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Learning Resources

counselordesk.app

Assists students and counselors with college financial aid appeals, recommendation letters, award-letter analysis, and FAFSA checklists.

3 endpoints21 known toolsFirst detected October 19, 2026Last detected October 19, 2026

ENDPOINT 1

https://counselordesk.app/mcp

No auth detected

MCP server metadata

Name
counselorai
Version
1.2.0
Capabilities
tools
Server instructions

Every tool call on this server is metered and billed in credits. Prices are in each tool description. Check the balance any time with the account_balance tool. On insufficient_credits, stop and tell the user to top up rather than retrying.

Known tools 13

appeal

Draft a financial aid appeal letter to a college financial aid office.

Inferred read-only
rec

Draft a letter of recommendation from counselor notes.

Inferred read-only
letterlens

Analyze a finished recommendation letter and return specific fixes: what is vague, what is asserted without evidence, what reads as generated.

Inferred read-only
awardlens

Break down one to three financial aid award letters: what is grant, what is loan, what is work-study that has to be earned, what the supported net price is, and what renewal conditions are buried in the language.

Inferred read-only
fafsa

Produce a FAFSA action checklist for one student, keyed to their grade, dependency status and income band.

Inferred read-only
aid

Explain what a family is likely to see across a list of schools and why, in plain language.

Inferred read-only
scholarship

Search for current scholarship pages to review.

Inferred read-only
profile

Turn raw counselor notes into a structured student profile.

Inferred read-only
revision

Apply one instruction to an existing letter and return the revised text.

Inferred read-only
translate

Translate counselor-facing output into a family's language, holding the financial aid terms in English on purpose.

Inferred read-only
humanize

Rewrite reader-facing prose so it sounds direct, specific, and personal without changing facts or inventing a voice.

Inferred read-only
account_balance

Free.

Inferred read-only
quote_call

Free.

Inferred read-only

CONNECT WITH APPROVAL

Client installation

Review this server and its permissions before adding it. Secret placeholders must be set locally.

Codex

~/.codex/config.toml

[mcp_servers.counselorai]
url = "https://counselordesk.app/mcp"
enabled = true
Claude Code

.mcp.json

{
  "mcpServers": {
    "counselorai": {
      "type": "http",
      "url": "https://counselordesk.app/mcp"
    }
  }
}
Claude Desktop

Settings → Connectors → Add custom connector

Name: counselorai
Remote MCP URL: https://counselordesk.app/mcp

Add this remote URL as a custom connector in Claude Desktop. Availability depends on the user plan and workspace policy.

Cursor

.cursor/mcp.json

{
  "mcpServers": {
    "counselorai": {
      "url": "https://counselordesk.app/mcp"
    }
  }
}
Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code
{
  "servers": {
    "counselorai": {
      "type": "http",
      "url": "https://counselordesk.app/mcp"
    }
  }
}
Generic MCP

Client-specific MCP configuration

{
  "name": "counselorai",
  "transport": "streamable-http",
  "url": "https://counselordesk.app/mcp"
}
MCP Inspector

Run the official MCP Inspector locally and enter the indexed Streamable HTTP endpoint.

ENDPOINT 2

https://counselordesk.app/gate/mcp

No auth detected

MCP server metadata

Name
outputgate
Version
1.2.0
Capabilities
tools
Server instructions

Every tool call on this server is metered and billed in credits. Prices are in each tool description. Check the balance any time with the account_balance tool. On insufficient_credits, stop and tell the user to top up rather than retrying.

Known tools 5

check_product_copy

Checks an ecommerce or marketing draft against structured product facts supplied by the caller.

Inferred read-only
check_output

Reviews generated text before a human sees it.

Inferred read-only
fix_output

Rewrites text to address check_output findings, then re-scans deterministic patterns.

Inferred read-only
account_balance

Free.

Inferred read-only
quote_call

Free.

Inferred read-only

CONNECT WITH APPROVAL

Client installation

Review this server and its permissions before adding it. Secret placeholders must be set locally.

Codex

~/.codex/config.toml

[mcp_servers.outputgate]
url = "https://counselordesk.app/gate/mcp"
enabled = true
Claude Code

.mcp.json

{
  "mcpServers": {
    "outputgate": {
      "type": "http",
      "url": "https://counselordesk.app/gate/mcp"
    }
  }
}
Claude Desktop

Settings → Connectors → Add custom connector

Name: outputgate
Remote MCP URL: https://counselordesk.app/gate/mcp

Add this remote URL as a custom connector in Claude Desktop. Availability depends on the user plan and workspace policy.

Cursor

.cursor/mcp.json

{
  "mcpServers": {
    "outputgate": {
      "url": "https://counselordesk.app/gate/mcp"
    }
  }
}
Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code
{
  "servers": {
    "outputgate": {
      "type": "http",
      "url": "https://counselordesk.app/gate/mcp"
    }
  }
}
Generic MCP

Client-specific MCP configuration

{
  "name": "outputgate",
  "transport": "streamable-http",
  "url": "https://counselordesk.app/gate/mcp"
}
MCP Inspector

Run the official MCP Inspector locally and enter the indexed Streamable HTTP endpoint.

ENDPOINT 3

https://counselordesk.app/evidence/mcp

No auth detected

MCP server metadata

Name
evidencepack
Version
1.2.0
Capabilities
tools
Server instructions

Every tool call on this server is metered and billed in credits. Prices are in each tool description. Check the balance any time with the account_balance tool. On insufficient_credits, stop and tell the user to top up rather than retrying.

Known tools 3

build_evidence_pack

Normalizes caller-supplied facts into a versioned packet with source pointers, conflicts, missing required facts, coverage, and a stable digest.

Inferred read-only
account_balance

Free.

Inferred read-only
quote_call

Free.

Inferred read-only

CONNECT WITH APPROVAL

Client installation

Review this server and its permissions before adding it. Secret placeholders must be set locally.

Codex

~/.codex/config.toml

[mcp_servers.evidencepack]
url = "https://counselordesk.app/evidence/mcp"
enabled = true
Claude Code

.mcp.json

{
  "mcpServers": {
    "evidencepack": {
      "type": "http",
      "url": "https://counselordesk.app/evidence/mcp"
    }
  }
}
Claude Desktop

Settings → Connectors → Add custom connector

Name: evidencepack
Remote MCP URL: https://counselordesk.app/evidence/mcp

Add this remote URL as a custom connector in Claude Desktop. Availability depends on the user plan and workspace policy.

Cursor

.cursor/mcp.json

{
  "mcpServers": {
    "evidencepack": {
      "url": "https://counselordesk.app/evidence/mcp"
    }
  }
}
Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code
{
  "servers": {
    "evidencepack": {
      "type": "http",
      "url": "https://counselordesk.app/evidence/mcp"
    }
  }
}
Generic MCP

Client-specific MCP configuration

{
  "name": "evidencepack",
  "transport": "streamable-http",
  "url": "https://counselordesk.app/evidence/mcp"
}
MCP Inspector

Run the official MCP Inspector locally and enter the indexed Streamable HTTP endpoint.

TRUST AND VERIFICATION EVIDENCE

Loading Trust v2 evidence…

Checking the associated registrable domain. The BuiltWith key remains server-side.

Indexed

Evidence is source-attributed and does not guarantee that a third-party server is safe. Risk labels are conservative metadata heuristics.