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Overleaf MCP Server and API by Cotlet

Read file in Overleaf

overleaf_read_file
Read-onlyIdempotent

Read file in the user's own Overleaf account from ChatGPT, Claude or any AI agent. Returns how to do it in Overleaf step by step (screens, buttons, fields) and opens nothing by itself; then do it with the cotlet_browser_* tools in the user's Overleaf Cloud Browser. Overleaf's official API: Overleaf has no public API to read or change existing projects (checked 5 Nov 2026).

Tool call template

This tool declares no required parameters. Add optional parameters from the input schema as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {},
    "name": "overleaf_read_file"
  }
}

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

B3.2/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The annotations declare readOnlyHint and idempotentHint=true, and the description usefully corroborates and extends that: it explicitly says the tool opens nothing and returns step-by-step UI guidance rather than performing the read. That is exactly the sort of behavioral context annotations cannot convey. It falls short of a 5 because it says nothing about the shape or size of the returned instructions or any failure modes.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The core disclosure (guidance, not action) is reasonably front-loaded, but the prose is tangled with parenthetical asides and an oddly specific 'checked 5 Nov 2026' date that reads as noise. Sentences mix purpose, mechanism, and a caveat about Overleaf's API without clear separation.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a zero-parameter, no-output-schema guidance tool, the description covers the essential point that it returns instructions and that execution happens via the browser tools. It is incomplete on how the agent should scope the request to a specific file and project, which is the first thing needed to use the output correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The schema has zero parameters, which normally sets a baseline of 4, but for a tool named 'read file' the total absence of any file/project identifier is itself semantically significant, and the description never explains how the target file is designated (presumably discovered via the browser tools). It leaves a real ambiguity that a sentence could have closed.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens with 'Read file in the user's own Overleaf account', which matches the name, but then reverses course: it 'opens nothing by itself' and instead 'Returns how to do it in Overleaf step by step'. The actual behavior (returning procedural guidance, not file contents) is stated, but only after a misleading opening clause, and it never distinguishes this from cotlet_browser_read or overleaf_list_projects beyond a generic pointer to the cotlet_browser_* family.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It does tell the agent what to do next ('then do it with the cotlet_browser_* tools in the user's Overleaf Cloud Browser') and gives a rationale (Overleaf has no public API for existing projects). However, it offers no guidance on when to call this versus cotlet_browser_read or the other overleaf_* read-adjacent siblings, leaving the routing decision to inference.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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