Koskamo

AI Agent Analytics MCP

A read-only MCP server that exposes customer analytics tools for AI-agent product activity, including total activity, settled revenue, active products, and AI agent signals, allowing agents to discover and evaluate product metrics without exposing raw customer data.

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.

AI Agent Analytics MCP logo, by Davisville Labs LLCCommunity listingStreamable HTTPNo sign-inEndpoint checked 2026-11-06Published by Davisville Labs LLC
MCP endpoint (Streamable HTTP)
https://analytics.davisvillelabs.com/mcp
Vendor documentation

What its tools do

3 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.

3 of 3 have a description · 3 of 3 declare behavior hints · 1 of 1 with parameters document them all

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

  • Discover AI-agent product activity metrics
  • Review settled revenue and active products
  • Evaluate AI agent signals and momentum
  • Inspect public readiness and setup plans

Source and maintenance

Community listingRegistry 1.0.0

Protocol and capabilities

Server
ai-agent-analytics 1.0.2
MCP protocol negotiated in check
2025-11-25
Tools
3 advertised
Resources
Not advertised
Resource templates
Not advertised
Prompts
Not advertised
Server-advertised capabilities
{
  "tools": {
    "listChanged": true
  }
}

Tools

3 advertised

list_products — List analytics products
Advertised by the server during the last successful anonymous check.
Advertised read-only

List the active product in the bearer token's organization. Use this for setup and identity checks; use get_daily_pulse for the customer's current precomputed 24-hour snapshot. The current Founder plan supports one active product. Requires products:read or products:create; invalid or expired authority fails closed, and the shared MCP limit is 300 calls per 60 seconds per caller before HTTP 429 with Retry-After.

list_products input schema
{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {},
  "description": "This tool takes no parameters.",
  "additionalProperties": false
}
list_products output schema
{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "schema",
    "products"
  ],
  "properties": {
    "schema": {
      "type": "string",
      "description": "Response schema identifier."
    },
    "products": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "id",
          "name",
          "status",
          "time_zone",
          "created_at"
        ],
        "properties": {
          "id": {
            "type": "string",
            "description": "Stable product/property ID to pass as product_id to product-scoped tools."
          },
          "name": {
            "type": "string",
            "description": "Customer-visible product name."
          },
          "status": {
            "type": "string",
            "description": "Current product state."
          },
          "time_zone": {
            "type": "string",
            "description": "IANA time zone used for product-local daily metrics."
          },
          "created_at": {
            "type": "string",
            "description": "UTC ISO-8601 product creation timestamp."
          }
        },
        "additionalProperties": {}
      },
      "description": "Active products visible to this authorization."
    }
  },
  "additionalProperties": {}
}
list_products annotations
{
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_daily_pulse — Get Daily Pulse
Advertised by the server during the last successful anonymous check.
Advertised read-only

Return the customer's latest precomputed 24-hour Daily Pulse snapshot. Use this for the same bounded once-daily view shown in the customer dashboard. It does not run a historical event scan when called and takes no parameters because the organization comes from the authorization. Requires analytics:read; if the first 6 PM local snapshot has not been built yet, state is preparing.

get_daily_pulse input schema
{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {},
  "description": "This tool takes no parameters.",
  "additionalProperties": false
}
get_daily_pulse output schema
{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "schema",
    "state",
    "source",
    "history_scan_on_read",
    "organization",
    "snapshot"
  ],
  "properties": {
    "state": {
      "enum": [
        "ready",
        "preparing"
      ],
      "type": "string",
      "description": "Whether a precomputed Daily Pulse snapshot is available."
    },
    "schema": {
      "type": "string",
      "description": "Delegated Daily Pulse response schema."
    },
    "source": {
      "type": "string",
      "const": "precomputed_daily_snapshot"
    },
    "snapshot": {
      "anyOf": [
        {},
        {
          "type": "null"
        }
      ]
    },
    "organization": {
      "type": "object",
      "required": [
        "id",
        "name"
      ],
      "properties": {
        "id": {
          "type": "string"
        },
        "name": {
          "type": "string"
        }
      },
      "additionalProperties": {}
    },
    "history_scan_on_read": {
      "type": "boolean",
      "const": false
    }
  },
  "additionalProperties": {}
}
get_daily_pulse annotations
{
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
scan_agent_commerce_readiness — Scan public agent-commerce readiness
Advertised by the server during the last successful anonymous check.
Advertised read-onlyOpen-world

Inspect a fixed set of public machine-facing surfaces at the HTTPS origin derived from url. Use this before recommending or integrating a public agent-facing product; do not use it for an authorized customer's instrumentation state, use get_connection_health, and never treat the result as a security score. url path/query/fragment are ignored; redirects are not followed, credentials are never sent, direct/private-style or non-public DNS targets are rejected, and response bodies are bounded. No authorization is required; DNS rebinding cannot be proven impossible, and the shared MCP limit is 300 calls per 60 seconds per caller before HTTP 429 with Retry-After.

scan_agent_commerce_readiness input schema
{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "format": "uri",
      "description": "Any public HTTPS URL on the product host. Only its scheme and host are used; path, query, and fragment are ignored. Custom ports, embedded credentials, IP literals, localhost/private-style hostnames, and non-public A/AAAA answers are rejected."
    }
  }
}
scan_agent_commerce_readiness output schema
{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "schema",
    "target",
    "observed_at",
    "summary",
    "checks",
    "gaps",
    "integrity"
  ],
  "properties": {
    "gaps": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Evidence-based follow-up gaps; absence is not proof a capability does not exist."
    },
    "checks": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "id",
          "standard",
          "url",
          "status",
          "http_status"
        ],
        "properties": {
          "id": {
            "type": "string",
            "description": "Fixed machine-surface identifier."
          },
          "url": {
            "type": "string",
            "description": "Exact public URL inspected."
          },
          "error": {
            "type": "string",
            "description": "Bounded scanner error classification when applicable."
          },
          "status": {
            "type": "string",
            "description": "Observed status such as present, protected, absent, invalid, redirected, or unavailable."
          },
          "evidence": {
            "type": "object",
            "description": "Small public evidence summary for this surface.",
            "propertyNames": {
              "type": "string"
            },
            "additionalProperties": {}
          },
          "standard": {
            "type": "string",
            "description": "Protocol or convention being checked."
          },
          "http_status": {
            "anyOf": [
              {
                "type": "integer",
                "maximum": 9007199254740991,
                "minimum": -9007199254740991
              },
              {
                "type": "null"
              }
            ],
            "description": "Observed HTTP status when a response was received."
          }
        },
        "additionalProperties": {}
      },
      "description": "Results for the fixed public surfaces; no user-supplied paths are fetched."
    },
    "schema": {
      "type": "string",
      "description": "Readiness-scan schema identifier."
    },
    "target": {
      "type": "object",
      "required": [
        "origin",
        "hostname"
      ],
      "properties": {
        "origin": {
          "type": "string",
          "description": "Normalized public HTTPS origin that was inspected."
        },
        "hostname": {
          "type": "string",
          "description": "Normalized public hostname that passed syntax and DNS preflight checks."
        }
      },
      "additionalProperties": {}
    },
    "summary": {
      "type": "object",
      "required": [
        "machine_interface_observed",
        "mcp",
        "openapi",
        "llms_txt",
        "security_txt",
        "oauth_protected_resource_metadata",
        "portable_skill_index",
        "payment_or_commercial_surface_declared"
      ],
      "properties": {
        "mcp": {
          "type": "string",
          "description": "Observed MCP state such as present, protected, absent, invalid, or unavailable."
        },
        "openapi": {
          "type": "string",
          "description": "Observed OpenAPI state."
        },
        "llms_txt": {
          "type": "string",
          "description": "Observed llms.txt state."
        },
        "security_txt": {
          "type": "string",
          "description": "Observed security.txt state."
        },
        "portable_skill_index": {
          "type": "string",
          "description": "Observed portable-skill index state."
        },
        "machine_interface_observed": {
          "type": "boolean",
          "description": "Whether at least one public machine interface was directly observed."
        },
        "oauth_protected_resource_metadata": {
          "type": "string",
          "description": "Whether RFC 9728 metadata was observed for a protected MCP."
        },
        "payment_or_commercial_surface_declared": {
          "type": "boolean",
          "description": "Whether public OpenAPI evidence declares a payment or commercial surface."
        }
      },
      "additionalProperties": {}
    },
    "integrity": {
      "type": "object",
      "required": [
        "security_score_assigned",
        "redirects_followed",
        "credentials_sent",
        "user_supplied_paths_fetched",
        "fixed_public_surfaces_only",
        "direct_ip_and_private_style_targets_rejected",
        "dns_a_aaaa_preflight_verified_public",
        "dns_rebinding_fully_eliminated",
        "response_body_limit_bytes",
        "note"
      ],
      "properties": {
        "note": {
          "type": "string"
        },
        "credentials_sent": {
          "type": "boolean"
        },
        "redirects_followed": {
          "type": "boolean"
        },
        "security_score_assigned": {
          "type": "boolean"
        },
        "response_body_limit_bytes": {
          "type": "integer",
          "maximum": 9007199254740991,
          "exclusiveMinimum": 0
        },
        "fixed_public_surfaces_only": {
          "type": "boolean"
        },
        "user_supplied_paths_fetched": {
          "type": "boolean"
        },
        "dns_rebinding_fully_eliminated": {
          "type": "boolean"
        },
        "dns_a_aaaa_preflight_verified_public": {
          "type": "boolean"
        },
        "direct_ip_and_private_style_targets_rejected": {
          "type": "boolean"
        }
      },
      "description": "Scanner safety properties and explicit limitations.",
      "additionalProperties": {}
    },
    "observed_at": {
      "type": "string",
      "description": "UTC scan timestamp."
    }
  },
  "additionalProperties": {}
}
scan_agent_commerce_readiness annotations
{
  "readOnlyHint": true,
  "openWorldHint": true,
  "idempotentHint": true,
  "destructiveHint": false
}

Prompts

Not advertised

No prompt definitions available.

Resources

Not advertised

No resource definitions available.

90-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.

Too few checks for a percentage yet (2 of 2 answered).

  1. 2026-11-06: 1 of 1 checks answered
  2. 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
369 ms
95th percentile latency
369 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · probe · passed · 369 ms · metadata changed · 3 tool(s)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.
Claude Code configuration
claude mcp add --transport http ai-agent-analytics-mcp https://analytics.davisvillelabs.com/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).
Codex configuration
codex mcp add ai-agent-analytics-mcp --url https://analytics.davisvillelabs.com/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable ai-agent-analytics-mcp in your MCP settings.
Cursor configuration
{
  "mcpServers": {
    "ai-agent-analytics-mcp": {
      "url": "https://analytics.davisvillelabs.com/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).
Cline configuration
{
  "mcpServers": {
    "ai-agent-analytics-mcp": {
      "type": "streamableHttp",
      "url": "https://analytics.davisvillelabs.com/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start ai-agent-analytics-mcp and inspect its tools.
VS Code configuration
{
  "servers": {
    "ai-agent-analytics-mcp": {
      "type": "http",
      "url": "https://analytics.davisvillelabs.com/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.
Gemini CLI configuration
gemini mcp add --transport http ai-agent-analytics-mcp https://analytics.davisvillelabs.com/mcp

Claude Desktop

Open Claude Settings > Connectors > Add custom connector, enter this server URL and enable it for the conversation. This is a manual remote-connector handoff, not a desktop JSON configuration.
Claude Desktop configuration
https://analytics.davisvillelabs.com/mcp

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.
Windsurf configuration
{
  "mcpServers": {
    "ai-agent-analytics-mcp": {
      "serverUrl": "https://analytics.davisvillelabs.com/mcp"
    }
  }
}

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