
},
"monthly_price_max": {
"type": "number"
},
"monthly_price_min": {
"type": "number"
},
"concentrate_ounces": {
"type": "number"
},
"price_per_visit_max": {
"type": "number"
},
"price_per_visit_min": {
"type": "number"
}
},
"additionalProperties": false
},
"currency": {
"type": "string",
"const": "USD"
},
"headline": {
"type": "string"
},
"location": {
"type": "object",
"required": [
"postal_code",
"market_id",
"market_label",
"confidence",
"data_version"
],
"properties": {
"market_id": {
"type": "string"
},
"confidence": {
"enum": [
"local",
"national"
],
"type": "string"
},
"postal_code": {
"type": "string"
},
"data_version": {
"type": "string"
},
"market_label": {
"type": "string"
}
},
"additionalProperties": false
},
"warnings": {
"type": "array",
"items": {
"type": "string"
}
},
"breakdown": {
"type": "array",
"items": {
"type": "object",
"required": [
"label",
"value",
"unit"
],
"properties": {
"unit": {
"type": "string"
},
"label": {
"type": "string"
},
"value": {
"type": "number"
},
"detail": {
"type": "string"
}
},
"additionalProperties": false
}
},
"calculator": {
"enum": [
"home-cleaning-cost",
"office-cleaning-cost",
"cleaning-time-and-crew",
"cleaning-chemical-usage"
],
"type": "string"
},
"expires_at": {
"type": "string",
"format": "date-time"
},
"assumptions": {
"type": "array",
"items": {
"type": "string"
}
},
"visualization": {
"type": "object",
"required": [
"kind",
"items"
],
"properties": {
"kind": {
"enum": [
"rooms",
"zones",
"timeline",
"containers"
],
"type": "string"
},
"items": {
"type": "array",
"items": {
"type": "object",
"required": [
"label",
"value",
"unit"
],
"properties": {
"tone": {
"enum": [
"blue",
"green",
"orange",
"purple"
],
"type": "string"
},
"unit": {
"type": "string"
},
"label": {
"type": "string"
},
"share": {
"type": "number"
},
"value": {
"type": "number"
}
},
"additionalProperties": false
}
}
},
"additionalProperties": false
},
"methodology_url": {
"type": "string",
"format": "uri"
},
"visualization_url": {
"type": "string",
"format": "uri"
},
"methodology_version": {
"type": "string"
}
},
"additionalProperties": false
}
},
"additionalProperties": false
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}calculate_cleaning_chemical_usage — Calculate cleaning chemical usage
Use this when a user needs a planning estimate for ready-to-use cleaning solution, concentrate, water, or generic container quantities across one or many jobs. It does not recommend brands and product-label directions always take precedence.
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"jobs_count",
"average_square_feet",
"product_category"
],
"properties": {
"jobs_count": {
"type": "integer",
"maximum": 100000,
"minimum": 1
},
"soil_level": {
"enum": [
"light",
"average",
"heavy"
],
"type": "string",
"default": "average"
},
"postal_code": {
"type": "string",
"pattern": "^\\d{5}(?:-\\d{4})?$",
"description": "Optional US ZIP code for market context."
},
"cleaning_type": {
"enum": [
"standard",
"deep",
"move_in_out",
"commercial"
],
"type": "string",
"default": "standard"
},
"dilution_ratio": {
"type": "number",
"default": 64,
"maximum": 1024,
"minimum": 1,
"description": "Parts water per one part concentrate, such as 64 for 1:64."
},
"reserve_percent": {
"type": "number",
"default": 10,
"maximum": 50,
"minimum": 0
},
"product_category": {
"enum": [
"all_purpose",
"bathroom",
"floor",
"glass",
"degreaser"
],
"type": "string"
},
"average_square_feet": {
"type": "integer",
"maximum": 500000,
"minimum": 100
},
"container_size_ounces": {
"type": "number",
"default": 128,
"maximum": 640,
"minimum": 1
},
"coverage_sqft_per_gallon": {
"type": "number",
"maximum": 100000,
"minimum": 100
}
},
"additionalProperties": false
}{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"result"
],
"properties": {
"result": {
"type": "object",
"required": [
"calculator",
"methodology_version",
"locale",
"currency",
"units",
"location",
"headline",
"summary",
"metrics",
"breakdown",
"assumptions",
"warnings",
"visualization",
"visualization_url",
"methodology_url",
"cta_url",
"expires_at"
],
"properties": {
"units": {
"type": "string",
"const": "imperial"
},
"locale": {
"type": "string",
"const": "en-US"
},
"cta_url": {
"type": "string",
"format": "uri"
},
"metrics": {
"type": "array",
"items": {
"type": "object",
"required": [
"label",
"value"
],
"properties": {
"unit": {
"type": "string"
},
"label": {
"type": "string"
},
"value": {
"type": [
"string",
"number"
]
}
},
"additionalProperties": false
}
},
"summary": {
"type": "object",
"required": [
"labor_hours",
"crew_size",
"duration_hours"
],
"properties": {
"crew_size": {
"type": "number"
},
"price_max": {
"type": "number"
},
"price_min": {
"type": "number"
},
"containers": {
"type": "number"
},
"labor_hours": {
"type": "number"
},
"duration_hours": {
"type": "number"
},
"solution_gallons": {
"type": "number"
},
"monthly_price_max": {
"type": "number"
},
"monthly_price_min": {
"type": "number"
},
"concentrate_ounces": {
"type": "number"
},
"price_per_visit_max": {
"type": "number"
},
"price_per_visit_min": {
"type": "number"
}
},
"additionalProperties": false
},
"currency": {
"type": "string",
"const": "USD"
},
"headline": {
"type": "string"
},
"location": {
"type": "object",
"required": [
"postal_code",
"market_id",
"market_label",
"confidence",
"data_version"
],
"properties": {
"market_id": {
"type": "string"
},
"confidence": {
"enum": [
"local",
"national"
],
"type": "string"
},
"postal_code": {
"type": "string"
},
"data_version": {
"type": "string"
},
"market_label": {
"type": "string"
}
},
"additionalProperties": false
},
"warnings": {
"type": "array",
"items": {
"type": "string"
}
},
"breakdown": {
"type": "array",
"items": {
"type": "object",
"required": [
"label",
"value",
"unit"
],
"properties": {
"unit": {
"type": "string"
},
"label": {
"type": "string"
},
"value": {
"type": "number"
},
"detail": {
"type": "string"
}
},
"additionalProperties": false
}
},
"calculator": {
"enum": [
"home-cleaning-cost",
"office-cleaning-cost",
"cleaning-time-and-crew",
"cleaning-chemical-usage"
],
"type": "string"
},
"expires_at": {
"type": "string",
"format": "date-time"
},
"assumptions": {
"type": "array",
"items": {
"type": "string"
}
},
"visualization": {
"type": "object",
"required": [
"kind",
"items"
],
"properties": {
"kind": {
"enum": [
"rooms",
"zones",
"timeline",
"containers"
],
"type": "string"
},
"items": {
"type": "array",
"items": {
"type": "object",
"required": [
"label",
"value",
"unit"
],
"properties": {
"tone": {
"enum": [
"blue",
"green",
"orange",
"purple"
],
"type": "string"
},
"unit": {
"type": "string"
},
"label": {
"type": "string"
},
"share": {
"type": "number"
},
"value": {
"type": "number"
}
},
"additionalProperties": false
}
}
},
"additionalProperties": false
},
"methodology_url": {
"type": "string",
"format": "uri"
},
"visualization_url": {
"type": "string",
"format": "uri"
},
"methodology_version": {
"type": "string"
}
},
"additionalProperties": false
}
},
"additionalProperties": false
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}Prompts
Not advertised
Resources
1 advertised
cleaning-calculation-ui
ui://11fgb/cleaning-calculation.html90-day uptime
A lightweight connection check about every six hours, sampled on hosts with many listings. It shows the server answered, not that its tools work.
- 2026-11-07: 1 of 1 checks answered
30-day availability
Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.
- Successful checks
- 1 of 1 (100%)
- Average latency
- 756 ms
- 95th percentile latency
- 756 ms
Maintenance history
Public check and source-refresh events. Editorial and ownership records remain private.
- · probe · passed · 756 ms · metadata changed · 4 tool(s), 1 resource(s), 0 resource template(s)
Connect from your client
Each snippet registers the same endpoint; pick the client you use.
Claude Code
claude mcp add --transport http 11fgb-cleaning-tools-mcp https://mcp.11fgb.com/mcpCodex
codex mcp add 11fgb-cleaning-tools-mcp --url https://mcp.11fgb.com/mcpCursor
{
"mcpServers": {
"11fgb-cleaning-tools-mcp": {
"url": "https://mcp.11fgb.com/mcp"
}
}
}Cline
{
"mcpServers": {
"11fgb-cleaning-tools-mcp": {
"type": "streamableHttp",
"url": "https://mcp.11fgb.com/mcp",
"disabled": false
}
}
}VS Code
{
"servers": {
"11fgb-cleaning-tools-mcp": {
"type": "http",
"url": "https://mcp.11fgb.com/mcp"
}
}
}Gemini CLI
gemini mcp add --transport http 11fgb-cleaning-tools-mcp https://mcp.11fgb.com/mcpClaude Desktop
https://mcp.11fgb.com/mcpWindsurf
{
"mcpServers": {
"11fgb-cleaning-tools-mcp": {
"serverUrl": "https://mcp.11fgb.com/mcp"
}
}
}Let your agent find its tools
Find servers like 11FGB Cleaning Tools MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.