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overleaf-claude-mcp

Claude를 Overleaf 계정에 연결하세요. Claude는 프로젝트를 나열하고, 하나를 선택하고, LaTeX 및 그림을 읽고, 파일을 편집하고, 컴파일하고, PDF를 다시 가져올 수 있습니다.

Overleaf는 무료 요금제에서 공개 API를 제공하지 않습니다. Git 브리지와 Dropbox 동기화는 프리미엄 기능입니다. 따라서 이 서버는 Overleaf 웹 앱이 사용하는 것과 동일한 내부 HTTP 및 소켓 엔드포인트를 사용하며, 한 번 생성한 브라우저 세션으로 인증합니다. 모든 엔드포인트는 Overleaf 자체 JavaScript 번들에서 읽어낸 다음 실제 계정으로 테스트했습니다. 검증된 엔드포인트를 참조하세요.


튜토리얼

필요한 것

  • Node 20 이상 (node -v)

  • Chrome 또는 Edge 설치

  • Overleaf 계정 (무료 요금제로 충분)

  • Claude Code (claude --version) 또는 Claude Desktop

1단계: 설정 실행

이 폴더에서 Windows의 경우:

setup.cmd

macOS 또는 Linux의 경우:

./setup.sh

설정은 다섯 단계를 실행하고 각 단계를 출력합니다:

  1. 의존성 설치

  2. dist/로 빌드

  3. 작동하는 Overleaf 세션이 있는지 확인합니다. 없으면 Overleaf 로그인 페이지가 브라우저 창으로 열립니다.

  4. 연결이 작동하는지 증명하기 위해 실제 프로젝트 하나를 다시 읽습니다.

  5. 서버를 Claude Code에 등록할지 제안합니다.

2단계: 브라우저가 열리면 로그인

브라우저 창은 실제 Chrome입니다. 2FA를 포함해 평소와 같은 방식으로 로그인하세요. 어떤 것도 비밀번호를 대신 입력하지 않으며, 비밀번호는 절대 읽거나 저장되지 않습니다.

프로젝트 목록에 도달하면 창이 자동으로 닫히고 설정이 계속됩니다. 세션 쿠키는 ~/.overleaf-claude-mcp/session.json에 저장됩니다.

이 파일은 Overleaf 계정에 대한 전체 액세스 권한과 동일합니다. gitignore 처리되며 0600 권한으로 저장됩니다. 공유하거나 커밋하지 마세요.

3단계: 설정이 서버를 등록하도록 하기

5단계에서 프롬프트가 표시됩니다:

      Register this server with Claude Code now? [y/N]

y라고 답하면 다음이 실행됩니다:

claude mcp add overleaf -- node C:/CoolYEAH/overleaf-claude-mcp/dist/index.js

건너뛰었거나 다른 클라이언트를 사용한다면 직접 등록하세요. Claude Code의 경우 위 명령을 실행하세요. Claude Desktop의 경우 Windows에서는 %APPDATA%\Claude\claude_desktop_config.json을(를), macOS에서는 ~/Library/Application Support/Claude/claude_desktop_config.json을(를) 편집하세요:

{
  "mcpServers": {
    "overleaf": {
      "command": "node",
      "args": ["C:/CoolYEAH/overleaf-claude-mcp/dist/index.js"]
    }
  }
}

4단계: Claude 다시 시작

MCP 서버는 시작 시에만 인식됩니다. Claude Code 또는 Claude Desktop을 종료하고 다시 여세요.

로드되었는지 확인하세요:

claude mcp list

overleaf가 연결됨으로 표시되어야 합니다. Claude Code 세션에서 /mcp도 동일하게 표시됩니다.

5단계: 사용하기

평범한 언어로 요청하기만 하면 됩니다. Claude가 도구를 직접 선택합니다.

List my Overleaf projects
Select the Efficient Reasoning project
Read sections/methodology.tex
In sections/results.tex, change "Table 1" to "Table~\ref{tab:main}"
Compile it and tell me what the LaTeX errors are
Show me figures/fig1.png
Save the compiled PDF to C:/tmp/paper.pdf

프로젝트를 한 번 선택하면 그 상태가 유지됩니다. 선택 항목은 ~/.overleaf-claude-mcp/state.json에 저장되어 다시 시작한 후에도 유지되므로, 전환하기 전까지 이후의 모든 요청은 해당 프로젝트에 적용됩니다. 전환하지 않고 한 번의 요청으로 다른 프로젝트를 작업하려면 이름을 지정하세요: "my thesis 프로젝트에서 main.tex을 읽어줘".


Related MCP server: claudeleaf

트리거 방법

슬래시 명령도 입력할 내용도 없습니다. Claude는 도구 설명을 읽고 요청이 일치하면 도구를 호출합니다. Overleaf 또는 이미 선택한 프로젝트나 파일을 언급하기만 하면 됩니다.

Claude가 도구를 사용하지 않는다면 일반적인 원인은 등록 후 다시 시작하지 않았거나 아직 선택된 프로젝트가 없는 것입니다. 확인하려면 "선택된 Overleaf 프로젝트가 무엇인가요?"라고 물어보세요.

도구

도구

용도

overleaf_list_projects

프로젝트를 나열하고 선택된 것을 표시

overleaf_select_project

id 또는 이름으로 활성 프로젝트 선택

overleaf_current_project

선택된 프로젝트 표시

overleaf_list_files

전체 파일 및 폴더 트리

overleaf_read_file

LaTeX 또는 기타 텍스트 파일 읽기

overleaf_read_image

그림을 인라인으로 보기

overleaf_download_file

PDF를 포함한 모든 파일을 로컬에 저장

overleaf_grep

프로젝트 전체에서 정규식 검색

overleaf_write_file

텍스트 파일 생성 또는 덮어쓰기

overleaf_edit_file

파일 내 정확한 문자열 교체

overleaf_upload_file

그림과 같은 로컬 파일 업로드

overleaf_create_folder

폴더 및 누락된 상위 폴더 생성

overleaf_rename

파일 또는 폴더 이름 바꾸기

overleaf_move

파일 또는 폴더 이동

overleaf_delete

항목 삭제, confirm: true 필요

overleaf_compile

서버 측 컴파일

overleaf_compile_log

컴파일하고 파싱된 LaTeX 오류 반환

overleaf_download_pdf

컴파일하고 PDF 저장

overleaf_word_count

컴파일된 단어 수

overleaf_select_project는 프로젝트 id 또는 프로젝트 이름의 일부를 받습니다. 이름이 둘 이상의 프로젝트와 일치하면 추측하지 않고 후보를 나열합니다. overleaf_delete는 confirm이 true가 아니면 실행되지 않으므로 Claude가 실수로 파일을 삭제할 수 없습니다.


문제 해결

"No Overleaf session at ..." — 아직 로그인하지 않았거나 세션이 만료되었습니다. npm run login 또는 setup.cmd를 다시 실행하세요.

Claude가 도구를 인식하지 못합니다 — 등록 후 Claude를 다시 시작하지 않았습니다. claude mcp list를 확인하세요.

도구가 갑자기 실패합니다 — Overleaf가 엔드포인트를 변경했을 수 있습니다. npm run recon을 실행하세요. 이 명령은 각 엔드포인트를 읽기 전용으로 검사하고 정확히 어떤 호출이 실패했는지 알려줍니다.

Claude 없이 터미널에서 설정을 확인하세요:

npm run read -- "Efficient Reasoning"

일치하는 프로젝트의 파일 트리와 모든 섹션 제목을 출력합니다. 단일 파일을 덤프하려면 경로를 추가하세요:

npm run read -- "Efficient Reasoning" sections/methodology.tex

언제든 설정을 다시 실행하세요. 작동하는 세션을 재사용하고 연결을 다시 확인하므로 상태 점검 역할도 합니다.


작동 방식

파일 트리는 Overleaf의 소켓 연결에서 가져옵니다. 엔티티 id를 제공하는 유일한 소스이고, 쓰기에는 id가 필요하기 때문입니다. 핸드셰이크는 GET /socket.io/1/?projectId=<id>이며, 이는 socket.io 0.9 프레이밍입니다. 그러면 서버가 rootFolder, 문서 id, 파일 해시를 포함한 전체 프로젝트와 함께 joinProjectResponse를 푸시합니다. 트리는 OVERLEAF_TREE_TTL_MS(기본값 15초) 동안 캐시되며 모든 쓰기 후 무효화됩니다.

텍스트 파일은 문서별로 읽히므로 읽기는 항상 현재 상태를 반영합니다. overleaf_grep은 대신 프로젝트 아카이브를 읽기 때문에 전체 프로젝트 검색은 파일당 한 번이 아니라 요청 한 번으로 처리됩니다.

쓰기는 업로드 엔드포인트를 통해 이루어집니다. 기존 이름 위에 업로드하는 것은 제자리 업데이트입니다. 엔티티 id가 보존되므로 Overleaf 기록과 문서의 다른 사용자도 계속 작동합니다. 누락된 상위 폴더가 먼저 생성됩니다.

검증된 엔드포인트

실제 계정으로 라이브 확인되었으며, 추측이 아닙니다:

작업

호출

비고

프로젝트 목록

GET /project

ol-prefetchedProjectsBlob 메타 태그

CSRF

GET /project

ol-csrfToken 메타 태그, x-csrf-token으로 재전송

새 프로젝트

POST /project/new

project_id 반환

파일 트리

GET /socket.io/1/?projectId= 다음 websocket

joinProjectResponse

경로만

GET /project/:id/entities

저렴함, id 없음

문서 읽기

GET /project/:id/doc/:docId/download

일반 텍스트

바이너리 읽기

GET /project/:id/blob/:hash

해시는 트리에서 가져옴

아카이브

GET /project/:id/download/zip

grep에 사용

생성 또는 덮어쓰기

POST /project/:id/upload?folder_id=

multipart, 필드 qqfile

문서/폴더 생성

POST /project/:id/doc, POST /project/:id/folder

본문 {name, parent_folder_id}

이름 바꾸기

POST /project/:id/:type/:entityId/rename

204

이동

POST /project/:id/:type/:entityId/move

204, 본문 {folder_id}

삭제

DELETE /project/:id/:type/:entityId

204

컴파일

POST /project/:id/compile

outputFiles 및 clsiServerId 반환

단어 수

GET /project/:id/wordcount

:type은 doc, file 또는 folder입니다.

스크립트

명령

설명

setup.cmd / ./setup.sh

처음부터 전체 설정

npm run setup

동일하되 의존성이 설치되어 있다고 가정

npm run login

인증만 다시 수행

npm run read -- "<project>"

터미널에서 프로젝트 검사

npm run recon

모든 엔드포인트를 읽기 전용으로 점검

npm run smoke

임시 프로젝트에서 엔드투엔드 쓰기 테스트

npm run build

dist/로 컴파일

npm run smoke는 claude-mcp-smoketest라는 프로젝트를 만든 다음 쓰기, 덮어쓰기, 이미지 업로드, 이름 바꾸기, 이동, 삭제, 컴파일을 실행합니다. 검사할 수 있도록 프로젝트를 계정에 남겨 둡니다. 작업이 끝나면 휴지통에 버리세요.

구성

모두 선택 사항입니다. .env.example을 참조하세요.

변수

기본값

OVERLEAF_BASE_URL

https://www.overleaf.com

OVERLEAF_HOME_DIR

~/.overleaf-claude-mcp

OVERLEAF_SESSION_FILE

$OVERLEAF_HOME_DIR/session.json

OVERLEAF_CACHE_DIR

$OVERLEAF_HOME_DIR/cache

OVERLEAF_TREE_TTL_MS

15000

OVERLEAF_SOCKET_TIMEOUT_MS

20000

OVERLEAF_LOGIN_TIMEOUT_MS

600000

제한 사항

이 중 어떤 것도 지원되는 API가 아니며 Overleaf는 언제든 이를 변경할 수 있습니다. 자신의 계정에만 사용하세요. 실시간 공동 편집은 구현되어 있지 않습니다. 쓰기는 문자 단위 연산을 보내는 대신 문서 전체를 교체하므로, 다른 사람이 입력하는 동안 파일에 쓰지 마세요.

Available Tools

19 tools
overleaf_compileCompile the projectB

Run a server-side LaTeX compile and report status plus output files.

ParametersJSON Schema
NameRequiredDescriptionDefault
draftNo
projectIdNo
stopOnFirstErrorNo

TDQS

B3.3/5.0
Behavior3/5

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

With no annotations provided, the description must carry behavioral transparency. It does disclose that compilation is server-side and that the tool returns status plus output files, but it does not explain side effects, prerequisites, failure behavior, or timing.

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

Conciseness5/5

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

The description is one concise sentence and packs the essential action and output summary without wasted words.

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

Completeness2/5

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

For a tool with no annotations, no output schema, and zero parameter descriptions, this is too thin. It does not mention how projectId interacts with project selection, whether draft affects output files, or how the returned status relates to compile_log.

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

Parameters2/5

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

Schema description coverage is 0%, so the description needed to compensate. It does not explain what 'draft', 'projectId', or 'stopOnFirstError' mean, their defaults, or which are relevant to the current selected project.

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

Purpose5/5

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

The description clearly states the action ('Run a server-side LaTeX compile') and the result ('report status plus output files'). It also distinguishes itself from siblings like overleaf_compile_log and overleaf_download_pdf.

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

Usage Guidelines2/5

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

The description gives no guidance on when to use this tool versus alternatives. It does not mention that compile_log is for logs, download_pdf is for fetching the PDF, or whether a project must be selected first.

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

overleaf_compile_logCompile and read the logB

Compile the project and return parsed LaTeX errors and warnings.

ParametersJSON Schema
NameRequiredDescriptionDefault
projectIdNo

TDQS

B3.1/5.0
Behavior3/5

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

The description discloses the core side effect (compiling the project) and the output type (parsed errors and warnings). However, with no annotations, it does not explain other behavioral considerations such as whether compilation modifies files, whether it uses the current project or requires a projectId, or how failures are surfaced.

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

Conciseness5/5

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

The description is a single concise sentence with no filler. It front-loads the action and output, making it easy to parse.

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

Completeness2/5

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

The tool has one parameter, no annotations, and no output schema, so the description must do more work. It lacks parameter semantics, usage conditions, and any detail about the parsed output or error behavior, leaving the agent with an incomplete picture.

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

Parameters1/5

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

The only parameter, projectId, is not mentioned in the description, and schema description coverage is 0%. The phrase 'the project' vaguely suggests a project is involved, but the agent is given no information about how to populate projectId or whether it is optional.

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

Purpose5/5

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

The description clearly states the tool compiles the project and returns parsed LaTeX errors and warnings. This distinguishes it from siblings like overleaf_compile (which presumably just compiles) and overleaf_read_file (which reads files without compiling).

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

Usage Guidelines2/5

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

No explicit guidance is given on when to use this tool versus overleaf_compile or overleaf_read_file. The use case is only implied by the action itself, and there is no mention of prerequisites, project selection, or alternatives.

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

overleaf_create_folderCreate a folderC

Create a folder, including any missing parents.

ParametersJSON Schema
NameRequiredDescriptionDefault
projectIdNo
folderPathYes

TDQS

C2.8/5.0
Behavior2/5

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

The description adds one behavioral trait ('including any missing parents'), but without annotations, it must carry the full burden of disclosure. It does not state what happens if the folder already exists, whether the operation is recursive or idempotent, or any permission requirements.

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

Conciseness4/5

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

The description is a single sentence with no fluff, but the first part 'Create a folder' directly repeats the title. Still, the 'including any missing parents' addition earns its place, making it appropriately concise for the tool's simplicity.

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

Completeness2/5

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

The tool has no annotations, no output schema, and no schema descriptions, so the description is the sole documentation. It covers the core action but fails to explain parameter roles, expected return values, or error behavior, leaving the overall context incomplete.

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

Parameters1/5

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

With 0% schema description coverage and no parameter documentation in the description, the meanings of 'folderPath' and 'projectId' are left entirely to the agent's inference. The description only says 'Create a folder' and provides no mapping to the parameters.

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

Purpose5/5

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

The description 'Create a folder, including any missing parents' uses a clear verb and resource, and the 'including any missing parents' detail distinguishes it from any hypothetical simple folder creation. No sibling tool is for creating folders, so the purpose is unambiguous.

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

Usage Guidelines2/5

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

No guidance is provided about when to use this tool versus alternative approaches or in which context (e.g., project selection). The only implicit usage is that it creates folders, but no exclusions or comparisons are mentioned.

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

overleaf_current_projectShow active projectA

Report which Overleaf project is currently selected.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

TDQS

A4/5.0
Behavior3/5

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

With no annotations, the description carries the full burden. It states it reports the current project, making it clear this is a read-only operation, but it does not disclose what happens when no project is selected (e.g., returns null or errors), nor does it specify the return format (ID, name, etc.). This is minimal but not misleading.

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

Conciseness5/5

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

The description is a single, front-loaded sentence with no filler or redundancy. Every word contributes to its purpose, making it highly concise and well-structured.

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

Completeness4/5

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

Given the low complexity (zero parameters, simple getter), the description is mostly complete. It clearly states what the tool does, but since there is no output schema, it would be slightly better to specify the exact return value (e.g., project ID or name). Still, it is adequate for the tool's simplicity.

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

Parameters4/5

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

The tool has zero parameters, so the schema is trivially complete. The description does not need to explain parameters, and the baseline of 4 applies. No additional parameter information is required.

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

Purpose5/5

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

The description clearly states the tool's action: 'Report which Overleaf project is currently selected.' It uses a specific verb (report) and resource (current project), distinguishing it from siblings like overleaf_list_projects and overleaf_select_project.

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?

The description implies usage (when you need to know the current selection) but gives no explicit guidance on when to prefer this over alternatives like list_projects or select_project. It does not mention any exclusions or prerequisites, so it relies on implied context.

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

overleaf_deleteDelete an entryB

Delete a file or folder from the project. Requires confirm to be true.

ParametersJSON Schema
NameRequiredDescriptionDefault
confirmYes
filePathYes
projectIdNo

TDQS

B3.4/5.0
Behavior3/5

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

Since no annotations are provided, the description carries full burden. It discloses a key requirement (confirm must be true) and the destructive nature of the operation, but lacks details on permanence, permissions, or side effects.

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

Conciseness5/5

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

Two short sentences with no filler. The most critical behavioral note (requires confirm) is front-loaded and the description is easy to scan.

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 simple delete operation, the description covers the essence, but the lack of parameter documentation and usage context is a gap. Given the low complexity and absence of an output schema, this is adequate but not complete.

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

Parameters2/5

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

With 0% schema description coverage, the description must compensate for parameter meanings. While 'file or folder' hints at filePath and 'confirm' is mentioned, projectId is entirely unaddressed and no value formats or constraints are given.

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

Purpose5/5

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

The description clearly states the tool deletes a file or folder from the project, using a specific verb and resource. It distinguishes itself from sibling tools like rename, move, or read, making the purpose unambiguous.

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

Usage Guidelines2/5

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

No guidance is given on when to use this tool versus alternatives (e.g., rename or move). No exclusions or prerequisites beyond the confirm requirement, leaving the agent to infer when deletion is appropriate.

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

overleaf_download_fileDownload a fileC

Save any project file, including PDFs and images, to a local path.

ParametersJSON Schema
NameRequiredDescriptionDefault
destPathYes
filePathYes
projectIdNo

TDQS

C2.9/5.0
Behavior2/5

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

With no annotations, the description carries the full burden of behavioral disclosure. It states the basic save-to-local-path action but does not mention whether existing local files are overwritten, whether directories are created, what happens if the source file is missing, or any permission requirements. This is similar to the update_drive example where mutation details were omitted.

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

Conciseness4/5

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

The description is a single concise sentence that front-loads the core action and resource. It is appropriately brief, though it omits useful details that could be added without much verbosity.

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

Completeness2/5

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

Given three parameters, no annotations, no output schema, and many sibling tools, the description is too thin. It fails to explain projectId, distinguish from download_pdf, or clarify return/error behavior, leaving the agent with insufficient context for reliable invocation.

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

Parameters2/5

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

Schema coverage is 0% and no parameter descriptions are present. The description partially compensates by mapping 'project file' to filePath and 'local path' to destPath, but it does not clarify the optional projectId parameter or its role in selecting the project. Two of three parameters are only implicitly described.

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

Purpose5/5

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

Description clearly identifies the action ('Save... to a local path') and the resource ('any project file'), with explicit examples (PDFs, images) that distinguish it from the sibling tool overleaf_download_pdf. The verb 'save' effectively conveys 'download' without ambiguity.

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

Usage Guidelines2/5

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

No guidance is provided about when to use this tool versus alternatives like read_file, read_image, or download_pdf. The phrase 'any project file' implies broad applicability but does not state exclusions or recommend when a different sibling would be more appropriate.

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

overleaf_download_pdfDownload the compiled PDFA

Compile the project and save the resulting PDF locally.

ParametersJSON Schema
NameRequiredDescriptionDefault
destPathYes
projectIdNo

TDQS

A3.5/5.0
Behavior3/5

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

No annotations are provided, so the description carries full burden. It discloses the main side effects (compilation and local file save) but omits details such as overwrite behavior, failure handling, or whether the current project is used when projectId is omitted. This is moderate transparency but leaves important behavioral questions unanswered.

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

Conciseness5/5

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

The description is extremely concise at two short sentences with no filler. It front-loads the core action and is easy to parse, even if it is terse.

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

Completeness2/5

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

There is no output schema or annotations, so the description must cover return behavior and edge cases. It does not mention compile failures, whether the PDF is written to destPath, or how project selection works, making it incomplete for a side-effectful operation.

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

Parameters2/5

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

The schema has 0% description coverage for parameters, and the description does not explain destPath or projectId beyond the generic phrase 'save the resulting PDF locally.' While destPath is inferable from 'save locally,' projectId is entirely unaddressed, leaving the agent without guidance on which project to compile.

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

Purpose5/5

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

Description uses a specific verb phrase 'Compile the project and save the resulting PDF locally,' clearly stating both actions and the resource. This distinguishes it from sibling tools like overleaf_compile (which only compiles) and overleaf_download_file (which downloads arbitrary files without compiling).

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?

No explicit when-to-use or alternative comparisons are provided. The description implies a combined compile-and-download workflow, but does not mention when to prefer this over calling overleaf_compile followed by overleaf_download_file, nor any prerequisites or exclusions.

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

overleaf_edit_fileEdit a text fileC

Replace an exact string inside a project file.

ParametersJSON Schema
NameRequiredDescriptionDefault
filePathYes
newStringYes
oldStringYes
projectIdNo
replaceAllNo

TDQS

C2.6/5.0
Behavior2/5

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

With no annotations, the description must fully disclose behavior. It only states 'replace an exact string' and omits details about replaceAll behavior, error handling when oldString is not found, project selection requirements, or file existence assumptions. This leaves significant ambiguity.

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

Conciseness5/5

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

The description is a single concise sentence with no redundancy. It is front-loaded and every word contributes to the core purpose.

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

Completeness1/5

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

For a 5-parameter mutation tool with no annotations and no output schema, this description is severely incomplete. It fails to explain crucial behaviors like replacement scope, project context, and failure modes, making it inadequate for correct agent usage.

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

Parameters1/5

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

The description adds no meaning to the parameters. With 0% schema description coverage, it should at least explain the roles of oldString, newString, filePath, projectId, and replaceAll, but it does not mention any of them.

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

Purpose4/5

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

The description clearly states the tool replaces an exact string in a project file, using a specific verb and resource. It distinguishes from sibling tools like overleaf_write_file by emphasizing 'exact string', though it does not explicitly name alternatives.

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

Usage Guidelines2/5

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

No guidance is provided on when to use this tool versus alternatives such as overleaf_write_file or overleaf_grep. There is no mention of appropriate scenarios, prerequisites, or exclusions, leaving the agent without decision support.

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

overleaf_grepSearch the projectA

Regex search across every text file in the project.

ParametersJSON Schema
NameRequiredDescriptionDefault
flagsNo
patternYes
projectIdNo
maxMatchesNo

TDQS

A3.7/5.0
Behavior3/5

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

With no annotations, the description must carry the burden of behavioral disclosure. It states the action (regex search on text files) but does not mention read-only nature, case sensitivity, match limits, or performance implications. It adds basic context but lacks depth for a tool with 4 parameters.

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

Conciseness5/5

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

The description is a single, focused sentence with no redundant words. It front-loads the core purpose and earns its place efficiently, achieving maximum conciseness.

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

Completeness2/5

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

The tool has 4 parameters and no output schema, yet the description does not disclose return format, valid flag values, or the role of projectId relative to the selected project. This is insufficient for an agent to invoke the tool correctly without additional assumptions, especially given the lack of annotations.

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

Parameters2/5

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

Schema description coverage is 0%, so the description must compensate. It explains none of the parameters—pattern, flags, projectId, maxMatches—beyond the implicit 'regex' in the verb. While parameter names are somewhat self-explanatory, the description does not clarify flag syntax, project scope, or match limiting behavior, leaving the agent to guess.

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

Purpose5/5

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

The description clearly states the tool performs regex search across every text file in the project, with a specific verb and resource. It distinguishes from sibling tools like overleaf_read_file (single file access) and overleaf_word_count (counting), making the purpose unambiguous.

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

Usage Guidelines4/5

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

The phrase 'across every text file in the project' provides context that this is a project-wide search tool, implying use when scanning multiple files. However, it does not explicitly mention alternatives or when not to use it, but the scope is clear enough to differentiate from file-specific operations.

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

overleaf_list_filesList project filesC

List every file and folder in the project.

ParametersJSON Schema
NameRequiredDescriptionDefault
refreshNo
projectIdNo

TDQS

C2.7/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It only states the action without disclosing behavior like whether it requires an active project, what happens if projectId is omitted, or if it returns a flat list or tree structure. The refresh parameter's effect is unexplained.

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

Conciseness4/5

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

The description is a single, concise sentence that is front-loaded and free of fluff. It earns its place, though it could be slightly more informative without becoming verbose.

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

Completeness2/5

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

Given the tool has 2 parameters, no annotations, and no output schema, the description is too thin. It doesn't explain the refresh parameter, the need for projectId, or the return format. For a listing tool, more context about scope and behavior is needed.

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

Parameters2/5

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

Schema description coverage is 0%, so the description must compensate. It mentions 'every file and folder' but doesn't explain the two parameters (refresh, projectId) or their semantics. The description adds minimal value beyond the schema's bare property names.

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

Purpose4/5

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

The description clearly states the tool lists every file and folder in a project, which is a specific verb+resource. It distinguishes from siblings like overleaf_read_file or overleaf_list_projects, though it doesn't explicitly differentiate from a potential 'list files' alternative.

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

Usage Guidelines2/5

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

No guidance on when to use this tool versus alternatives. It doesn't mention that projectId is needed or how it relates to the current project selection, nor does it explain the refresh parameter's purpose. Sibling tools like overleaf_current_project or overleaf_select_project are not referenced.

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

overleaf_list_projectsList Overleaf projectsB

List projects on the signed-in Overleaf account.

ParametersJSON Schema
NameRequiredDescriptionDefault
includeArchivedNo

TDQS

B3.1/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full transparency burden. It identifies the operation as listing projects but does not disclose behavior such as whether archived projects are excluded by default, pagination, sorting, or what fields are returned.

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

Conciseness5/5

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

The description is a single sentence that is direct and front-loaded. Every word contributes to the core purpose without unnecessary detail.

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

Completeness2/5

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

Given the lack of an output schema and annotations, the description is too sparse. It does not clarify the includeArchived parameter behavior or what the returned project list will contain, making it incomplete for confident invocation.

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

Parameters2/5

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

Schema description coverage is 0% for the single parameter includeArchived. The tool description does not mention this parameter or explain its effect, leaving the agent to infer from the parameter name alone.

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

Purpose5/5

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

The description clearly states the action ('List') and the resource ('projects on the signed-in Overleaf account'). This distinguishes it from sibling tools like overleaf_list_files and overleaf_select_project.

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

Usage Guidelines2/5

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

No guidance is provided about when to use this tool versus alternatives such as overleaf_select_project or overleaf_current_project. There are no exclusions, prerequisites, or hints about typical invocation order.

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

overleaf_moveMove an entryB

Move a file or folder into another folder.

ParametersJSON Schema
NameRequiredDescriptionDefault
filePathYes
projectIdNo
destFolderYes

TDQS

B3.1/5.0
Behavior2/5

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

With no annotations, the description carries the full burden of disclosing behavioral traits, but it does not mention side effects (e.g., overwriting), whether moves are recursive, path interpretation, or authentication requirements. It merely states the operation without safety or behavioral details.

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

Conciseness5/5

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

The description is a single clear sentence that is front-loaded and free of verbose language. It conveys the core operation without unnecessary padding.

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

Completeness2/5

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

Given the lack of annotations, no output schema, and three under-documented parameters, the description is too minimal. It omits critical context such as required projectId semantics, expected return behavior, and how folders are handled, making it incomplete for reliable invocation.

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

Parameters2/5

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

Schema description coverage is 0%, so the description must compensate. It does not explain the role of projectId, path formats, or the relationship between filePath and destFolder beyond what their names imply. The description adds no detail for the three parameters.

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

Purpose5/5

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

The description uses a specific verb ('Move') and a clear resource ('a file or folder') with a target ('into another folder'). It distinctly conveys the operation, distinguishing it from siblings like rename or delete.

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

Usage Guidelines2/5

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

No guidance is given about when to use this tool versus alternatives such as rename, upload, or create_folder. The description only states the action, leaving usage context implicit at best.

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

overleaf_read_fileRead a text fileA

Read a LaTeX or other text file. Long files are truncated; use startLine and endLine to page through them.

ParametersJSON Schema
NameRequiredDescriptionDefault
endLineNo
filePathYes
projectIdNo
startLineNo

TDQS

A4.2/5.0
Behavior4/5

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

With no annotations, the description carries the burden of disclosing side effects. The term 'Read' inherently implies a non-destructive operation, and the description does not suggest any modification. It could be more explicit about being read-only, but the intent is clear.

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

Conciseness5/5

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

The description is concise, consisting of two sentences with no redundant information. It efficiently conveys the core functionality and a key usage hint.

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

Completeness4/5

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

Covers the essential purpose and the truncation behavior, which is sufficient for a simple read operation. It does not specify the return format, but since no output schema is provided, the absence is not critical; the description meets the needs for a basic tool.

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 description adds meaning for startLine and endLine by explaining they serve for paging through truncated files. However, it does not elaborate on filePath or projectId, which are presumably self-explanatory in the Overleaf context, but the schema itself provides no descriptions. Partial coverage.

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

Purpose5/5

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

The description clearly states the tool reads a LaTeX or other text file, which is specific and unambiguous. It naturally distinguishes from sibling tools like write_file, edit_file, and grep, as reading is a distinct operation.

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

Usage Guidelines4/5

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

Provides actionable guidance by noting that long files are truncated and advising to use startLine and endLine for paging. This directly helps the user handle large files, though it does not explicitly mention when to prefer this over alternatives, which is not critical for a read operation.

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

overleaf_read_imageView an imageA

Fetch an image from the project so it can be viewed directly.

ParametersJSON Schema
NameRequiredDescriptionDefault
filePathYes
projectIdNo

TDQS

A3.6/5.0
Behavior3/5

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

No annotations are provided, so the description carries the full transparency burden. 'Fetch' and 'viewed directly' correctly signal a non-mutating, display-oriented operation, but the description does not disclose how the image is returned (binary, base64, URL), what formats are supported, or what errors/limitations apply.

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

Conciseness5/5

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

The description is a single front-loaded sentence with no filler. It states the action, the resource, and the purpose without redundancy.

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 simple 2-parameter read tool, the description is close to adequate, but the lack of annotations, output schema, and parameter semantics leaves the agent uncertain about the response format and exact arguments. It supports tool selection but not fully confident invocation.

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

Parameters2/5

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

Schema description coverage is 0%, so the description itself must explain the meaning and usage of filePath and projectId. It only hints that filePath refers to an image and that the image comes from a project; it never names the parameters, mentions whether projectId is optional/relative to the current project, or specifies path rules or supported image types.

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

Purpose5/5

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

The description uses a specific action ('Fetch') and a clearly scoped resource ('an image from the project'), with the intended outcome 'so it can be viewed directly'. This makes the tool's purpose easy to distinguish from siblings like overleaf_read_file or overleaf_download_file.

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?

The intended use case is implied: use this when you need to view an image from the project. However, it does not explicitly say when not to use it or compare this with alternatives such as overleaf_read_file for text or overleaf_download_file for raw downloads.

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

overleaf_renameRename an entryB

Rename a file or folder in place.

ParametersJSON Schema
NameRequiredDescriptionDefault
newNameYes
filePathYes
projectIdNo

TDQS

B3.1/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It only states that the action is an in-place rename, but omits side effects, overwrite behavior, permissions, and whether renaming a folder affects its contents.

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

Conciseness5/5

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

The description is a single front-loaded sentence with no filler or repetition. Every word contributes to the core meaning.

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

Completeness2/5

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

For a 3-parameter mutation tool with no output schema and no annotations, this description is too minimal. It lacks prerequisites, behavior details, return/error information, and context about how projectId or file paths are resolved.

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

Parameters2/5

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

Schema description coverage is 0% and the description does not explain filePath, newName, or projectId. While the parameter names are somewhat self-explanatory, the description adds no explicit semantics, constraints, or relationship between the parameters.

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

Purpose5/5

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

The description uses a specific verb ('Rename') and identifies the resource ('a file or folder') with the scope 'in place', which clearly distinguishes this from sibling tools like overleaf_move. The title is also clarified by the description.

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

Usage Guidelines2/5

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

There is no explicit when-to-use or when-not-to-use guidance, and no alternative tools are mentioned. The only usage signal is the verb 'rename', which is largely implied by the tool name.

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

overleaf_select_projectSelect active projectA

Choose the project every other tool works on. Accepts a project id or part of a project name.

ParametersJSON Schema
NameRequiredDescriptionDefault
queryYes

TDQS

A3.5/5.0
Behavior2/5

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

No annotations are provided, so the description must disclose behavioral details. It does reveal that the tool changes the active project and accepts partial names, but it does not explain behavior on ambiguous matches, no matches, persistence across calls, or the return value. This is a meaningful gap for a state-changing tool.

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

Conciseness5/5

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

The description is two short sentences with no filler. It front-loads the core purpose and immediately defines the parameter semantics, making it easy to scan.

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 simple one-parameter selection tool, the description covers the essential purpose and input meaning. However, with no annotations and no output schema, it omits edge-case behavior and expected results, so it is only minimally complete.

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 only states that 'query' is a required string, so the description adds useful meaning by clarifying it can be a project id or part of a project name. However, it lacks specifics such as id format, case sensitivity, or how to disambiguate multiple partial-name matches, leaving some ambiguity.

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

Purpose5/5

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

The description uses a specific verb ('Choose') and identifies the resource ('the project every other tool works on'), which clearly distinguishes it from sibling tools like overleaf_list_projects and overleaf_current_project. It also states the accepted input forms (id or part of a name).

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?

The phrase 'every other tool works on' implies this should be called before using other Overleaf tools, but the description does not explicitly say when not to use it or mention alternatives like listing projects first to find a valid id/name. Usage context is implied rather than stated.

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

overleaf_upload_fileUpload a local fileB

Upload a local file, such as a figure, into the project.

ParametersJSON Schema
NameRequiredDescriptionDefault
filePathYes
localPathYes
projectIdNo

TDQS

B3.1/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It states only that a file is uploaded, but does not mention overwrite behavior, file size limits, authentication requirements, or whether an existing target file is replaced. This is a significant gap for a mutation tool.

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

Conciseness5/5

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

The description is a single sentence that is direct and front-loaded with the action. It wastes no words and is appropriately sized for the tool's simplicity.

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

Completeness2/5

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

With no annotations, no output schema, and zero parameter descriptions, the description is too sparse to provide complete context. It does not explain return values, required project state, or how parameters interrelate, leaving important operational details undocumented.

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

Parameters1/5

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

Schema description coverage is 0%, and the description does not explain any of the three parameters (localPath, filePath, projectId). Although the parameter names are somewhat self-explanatory, the description adds no value beyond the minimal schema, leaving the agent without guidance on how to populate these fields.

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

Purpose5/5

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

The description clearly states the tool's action: 'Upload a local file, such as a figure, into the project.' It uses a specific verb ('upload') and identifies the resource being acted on (local file) and the destination (project). This distinguishes it from sibling tools like write_file or download_file.

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?

The phrase 'such as a figure' implies a use case (binary or local content), but the description provides no explicit guidance on when to choose this tool over alternatives, nor any exclusions or prerequisites. The usage context is only weakly implied.

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

overleaf_word_countWord countC

Return the compiled word count for the project.

ParametersJSON Schema
NameRequiredDescriptionDefault
projectIdNo

TDQS

C2.8/5.0
Behavior2/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It only states the basic action ('Return the compiled word count') without elaborating on side effects, dependencies (like prior compilation), or any limitations, offering minimal insight beyond the obvious.

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

Conciseness4/5

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

The description is a single, front-loaded sentence with no wasted words. It efficiently conveys the core purpose, though the brevity results in missing details, which is acceptable for conciseness but penalized elsewhere.

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

Completeness2/5

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

This simple tool lacks an output schema and has only one undocumented parameter. The description fails to explain what 'compiled word count' means (e.g., does it require compilation? what files are included?), and it does not describe the output format. Given the minimal schema and absence of annotations, the description is insufficient for full contextual understanding.

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

Parameters1/5

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

The input schema has zero description coverage for the projectId parameter, and the tool description does not explain it either. The phrase 'for the project' vaguely alludes to it, but no meaning or usage context is added for the parameter, leaving the agent to guess its format or optionality.

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

Purpose5/5

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

The description clearly states the tool returns the compiled word count for the project. It uses a specific action ('Return') and a specific resource ('compiled word count'), which distinguishes it from siblings like overleaf_list_projects or overleaf_read_file.

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

Usage Guidelines2/5

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

The description provides no explicit guidance on when to use this tool versus alternatives. It does not mention prerequisites (e.g., whether compilation is required) or any exclusion conditions, leaving usage entirely implied.

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

overleaf_write_fileWrite a text fileA

Create or overwrite a text file in the project. Missing parent folders are created.

ParametersJSON Schema
NameRequiredDescriptionDefault
contentYes
filePathYes
projectIdNo

TDQS

A3.8/5.0
Behavior4/5

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

With no annotations provided, the description carries the burden of behavioral disclosure. It explicitly mentions 'overwrite' and that missing parent folders are created, which are the key behavioral facets. It doesn't discuss permissions, return values, or content restrictions, but the most critical behaviors are disclosed.

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

Conciseness5/5

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

The description is two sentences with no wasted words: it states the core purpose and a key additional detail. The information is front-loaded and easy to parse.

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 simple write tool, the description covers the primary operations adequately. However, it does not explicitly distinguish itself from sibling tools, does not mention project context/current project selection, and relies on the agent to infer content semantics and behavior with insufficient detail. These gaps reduce completeness.

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

Parameters2/5

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

The input schema has zero description coverage. The description adds a small amount of semantic for filePath by noting that missing parent folders are created, but it does not clarify content (beyond being a text string) or the role of projectId. Complete coverage for parameters is required because the description is the only source, and it is insufficient.

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

Purpose5/5

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

The description clearly states the action: 'Create or overwrite a text file in the project.' This is a specific verb-plus-resource with scope, and it distinguishes itself from siblings like overleaf_edit_file (targeted edits) and overleaf_upload_file (file uploads) by focusing on full-file text writes.

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?

The description implies its usage by describing create/overwrite semantics and automatic creation of parent folders, but it does not explicitly say when to use this tool instead of alternatives such as edit_file or upload_file. Usage context is present but not overt.

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

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 19 tool updatesv0.2.0
    • First observedoverleaf_compile
    • First observedoverleaf_compile_log
    • First observedoverleaf_create_folder
    • First observedoverleaf_current_project
    • First observedoverleaf_delete
    • First observedoverleaf_download_file
    • First observedoverleaf_download_pdf
    • First observedoverleaf_edit_file
    • First observedoverleaf_grep
    • First observedoverleaf_list_files
    • First observedoverleaf_list_projects
    • First observedoverleaf_move
    • First observedoverleaf_read_file
    • First observedoverleaf_read_image
    • First observedoverleaf_rename
    • First observedoverleaf_select_project
    • First observedoverleaf_upload_file
    • First observedoverleaf_word_count
    • First observedoverleaf_write_file

TDQS

B3.3/5.0

Scored across 19 tools

Disambiguation4/5

Most tools have distinct purposes (listing, reading, writing, compiling), but the three compile-related tools (overleaf_compile, overleaf_compile_log, overleaf_download_pdf) overlap in that they all trigger a compile, differing only in output handling. Similarly, read_file/read_image/download_file are distinct but share a 'get content' theme, though descriptions clarify their intended use.

Naming Consistency4/5

All tools share the overleaf_ prefix and most follow a clear verb_noun pattern (e.g., list_projects, write_file, create_folder). Minor deviations exist: overleaf_current_project uses an adjective, overleaf_grep is just a verb, and overleaf_compile_log compounds nouns, but the overall style remains coherent and predictable.

Tool Count4/5

With 19 tools, the set is slightly above the ideal 3-15 range but remains well-scoped for Overleaf's functionality, covering project selection, file operations, compilation, and reporting. Each tool adds value for typical LaTeX workflows, so the count feels justified rather than bloated.

Completeness4/5

The toolset covers the core workflow of selecting a project, editing files, uploading/downloading, and compiling with log and PDF output. Obvious gaps include lack of project creation or deletion (only listing/selecting existing projects), which may limit full lifecycle management but is not fatal for editing-focused use.

Maintenance

ActivityMaintained
ResponsivenessNo issues

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