Koskamo

Course Drift Oracle MCP

A signed drift report service for Microsoft's ai-agents-for-beginners course that scans for deprecated model pins and package version floors, providing verifiable reports via Ed25519 signatures.

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.

Course Drift Oracle MCP logo, by 710gitCommunity listingStreamable HTTPNo sign-inEndpoint checked 2026-11-06Published by 710git
MCP endpoint (Streamable HTTP)
https://signetworks.atelieri.workers.dev/mcp
Vendor documentation

What its tools do

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

10 of 10 have a description · 0 of 10 declare behavior hints · 7 of 7 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

  • Scan course for deprecated model deployments
  • Check package version floors against release history
  • Verify signed drift reports using Ed25519 signatures
  • Generate append-only publication chains for audit trails

Source and maintenance

Community listingRegistry 1.0.0
Maintenance checked

Protocol and capabilities

Server
course-drift-oracle 1.0.0
MCP protocol negotiated in check
2025-11-25
Tools
10 advertised
Resources
Not advertised
Resource templates
Not advertised
Prompts
Not advertised
Server-advertised capabilities
{
  "tools": {
    "listChanged": true
  }
}

Tools

10 advertised

drift_summary
Advertised by the server during the last successful anonymous check.

Free. How many pinned models and package versions in the ai-agents-for-beginners course have drifted from upstream reality, broken down by lesson and severity. Returns a signed receipt committing to the full findings set. No payment required.

drift_summary input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}
verify_report
Advertised by the server during the last successful anonymous check.

Free. Verify a report receipt's Ed25519 signature, and optionally check that a findings array matches the hash the receipt committed to. Use this before paying to confirm the seller is describing real work, and after paying to confirm you received all of it.

verify_report input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "receipt"
  ],
  "properties": {
    "receipt": {
      "type": "object",
      "description": "the receipt object from any report",
      "propertyNames": {
        "type": "string"
      },
      "additionalProperties": {}
    },
    "findings": {
      "type": "array",
      "items": {
        "type": "object",
        "propertyNames": {
          "type": "string"
        },
        "additionalProperties": {}
      },
      "description": "optionally, the findings array to check against findings_hash"
    }
  }
}
drift_report
Advertised by the server during the last successful anonymous check.

Paid ($0.25). Every drift finding with file path, line number, what is wrong, and the suggested fix - enough to open a PR without re-deriving anything. Verifiable against the free summary's findings_hash.

drift_report input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}
drift_report_x402
Advertised by the server during the last successful anonymous check.

Paid ($0.25, x402/USDC). Same full drift report as drift_report: every finding with file path, line number, what is wrong, and the suggested fix. Pay with x402 if you hold USDC; use drift_report to pay by card or other MPP methods.

drift_report_x402 input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}
drift_report_x402 annotations
{}
model_status
Advertised by the server during the last successful anonymous check.

Free. Look up one model id in the signed catalog: current, deprecated, or retired, plus replacement, earliest_retirement, source, and retrieved. Returns an honest "unknown: not in catalog" for an id this catalog does not track - never conflated with "current". Includes the catalog snapshot's signed receipt.

model_status input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "model_id"
  ],
  "properties": {
    "model_id": {
      "type": "string",
      "minLength": 1,
      "description": "the model id to look up, e.g. \"gpt-4o\""
    }
  }
}
model_status_batch
Advertised by the server during the last successful anonymous check.

Paid ($0.10). Look up a list of model ids in the signed catalog and return one entry per id (or an honest "unknown: not in catalog" per id), plus any_action_needed: true if any input model is deprecated or retired. Built for a CI pipeline's pinned-model set - one signed answer and one boolean to gate a build on, instead of parsing an array of free lookups by hand.

model_status_batch input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "model_ids"
  ],
  "properties": {
    "model_ids": {
      "type": "array",
      "items": {
        "type": "string",
        "minLength": 1
      },
      "minItems": 1,
      "description": "the model ids to look up, e.g. a CI pipeline's pinned model set"
    }
  }
}
model_status_batch_x402
Advertised by the server during the last successful anonymous check.

Paid ($0.10, x402/USDC). Same batch model status lookup as model_status_batch: one entry per input id plus any_action_needed. Pay with x402 if you hold USDC; use model_status_batch to pay by card or other MPP methods.

model_status_batch_x402 input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "model_ids"
  ],
  "properties": {
    "model_ids": {
      "type": "array",
      "items": {
        "type": "string",
        "minLength": 1
      },
      "minItems": 1,
      "description": "the model ids to look up, e.g. a CI pipeline's pinned model set"
    }
  }
}
model_status_batch_x402 annotations
{}
site_audit_summary
Advertised by the server during the last successful anonymous check.

Free. Submit a site URL; the worker runs 12 agent-legibility checks against it (robots.txt AI-crawler directives, llms.txt, MCP advertisement, structured data, meta/charset/content-type sanity, no-JS response) with bounded fetches, private addresses refused, and a per-target rate limit. Returns how many of 12 passed, plus target and date - enough to decide whether the paid per-check detail is worth it.

site_audit_summary input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "minLength": 1,
      "description": "the site URL to audit, e.g. \"https://example.com\""
    }
  }
}
site_audit
Advertised by the server during the last successful anonymous check.

Paid ($0.25). All 12 agent-legibility checks for a submitted site URL, each with status and detail, as a dated receipt signed live with a dedicated Ed25519 audit key (or explicitly unsigned while that key is unprovisioned - never a fabricated signature). Verify with verify_report. The signature proves what was checked and when, not that the site is good.

site_audit input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "minLength": 1,
      "description": "the site URL to audit, e.g. \"https://example.com\""
    }
  }
}
site_audit_x402
Advertised by the server during the last successful anonymous check.

Paid ($0.25, x402/USDC). Same full site audit as site_audit: all 12 checks with status and detail as a signed dated receipt. Pay with x402 if you hold USDC; use site_audit to pay by card or other MPP methods. Payment settles before the target is checked, so run the free site_audit_summary first to confirm your URL is valid and not rate limited.

site_audit_x402 input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "minLength": 1,
      "description": "the site URL to audit, e.g. \"https://example.com\""
    }
  }
}
site_audit_x402 annotations
{}

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 (1 of 1 answered).

  1. 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
1386 ms
95th percentile latency
1386 ms

Maintenance history

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

  • · probe · passed · 1386 ms · metadata changed · 10 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 course-drift-oracle-mcp https://signetworks.atelieri.workers.dev/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 course-drift-oracle-mcp --url https://signetworks.atelieri.workers.dev/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable course-drift-oracle-mcp in your MCP settings.
Cursor configuration
{
  "mcpServers": {
    "course-drift-oracle-mcp": {
      "url": "https://signetworks.atelieri.workers.dev/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).
Cline configuration
{
  "mcpServers": {
    "course-drift-oracle-mcp": {
      "type": "streamableHttp",
      "url": "https://signetworks.atelieri.workers.dev/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start course-drift-oracle-mcp and inspect its tools.
VS Code configuration
{
  "servers": {
    "course-drift-oracle-mcp": {
      "type": "http",
      "url": "https://signetworks.atelieri.workers.dev/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 course-drift-oracle-mcp https://signetworks.atelieri.workers.dev/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://signetworks.atelieri.workers.dev/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": {
    "course-drift-oracle-mcp": {
      "serverUrl": "https://signetworks.atelieri.workers.dev/mcp"
    }
  }
}

Let your agent find its tools

Find servers like Course Drift Oracle MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.