Content Tools

counselorai.app

Assists with college financial aid and application paperwork by drafting appeal and recommendation letters, analyzing award letters, and generating FAFSA checklists.

3 endpoints30 known toolsFirst detected September 2, 2026Last detected September 6, 2026

ENDPOINT 1

https://api.counselorai.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 real out-of-pocket cost 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

Surface scholarships worth this student's time and the angle their application should take for each.

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://api.counselorai.app/mcp"
enabled = true

Claude Code

.mcp.json

{
  "mcpServers": {
    "counselorai": {
      "type": "http",
      "url": "https://api.counselorai.app/mcp"
    }
  }
}

Claude Desktop

Settings → Connectors → Add custom connector

Name: counselorai
Remote MCP URL: https://api.counselorai.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://api.counselorai.app/mcp"
    }
  }
}

Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code

{
  "servers": {
    "counselorai": {
      "type": "http",
      "url": "https://api.counselorai.app/mcp"
    }
  }
}

Generic MCP

Client-specific MCP configuration

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

MCP Inspector

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

ENDPOINT 2

https://counselorai.app/mcp

No auth detected

MCP server metadata

Name: counselorai
Version: 1.2.0

Capabilities

tools

Server instructions

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

Surface scholarships worth this student's time and the angle their application should take for each.

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://counselorai.app/mcp"
enabled = true

Claude Code

.mcp.json

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

Claude Desktop

Settings → Connectors → Add custom connector

Name: counselorai
Remote MCP URL: https://counselorai.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://counselorai.app/mcp"
    }
  }
}

Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code

{
  "servers": {
    "counselorai": {
      "type": "http",
      "url": "https://counselorai.app/mcp"
    }
  }
}

Generic MCP

Client-specific MCP configuration

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

MCP Inspector

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

ENDPOINT 3

https://counselorai.app/gate/mcp

No auth detected

MCP server metadata

Name: outputgate
Version: 1.2.0

Capabilities

tools

Server instructions

Known tools 4

check_output

The final gate for generated text.

Inferred read-only

fix_output

Applies the fixes check_output would demand: strips banned vocabulary and em-dashes, breaks structural tells, keeps every figure and name pinned to your source_facts, and changes as little as possible.

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://counselorai.app/gate/mcp"
enabled = true

Claude Code

.mcp.json

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

Claude Desktop

Settings → Connectors → Add custom connector

Name: outputgate
Remote MCP URL: https://counselorai.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://counselorai.app/gate/mcp"
    }
  }
}

Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code

{
  "servers": {
    "outputgate": {
      "type": "http",
      "url": "https://counselorai.app/gate/mcp"
    }
  }
}

Generic MCP

Client-specific MCP configuration

{
  "name": "outputgate",
  "transport": "streamable-http",
  "url": "https://counselorai.app/gate/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.