{"id":39395,"recorded_at":"2026-10-26T14:36:35.744803Z","observed_at":"2026-10-26T14:36:35.744721Z","subject_kind":"source_record","subject":"mcp_registry:io.github.jmrplens/gitlab-mcp-server","kind":"listing","method":"baseline/1","body":{"endpoints":[["mcp","https://mcp.jmrp.io/gitlab"],["web","https://docs.jmrp.io/gitlab-mcp-server"]],"name":"GitLab MCP Server","owner_address":null,"raw":{"_meta":{"io.modelcontextprotocol.registry/official":{"isLatest":true,"publishedAt":"2026-10-20T06:59:57.285403Z","status":"active","statusChangedAt":"2026-10-20T06:59:57.285403Z","updatedAt":"2026-10-20T06:59:57.285403Z"}},"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","description":"Go MCP server for GitLab: 2 dynamic tools reach ~876 actions on Free/CE, up to ~1103 on Ultimate.","icons":[{"mimeType":"image/svg+xml","sizes":["any"],"src":"https://raw.githubusercontent.com/jmrplens/gitlab-mcp-server/main/site/public/favicon.svg"},{"mimeType":"image/png","sizes":["400x400"],"src":"https://raw.githubusercontent.com/jmrplens/gitlab-mcp-server/main/site/public/logo-400.png"}],"name":"io.github.jmrplens/gitlab-mcp-server","packages":[{"environmentVariables":[{"default":"https://gitlab.com","description":"GitLab instance URL (default: https://gitlab.com; set for self-managed instances)","name":"GITLAB_URL","placeholder":"https://gitlab.com"},{"description":"GitLab Personal Access Token (glpat-...)","isRequired":true,"isSecret":true,"name":"GITLAB_TOKEN","placeholder":"glpat-xxxxxxxxxxxxxxxxxxxx"},{"default":"false","description":"Skip TLS certificate verification for self-signed certs (default: false)","format":"boolean","name":"GITLAB_MCP_SKIP_TLS_VERIFY"},{"choices":["meta","individual","dynamic"],"default":"dynamic","description":"Tool catalog selector: dynamic, meta, or individual (default: dynamic)","name":"GITLAB_MCP_TOOL_SURFACE"},{"choices":["free","ce","premium","ultimate"],"description":"GitLab tier: free/ce, premium or ultimate, used as given. When unset, detected from the instance license, then from the plans of the namespaces the token administers, then, on GitLab.com, from the top-level groups the token is a member of, falling back to free. Gates Premium and Ultimate actions; GitLab.com Ultimate also serves the Orbit Knowledge Graph tools","name":"GITLAB_MCP_TIER"},{"default":"false","description":"Read-only mode: removes every mutating action from the served surface; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_READ_ONLY"},{"default":"false","description":"Safe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_SAFE_MODE"},{"choices":["debug","info","warn","error"],"default":"info","description":"Logging verbosity (default: info)","name":"GITLAB_MCP_LOG_LEVEL"}],"fileSha256":"dc326734177056761e058d6e7ec739c20f4e76e4ee3a3f789a4ce7b7650d4225","identifier":"https://github.com/jmrplens/gitlab-mcp-server/releases/download/v3.3.0/gitlab-mcp-server-darwin.mcpb","registryType":"mcpb","transport":{"type":"stdio"},"version":"3.3.0"},{"environmentVariables":[{"default":"https://gitlab.com","description":"GitLab instance URL (default: https://gitlab.com; set for self-managed instances)","name":"GITLAB_URL","placeholder":"https://gitlab.com"},{"description":"GitLab Personal Access Token (glpat-...)","isRequired":true,"isSecret":true,"name":"GITLAB_TOKEN","placeholder":"glpat-xxxxxxxxxxxxxxxxxxxx"},{"default":"false","description":"Skip TLS certificate verification for self-signed certs (default: false)","format":"boolean","name":"GITLAB_MCP_SKIP_TLS_VERIFY"},{"choices":["meta","individual","dynamic"],"default":"dynamic","description":"Tool catalog selector: dynamic, meta, or individual (default: dynamic)","name":"GITLAB_MCP_TOOL_SURFACE"},{"choices":["free","ce","premium","ultimate"],"description":"GitLab tier: free/ce, premium or ultimate, used as given. When unset, detected from the instance license, then from the plans of the namespaces the token administers, then, on GitLab.com, from the top-level groups the token is a member of, falling back to free. Gates Premium and Ultimate actions; GitLab.com Ultimate also serves the Orbit Knowledge Graph tools","name":"GITLAB_MCP_TIER"},{"default":"false","description":"Read-only mode: removes every mutating action from the served surface; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_READ_ONLY"},{"default":"false","description":"Safe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_SAFE_MODE"},{"choices":["debug","info","warn","error"],"default":"info","description":"Logging verbosity (default: info)","name":"GITLAB_MCP_LOG_LEVEL"}],"fileSha256":"09ab3a46c88b10e5d09f3ab4bb89edf525a3d355cecd772c9f8a5b3d1ca1885d","identifier":"https://github.com/jmrplens/gitlab-mcp-server/releases/download/v3.3.0/gitlab-mcp-server-windows.mcpb","registryType":"mcpb","transport":{"type":"stdio"},"version":"3.3.0"},{"environmentVariables":[{"default":"https://gitlab.com","description":"GitLab instance URL (default: https://gitlab.com; set for self-managed instances)","name":"GITLAB_URL","placeholder":"https://gitlab.com"},{"description":"GitLab Personal Access Token (glpat-...)","isRequired":true,"isSecret":true,"name":"GITLAB_TOKEN","placeholder":"glpat-xxxxxxxxxxxxxxxxxxxx"},{"default":"false","description":"Skip TLS certificate verification for self-signed certs (default: false)","format":"boolean","name":"GITLAB_MCP_SKIP_TLS_VERIFY"},{"choices":["meta","individual","dynamic"],"default":"dynamic","description":"Tool catalog selector: dynamic, meta, or individual (default: dynamic)","name":"GITLAB_MCP_TOOL_SURFACE"},{"choices":["free","ce","premium","ultimate"],"description":"GitLab tier: free/ce, premium or ultimate, used as given. When unset, detected from the instance license, then from the plans of the namespaces the token administers, then, on GitLab.com, from the top-level groups the token is a member of, falling back to free. Gates Premium and Ultimate actions; GitLab.com Ultimate also serves the Orbit Knowledge Graph tools","name":"GITLAB_MCP_TIER"},{"default":"false","description":"Read-only mode: removes every mutating action from the served surface; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_READ_ONLY"},{"default":"false","description":"Safe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_SAFE_MODE"},{"choices":["debug","info","warn","error"],"default":"info","description":"Logging verbosity (default: info)","name":"GITLAB_MCP_LOG_LEVEL"}],"fileSha256":"d47b1be9a37bd5d76f862aeab77b036e25e142de13847d31f0342921fb7ae60f","identifier":"https://github.com/jmrplens/gitlab-mcp-server/releases/download/v3.3.0/gitlab-mcp-server-linux.mcpb","registryType":"mcpb","transport":{"type":"stdio"},"version":"3.3.0"},{"environmentVariables":[{"default":"https://gitlab.com","description":"GitLab instance URL (default: https://gitlab.com; set for self-managed instances)","name":"GITLAB_URL","placeholder":"https://gitlab.com"},{"description":"GitLab Personal Access Token (glpat-...)","isRequired":true,"isSecret":true,"name":"GITLAB_TOKEN","placeholder":"glpat-xxxxxxxxxxxxxxxxxxxx"},{"default":"false","description":"Skip TLS certificate verification for self-signed certs (default: false)","format":"boolean","name":"GITLAB_MCP_SKIP_TLS_VERIFY"},{"choices":["meta","individual","dynamic"],"default":"dynamic","description":"Tool catalog selector: dynamic, meta, or individual (default: dynamic)","name":"GITLAB_MCP_TOOL_SURFACE"},{"choices":["full","minimal"],"default":"full","description":"Resource and prompt catalog selector: full or minimal (default: full); resource subscriptions require full","name":"GITLAB_MCP_CAPABILITY_SURFACE"},{"choices":["opaque","compact","full"],"default":"opaque","description":"Meta-tool input schema detail: opaque, compact, or full (default: opaque)","name":"GITLAB_MCP_META_PARAM_SCHEMA"},{"choices":["free","ce","premium","ultimate"],"description":"GitLab tier: free/ce, premium or ultimate, used as given. When unset, detected from the instance license, then from the plans of the namespaces the token administers, then, on GitLab.com, from the top-level groups the token is a member of, falling back to free. Gates Premium and Ultimate actions; GitLab.com Ultimate also serves the Orbit Knowledge Graph tools","name":"GITLAB_MCP_TIER"},{"default":"false","description":"Read-only mode: removes every mutating action from the served surface; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_READ_ONLY"},{"default":"false","description":"Safe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_SAFE_MODE"},{"default":"true","description":"Append EmbeddedResource content blocks (clickable links to MCP resources) to get_* tool results (default: true)","format":"boolean","name":"GITLAB_MCP_EMBEDDED_RESOURCES"},{"description":"Comma-separated tool names, group names or canonical action IDs to exclude, on every surface (e.g. gitlab_admin,gitlab_runner)","name":"GITLAB_MCP_EXCLUDE_TOOLS","placeholder":"gitlab_admin,gitlab_runner"},{"default":"false","description":"Skip the scope filter and the read_api narrowing and register all tools regardless of token permissions; a token carrying neither read_api nor api is still refused (default: false)","format":"boolean","name":"GITLAB_MCP_IGNORE_SCOPES"},{"default":"2147483648","description":"Largest local file an upload or file-reading action accepts, in bytes or with a KB, MB or GB suffix (e.g. 2GB); at most 1 TB (default: 2147483648, 2 GB)","name":"GITLAB_MCP_UPLOAD_MAX_FILE_SIZE"},{"description":"Extra OS path-list-separated directories an action may read a local file from; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_UPLOAD_DIRS","placeholder":"/path/to/files:/another/path/to/files"},{"description":"Extra OS path-list-separated directories an action may write a downloaded file into; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS","placeholder":"/path/to/downloads:/another/path/to/downloads"},{"description":"Extra OS path-list-separated directories a project or group import archive may be read from; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_IMPORT_DIRS","placeholder":"/path/to/exports:/another/path/to/exports"},{"default":"0","description":"Rate limit per credential, in requests per second, on every call that reaches GitLab, with tools/list charged to a bucket of its own; 0, the default on stdio, disables it (default: 0)","format":"number","name":"GITLAB_MCP_RATE_LIMIT_RPS"},{"default":"40","description":"Token-bucket burst size when GITLAB_MCP_RATE_LIMIT_RPS is greater than 0 (default: 40)","format":"number","name":"GITLAB_MCP_RATE_LIMIT_BURST"},{"choices":["debug","info","warn","error"],"default":"info","description":"Logging verbosity (default: info)","name":"GITLAB_MCP_LOG_LEVEL"}],"identifier":"ghcr.io/jmrplens/gitlab-mcp-server:3.3.0@sha256:88784f176a65d934c4a181eb832a525e94f106f49189cb9c6fde907dd00cf19c","registryType":"oci","transport":{"type":"stdio"}},{"environmentVariables":[{"default":"https://gitlab.com","description":"GitLab instance URL (default: https://gitlab.com; set for self-managed instances)","name":"GITLAB_URL","placeholder":"https://gitlab.com"},{"description":"GitLab Personal Access Token (glpat-...)","isRequired":true,"isSecret":true,"name":"GITLAB_TOKEN","placeholder":"glpat-xxxxxxxxxxxxxxxxxxxx"},{"default":"false","description":"Skip TLS certificate verification for self-signed certs (default: false)","format":"boolean","name":"GITLAB_MCP_SKIP_TLS_VERIFY"},{"choices":["meta","individual","dynamic"],"default":"dynamic","description":"Tool catalog selector: dynamic, meta, or individual (default: dynamic)","name":"GITLAB_MCP_TOOL_SURFACE"},{"choices":["full","minimal"],"default":"full","description":"Resource and prompt catalog selector: full or minimal (default: full); resource subscriptions require full","name":"GITLAB_MCP_CAPABILITY_SURFACE"},{"choices":["opaque","compact","full"],"default":"opaque","description":"Meta-tool input schema detail: opaque, compact, or full (default: opaque)","name":"GITLAB_MCP_META_PARAM_SCHEMA"},{"choices":["free","ce","premium","ultimate"],"description":"GitLab tier: free/ce, premium or ultimate, used as given. When unset, detected from the instance license, then from the plans of the namespaces the token administers, then, on GitLab.com, from the top-level groups the token is a member of, falling back to free. Gates Premium and Ultimate actions; GitLab.com Ultimate also serves the Orbit Knowledge Graph tools","name":"GITLAB_MCP_TIER"},{"default":"false","description":"Read-only mode: removes every mutating action from the served surface; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_READ_ONLY"},{"default":"false","description":"Safe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_SAFE_MODE"},{"default":"true","description":"Append EmbeddedResource content blocks (clickable links to MCP resources) to get_* tool results (default: true)","format":"boolean","name":"GITLAB_MCP_EMBEDDED_RESOURCES"},{"description":"Comma-separated tool names, group names or canonical action IDs to exclude, on every surface (e.g. gitlab_admin,gitlab_runner)","name":"GITLAB_MCP_EXCLUDE_TOOLS","placeholder":"gitlab_admin,gitlab_runner"},{"default":"false","description":"Skip the scope filter and the read_api narrowing and register all tools regardless of token permissions; a token carrying neither read_api nor api is still refused (default: false)","format":"boolean","name":"GITLAB_MCP_IGNORE_SCOPES"},{"default":"2147483648","description":"Largest local file an upload or file-reading action accepts, in bytes or with a KB, MB or GB suffix (e.g. 2GB); at most 1 TB (default: 2147483648, 2 GB)","name":"GITLAB_MCP_UPLOAD_MAX_FILE_SIZE"},{"description":"Extra OS path-list-separated directories an action may read a local file from; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_UPLOAD_DIRS","placeholder":"/path/to/files:/another/path/to/files"},{"description":"Extra OS path-list-separated directories an action may write a downloaded file into; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS","placeholder":"/path/to/downloads:/another/path/to/downloads"},{"description":"Extra OS path-list-separated directories a project or group import archive may be read from; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_IMPORT_DIRS","placeholder":"/path/to/exports:/another/path/to/exports"},{"default":"0","description":"Rate limit per credential, in requests per second, on every call that reaches GitLab, with tools/list charged to a bucket of its own; 0, the default on stdio, disables it (default: 0)","format":"number","name":"GITLAB_MCP_RATE_LIMIT_RPS"},{"default":"40","description":"Token-bucket burst size when GITLAB_MCP_RATE_LIMIT_RPS is greater than 0 (default: 40)","format":"number","name":"GITLAB_MCP_RATE_LIMIT_BURST"},{"choices":["debug","info","warn","error"],"default":"info","description":"Logging verbosity (default: info)","name":"GITLAB_MCP_LOG_LEVEL"}],"identifier":"docker.io/jmrplens/gitlab-mcp-server:3.3.0@sha256:88784f176a65d934c4a181eb832a525e94f106f49189cb9c6fde907dd00cf19c","registryType":"oci","transport":{"type":"stdio"}},{"environmentVariables":[{"default":"https://gitlab.com","description":"GitLab instance URL (default: https://gitlab.com; set for self-managed instances)","name":"GITLAB_URL","placeholder":"https://gitlab.com"},{"description":"GitLab Personal Access Token (glpat-...)","isRequired":true,"isSecret":true,"name":"GITLAB_TOKEN","placeholder":"glpat-xxxxxxxxxxxxxxxxxxxx"},{"default":"false","description":"Skip TLS certificate verification for self-signed certs (default: false)","format":"boolean","name":"GITLAB_MCP_SKIP_TLS_VERIFY"},{"choices":["meta","individual","dynamic"],"default":"dynamic","description":"Tool catalog selector: dynamic, meta, or individual (default: dynamic)","name":"GITLAB_MCP_TOOL_SURFACE"},{"choices":["full","minimal"],"default":"full","description":"Resource and prompt catalog selector: full or minimal (default: full); resource subscriptions require full","name":"GITLAB_MCP_CAPABILITY_SURFACE"},{"choices":["opaque","compact","full"],"default":"opaque","description":"Meta-tool input schema detail: opaque, compact, or full (default: opaque)","name":"GITLAB_MCP_META_PARAM_SCHEMA"},{"choices":["free","ce","premium","ultimate"],"description":"GitLab tier: free/ce, premium or ultimate, used as given. When unset, detected from the instance license, then from the plans of the namespaces the token administers, then, on GitLab.com, from the top-level groups the token is a member of, falling back to free. Gates Premium and Ultimate actions; GitLab.com Ultimate also serves the Orbit Knowledge Graph tools","name":"GITLAB_MCP_TIER"},{"default":"false","description":"Read-only mode: removes every mutating action from the served surface; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_READ_ONLY"},{"default":"false","description":"Safe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_SAFE_MODE"},{"default":"true","description":"Append EmbeddedResource content blocks (clickable links to MCP resources) to get_* tool results (default: true)","format":"boolean","name":"GITLAB_MCP_EMBEDDED_RESOURCES"},{"description":"Comma-separated tool names, group names or canonical action IDs to exclude, on every surface (e.g. gitlab_admin,gitlab_runner)","name":"GITLAB_MCP_EXCLUDE_TOOLS","placeholder":"gitlab_admin,gitlab_runner"},{"default":"false","description":"Skip the scope filter and the read_api narrowing and register all tools regardless of token permissions; a token carrying neither read_api nor api is still refused (default: false)","format":"boolean","name":"GITLAB_MCP_IGNORE_SCOPES"},{"default":"2147483648","description":"Largest local file an upload or file-reading action accepts, in bytes or with a KB, MB or GB suffix (e.g. 2GB); at most 1 TB (default: 2147483648, 2 GB)","name":"GITLAB_MCP_UPLOAD_MAX_FILE_SIZE"},{"description":"Extra OS path-list-separated directories an action may read a local file from; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_UPLOAD_DIRS","placeholder":"/path/to/files:/another/path/to/files"},{"description":"Extra OS path-list-separated directories an action may write a downloaded file into; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS","placeholder":"/path/to/downloads:/another/path/to/downloads"},{"description":"Extra OS path-list-separated directories a project or group import archive may be read from; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_IMPORT_DIRS","placeholder":"/path/to/exports:/another/path/to/exports"},{"default":"0","description":"Rate limit per credential, in requests per second, on every call that reaches GitLab, with tools/list charged to a bucket of its own; 0, the default on stdio, disables it (default: 0)","format":"number","name":"GITLAB_MCP_RATE_LIMIT_RPS"},{"default":"40","description":"Token-bucket burst size when GITLAB_MCP_RATE_LIMIT_RPS is greater than 0 (default: 40)","format":"number","name":"GITLAB_MCP_RATE_LIMIT_BURST"},{"choices":["debug","info","warn","error"],"default":"info","description":"Logging verbosity (default: info)","name":"GITLAB_MCP_LOG_LEVEL"}],"identifier":"@jmrp.io/gitlab-mcp-server","registryType":"npm","runtimeHint":"npx","transport":{"type":"stdio"},"version":"3.3.0"},{"environmentVariables":[{"default":"https://gitlab.com","description":"GitLab instance URL (default: https://gitlab.com; set for self-managed instances)","name":"GITLAB_URL","placeholder":"https://gitlab.com"},{"description":"GitLab Personal Access Token (glpat-...)","isRequired":true,"isSecret":true,"name":"GITLAB_TOKEN","placeholder":"glpat-xxxxxxxxxxxxxxxxxxxx"},{"default":"false","description":"Skip TLS certificate verification for self-signed certs (default: false)","format":"boolean","name":"GITLAB_MCP_SKIP_TLS_VERIFY"},{"choices":["meta","individual","dynamic"],"default":"dynamic","description":"Tool catalog selector: dynamic, meta, or individual (default: dynamic)","name":"GITLAB_MCP_TOOL_SURFACE"},{"choices":["full","minimal"],"default":"full","description":"Resource and prompt catalog selector: full or minimal (default: full); resource subscriptions require full","name":"GITLAB_MCP_CAPABILITY_SURFACE"},{"choices":["opaque","compact","full"],"default":"opaque","description":"Meta-tool input schema detail: opaque, compact, or full (default: opaque)","name":"GITLAB_MCP_META_PARAM_SCHEMA"},{"choices":["free","ce","premium","ultimate"],"description":"GitLab tier: free/ce, premium or ultimate, used as given. When unset, detected from the instance license, then from the plans of the namespaces the token administers, then, on GitLab.com, from the top-level groups the token is a member of, falling back to free. Gates Premium and Ultimate actions; GitLab.com Ultimate also serves the Orbit Knowledge Graph tools","name":"GITLAB_MCP_TIER"},{"default":"false","description":"Read-only mode: removes every mutating action from the served surface; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_READ_ONLY"},{"default":"false","description":"Safe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_SAFE_MODE"},{"default":"true","description":"Append EmbeddedResource content blocks (clickable links to MCP resources) to get_* tool results (default: true)","format":"boolean","name":"GITLAB_MCP_EMBEDDED_RESOURCES"},{"description":"Comma-separated tool names, group names or canonical action IDs to exclude, on every surface (e.g. gitlab_admin,gitlab_runner)","name":"GITLAB_MCP_EXCLUDE_TOOLS","placeholder":"gitlab_admin,gitlab_runner"},{"default":"false","description":"Skip the scope filter and the read_api narrowing and register all tools regardless of token permissions; a token carrying neither read_api nor api is still refused (default: false)","format":"boolean","name":"GITLAB_MCP_IGNORE_SCOPES"},{"default":"2147483648","description":"Largest local file an upload or file-reading action accepts, in bytes or with a KB, MB or GB suffix (e.g. 2GB); at most 1 TB (default: 2147483648, 2 GB)","name":"GITLAB_MCP_UPLOAD_MAX_FILE_SIZE"},{"description":"Extra OS path-list-separated directories an action may read a local file from; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_UPLOAD_DIRS","placeholder":"/path/to/files:/another/path/to/files"},{"description":"Extra OS path-list-separated directories an action may write a downloaded file into; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS","placeholder":"/path/to/downloads:/another/path/to/downloads"},{"description":"Extra OS path-list-separated directories a project or group import archive may be read from; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_IMPORT_DIRS","placeholder":"/path/to/exports:/another/path/to/exports"},{"default":"0","description":"Rate limit per credential, in requests per second, on every call that reaches GitLab, with tools/list charged to a bucket of its own; 0, the default on stdio, disables it (default: 0)","format":"number","name":"GITLAB_MCP_RATE_LIMIT_RPS"},{"default":"40","description":"Token-bucket burst size when GITLAB_MCP_RATE_LIMIT_RPS is greater than 0 (default: 40)","format":"number","name":"GITLAB_MCP_RATE_LIMIT_BURST"},{"choices":["debug","info","warn","error"],"default":"info","description":"Logging verbosity (default: info)","name":"GITLAB_MCP_LOG_LEVEL"}],"identifier":"jmrplens-gitlab-mcp-server","registryBaseUrl":"https://pypi.org","registryType":"pypi","runtimeHint":"uvx","transport":{"type":"stdio"},"version":"3.3.0"},{"environmentVariables":[{"default":"https://gitlab.com","description":"GitLab instance URL (default: https://gitlab.com; set for self-managed instances)","name":"GITLAB_URL","placeholder":"https://gitlab.com"},{"description":"GitLab Personal Access Token (glpat-...)","isRequired":true,"isSecret":true,"name":"GITLAB_TOKEN","placeholder":"glpat-xxxxxxxxxxxxxxxxxxxx"},{"default":"false","description":"Skip TLS certificate verification for self-signed certs (default: false)","format":"boolean","name":"GITLAB_MCP_SKIP_TLS_VERIFY"},{"choices":["meta","individual","dynamic"],"default":"dynamic","description":"Tool catalog selector: dynamic, meta, or individual (default: dynamic)","name":"GITLAB_MCP_TOOL_SURFACE"},{"choices":["full","minimal"],"default":"full","description":"Resource and prompt catalog selector: full or minimal (default: full); resource subscriptions require full","name":"GITLAB_MCP_CAPABILITY_SURFACE"},{"choices":["opaque","compact","full"],"default":"opaque","description":"Meta-tool input schema detail: opaque, compact, or full (default: opaque)","name":"GITLAB_MCP_META_PARAM_SCHEMA"},{"choices":["free","ce","premium","ultimate"],"description":"GitLab tier: free/ce, premium or ultimate, used as given. When unset, detected from the instance license, then from the plans of the namespaces the token administers, then, on GitLab.com, from the top-level groups the token is a member of, falling back to free. Gates Premium and Ultimate actions; GitLab.com Ultimate also serves the Orbit Knowledge Graph tools","name":"GITLAB_MCP_TIER"},{"default":"false","description":"Read-only mode: removes every mutating action from the served surface; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_READ_ONLY"},{"default":"false","description":"Safe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)","format":"boolean","name":"GITLAB_MCP_SAFE_MODE"},{"default":"true","description":"Append EmbeddedResource content blocks (clickable links to MCP resources) to get_* tool results (default: true)","format":"boolean","name":"GITLAB_MCP_EMBEDDED_RESOURCES"},{"description":"Comma-separated tool names, group names or canonical action IDs to exclude, on every surface (e.g. gitlab_admin,gitlab_runner)","name":"GITLAB_MCP_EXCLUDE_TOOLS","placeholder":"gitlab_admin,gitlab_runner"},{"default":"false","description":"Skip the scope filter and the read_api narrowing and register all tools regardless of token permissions; a token carrying neither read_api nor api is still refused (default: false)","format":"boolean","name":"GITLAB_MCP_IGNORE_SCOPES"},{"default":"2147483648","description":"Largest local file an upload or file-reading action accepts, in bytes or with a KB, MB or GB suffix (e.g. 2GB); at most 1 TB (default: 2147483648, 2 GB)","name":"GITLAB_MCP_UPLOAD_MAX_FILE_SIZE"},{"description":"Extra OS path-list-separated directories an action may read a local file from; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_UPLOAD_DIRS","placeholder":"/path/to/files:/another/path/to/files"},{"description":"Extra OS path-list-separated directories an action may write a downloaded file into; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS","placeholder":"/path/to/downloads:/another/path/to/downloads"},{"description":"Extra OS path-list-separated directories a project or group import archive may be read from; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths","name":"GITLAB_MCP_ALLOWED_IMPORT_DIRS","placeholder":"/path/to/exports:/another/path/to/exports"},{"default":"0","description":"Rate limit per credential, in requests per second, on every call that reaches GitLab, with tools/list charged to a bucket of its own; 0, the default on stdio, disables it (default: 0)","format":"number","name":"GITLAB_MCP_RATE_LIMIT_RPS"},{"default":"40","description":"Token-bucket burst size when GITLAB_MCP_RATE_LIMIT_RPS is greater than 0 (default: 40)","format":"number","name":"GITLAB_MCP_RATE_LIMIT_BURST"},{"choices":["debug","info","warn","error"],"default":"info","description":"Logging verbosity (default: info)","name":"GITLAB_MCP_LOG_LEVEL"}],"identifier":"gitlab-mcp-server","registryBaseUrl":"https://api.nuget.org/v3/index.json","registryType":"nuget","runtimeHint":"dnx","transport":{"type":"stdio"},"version":"3.3.0"}],"remotes":[{"headers":[{"description":"Bearer <token>. The endpoint runs in OAuth mode: a client that speaks the OAuth flow needs no header at all and discovers the authorization server from the 401 challenge. A GitLab personal access token also works here, sent as 'Bearer glpat-...', which keeps clients with no OAuth flow working. It travels per request and is never stored server-side.","isSecret":true,"name":"Authorization","placeholder":"Bearer glpat-xxxxxxxxxxxxxxxxxxxx"}],"type":"streamable-http","url":"https://mcp.jmrp.io/gitlab"}],"repository":{"id":"1208139072","source":"github","url":"https://github.com/jmrplens/gitlab-mcp-server"},"title":"GitLab MCP Server","version":"3.3.0","websiteUrl":"https://docs.jmrp.io/gitlab-mcp-server"}},"source":"mcp_registry","summary":"Go MCP server for GitLab: 2 dynamic tools reach ~876 actions on Free/CE, up to ~1103 on Ultimate."},"body_sha256":"e247f465fb35918ea4e3f269caf351791a4dfc3f3d5ee7a18a343e86357bafbb","prev_id":null,"leaf":"0x48f924e3fad64994ec84f2918fe96f89e7a60cac89e7c317c4421507396eb5a2","leaf_text":"{\"body\":\"e247f465fb35918ea4e3f269caf351791a4dfc3f3d5ee7a18a343e86357bafbb\",\"id\":39395,\"kind\":\"listing\",\"method\":\"baseline/1\",\"observed_us\":1793025395744721,\"prev\":null,\"subject\":\"mcp_registry:io.github.jmrplens/gitlab-mcp-server\",\"subject_kind\":\"source_record\"}","day":{"day":"2026-10-26","leaves":296695,"root":"0xf43e8dcc3d451a4788b26be904c55e8c4c0fa75c9666796c51db38d37e2c0df8","chained":"0x702d5ac508f08b0d1accf36af25822d8e5660367494edd17a642fb61e158a57a","anchor_chain":"eip155:5042002","anchor_tx":"0x495162f8936e19f0039918feebe6c307f327cd6bf8c37219620b1970041fa9ae","anchor_block":69251483},"proof":["0x48f89a19daa052e28d23236769ae3fc03c575a000aa389d536e2f1563c27873d","0x9fa3fd2e693d177ebb9ae5cbe8c93c03f52614239f63bd1833a09d74813b0e9f","0x2370f333257a1ea9e10b910c1d665bd87b517ef4e7e56c12b174666f61f19011","0x79623b3154c70b37fcc8f2bf3d607a73e18fdb4863cb5757541ba0fbcc57e69d","0x1f09467fbc418c771626555453a3d33a210fe2b4a7e7a136fff8e78bb646b3fd","0x1d11259e76c931d266264c2fc892459db3da318bcb4dbd2ebae9adbc4df91629","0x59bf64e15ae195795020cae3775c6c3e61460a1bea96678692c894445f71ace7","0x21df990b180946a41b9f9064a1a6934b7297ff770c1375f2a8cbea05e074eb12","0xdc98eed29ed428130021b2bf80d7939b8396e0d04b1a16de2d1d0c0406cc6079","0x1c31b9fd609755e3d960fab27bd2b1eb3a2104f15e3f9261a56d30e3613f4c01","0xa40c09a143bc388ccac821ec3854902941c513470a57a806c98060a6d63aedf9","0xee7d5711cd2515f4b08f3e4041d3d56304f9db6bffd82d82746f0f4ea43b8f26","0xb86fa861d04737cb507e721eefbb066d26528fdb6017b1145c18d1223b93ee21","0x88e326a39b26e2c125306c9d3805d14398ace088bba9a2a0aa376b811cfb201a","0x2be1e80e065dd6b2cc75a7142be22225acd144ac975d70bf24b4f01fd76dc497","0x2e6a32eb32761c210560e852405e2f865f958ddbe01027894f8b9c1b3433b9f0","0x9a83be955a206deb65b995adfd92c58fa31c95fbbf926bd199d300e70b08b26d","0x20704208aa6923d6b2450ef74ede87a6e0265d46447926038fe9506e9e154b2d","0x9b9ce5b74b9bab5121612ef6b64920a8d453cbf311096a423eef9702747e868a"]}