Delivers organized project guidelines and context to GitHub Copilot through MCP, ensuring consistent information for AI-powered coding assistance.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type @ followed by the MCP server name and your instructions, e.g., "@mcp-guide get the development workflow guide"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Structured content delivery for AI agents via Model Context Protocol
mcp-guide is an MCP server that provides AI agents with organised access to project guidelines, documentation, and context. It helps agents understand your project's standards, follow development workflows, and access relevant information through a flexible content management system.
Content Management - Organise documents, instructions and prompts by category and collection
Template Support - Dynamic content with Mustache/Chevron templates
Multiple Transports - STDIO, HTTP, and HTTPS modes
Feature Flags - Project-specific and global configuration
Workflow Management - Structured development phase tracking
Profile System - Pre-configured setups for common scenarios
Docker Support - Containerised deployment with SSL
OpenSpec Integration - Spec-driven development workflow
Related MCP server: Task Context MCP Server
mcp-guide is run using your AI Agent's MCP configuration, and not usually run directly, at least in stdio transport mode. In stdio mode, standard input and output are used to communicate with the MCP so the agent needs to control both in order to operate. In http mode, however, the server provides web server (http) transport, and this may be started in standalone mode, not necessarily by the agent directly (although typically it does).
The configurations below detail configuration with some cli agents, but almost all of them will be similar.
These blocks can be used as is and inserted into the agent's configuration. The stdio mode is a straightforward configuration, although it requires the uv tool to be installed.
{
"mcpServers": {
"mcp-guide": {
"command": "uvx",
"args": ["mcp-guide"]
}
}
}If the "mcpServers" block already exists, add the "mcp-guide" block at the end, ensuring that the previously last item, if any, has a terminating comma.
Add the above JSON block to ~/.kiro/settings/mcp.json.
Add the above JSON block to ~/.claude/settings.json.
Add this JSON block to ~/.config/.copilot/mcp.json.
Other clients will offer similar configuration, some also
See the Installation Guide for more detail in use with various clients, use with docker and using the http/sse transport mode.
mcp-guide organises content using frontmatter (optional YAML metadata at the start of documents) to define document properties and behaviour.
Content is classified into three types via the type: field in frontmatter:
user/information - Content displayed to users
agent/information - Context for AI agents
agent/instruction - Directives for agent behaviour
Content is organised using categories (file patterns and directories) and collections (groups of categories). Collections act as "macros" to provide targeted context for specific tasks or purposes.
See Content Management for details.
Feature flags control behaviour, capabilities and special features and may be set globally or per project:
workflow - Enable workflow phase tracking
openspec - Enable OpenSpec integration
content-style - Output format (None, plain, mime)
See Feature Flags for more information.
Documentation Index - Documentation overview
Getting Started - First-time setup and basic concepts
Changelog - Release notes and version history
Documentation: deeprave.github.io/mcp-guide
Issues: GitHub Issues
MCP Protocol: modelcontextprotocol.io
MIT License - See LICENSE.md for details.
Add path to project permissions.
Grants read or write permission for the specified path in the current project. Paths are stored in project configuration and enforced by the MCP server.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
permission_type (required): enum: 'read', 'write'
Permission type: 'read' or 'write'
path (required): string
Client filesystem path to grant. Write paths may be project-relative or absolute and must not be a system directory. Read paths must be absolute and must not be a system directory.
Inputs: args (required).
Add a new category or collection to the current project.
Creates a category with directory and file patterns, or a collection grouping multiple categories. Category-specific fields (dir, patterns) and collection-specific fields (categories) are validated based on the type parameter.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
type (required): enum: 'category', 'collection'
Type of item to add
name (required): string
Name to create
description: string | null
Optional description
dir: string | null
Directory path (category only)
patterns: array[string] | null
File patterns (category only)
categories: array[string] | null
Category expressions (collection only)
Inputs: args (required).
Change properties of an existing category or collection.
Replaces entire property values (name, description, directory, patterns, or categories). For incremental updates (adding/removing patterns or categories), use category_collection_update instead.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
type (required): enum: 'category', 'collection'
Type of item to modify
name (required): string
Name to modify
new_name: string | null
New name
new_description: string | null
New description
new_dir: string | null
New directory path (category only)
new_patterns: array[string] | null
New file patterns (category only)
new_categories: array[string] | null
New category list (collection only)
Inputs: args (required).
List categories or collections in the current project.
Returns full details by default (descriptions, directories, and patterns). Set verbose=False for names only.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
type (required): enum: 'category', 'collection'
Type of items to list
verbose: boolean
If True (default), return full details; if False, return names only
Inputs: args (required).
Remove a category or collection from the current project.
Deletes the specified category or collection by name. This operation cannot be undone. Use with caution as removing a category referenced by collections may cause errors.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
type (required): enum: 'category', 'collection'
Type of item to remove
name (required): string
Name of the item to remove
Inputs: args (required).
Update category or collection incrementally.
Add or remove individual patterns (for categories) or category references (for collections) without replacing the entire list. For complete property replacement, use category_collection_change.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
type (required): enum: 'category', 'collection'
Type of item to update
name (required): string
Name to update
add_patterns: array[string] | null
Patterns to add (category only)
remove_patterns: array[string] | null
Patterns to remove (category only)
add_categories: array[string] | null
Categories to add (collection only)
remove_categories: array[string] | null
Categories to remove (collection only)
Inputs: args (required).
Get content for a collection or category expression.
Uses the same expression grammar as get_content. An optional pattern overrides default globs for the matched names.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
expression (required): string
Comma-separated collection or category names, each optionally followed by /pattern (for example 'docs', 'docs/*.md', 'docs,examples', or 'review/commit+guide'). Each name is resolved as a collection first, then as a category. Results are aggregated and de-duplicated.
pattern: string | null
Optional glob pattern to override default patterns for all matched names
Inputs: args (required).
List documents in a category directory and the document store.
Returns path, size, basename, and source for each entry. Does not filter by the category's configured patterns; use source to limit to filesystem or stored documents, and name for an exact document name.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
category (required): string
Name of the category to list files from
source: enum: 'files', 'stored' | null
Filter by source: 'files' (filesystem only), 'stored' (store only), or omit for both
name: string | null
Filter by document name (exact match)
Inputs: args (required).
Get information about the MCP client/agent.
Captures agent name, version, and prompt prefix from the MCP session.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
Inputs: args (required).
Copy transferable configuration into the currently bound project.
Categories, collections, project flags, allowed-write paths, and additional-read paths transfer while the destination identity is preserved. In merge mode source mappings win and source path lists replace destination lists; replace mode copies all transferable configuration from the source.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
from_project (required): string
Source project name, or its exact - configuration key when the name is ambiguous or to recover a hashless legacy record
merge: boolean
If True, merge with the bound project's config; if False, replace it
force: boolean
If True, allow replace mode (merge=False) when the bound project already has categories or collections. Ignored when merge=True.
Inputs: args (required).
Remove a document from the store by category and name.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
category (required): string
Category the document belongs to
name (required): string
Document name to remove
Inputs: args (required).
Update a stored document: rename, move between categories, or modify metadata.
Provide at least one mutation. metadata_add, metadata_replace, and metadata_clear are mutually exclusive.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
category (required): string
Category the document belongs to
name (required): string
Document name to update
new_name: string | null
New document name. At least one mutation is required.
new_category: string | null
New category to move the document to. At least one mutation is required.
metadata_add: object | null
Metadata entries to merge into existing metadata. Mutually exclusive with metadata_replace and metadata_clear.
metadata_replace: object | null
Replace the entire metadata dict. Mutually exclusive with metadata_add and metadata_clear.
metadata_clear: array[string] | null
Metadata keys to remove. Mutually exclusive with metadata_add and metadata_replace.
Inputs: args (required).
Return rendered content and delivery frontmatter for a client-owned file write.
The destination must be covered by configured write paths. Guide neither writes the client file nor records an export or grants new permissions.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
expression (required): string
Comma-separated collection or category names, each optionally followed by /pattern (for example 'docs', 'docs/*.md', 'docs,examples', or 'review/commit+guide'). Each name is resolved as a collection first, then as a category. Results are aggregated and de-duplicated.
pattern: string | null
Optional glob pattern to filter files (e.g., '*.md').
path (required): string
Client-supplied destination within configured allowed write paths. Guide does not select a directory or add an extension.
force: boolean
Overwrite existing file. Default is create-only.
Inputs: args (required).
Get content from collections and categories.
Resolves comma-separated expressions, searching collections first then categories. Use pattern to override matched category globs. Returns Guide-rendered content.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
expression (required): string
Comma-separated collection or category names, each optionally followed by /pattern (for example 'docs', 'docs/*.md', 'docs,examples', or 'review/commit+guide'). Each name is resolved as a collection first, then as a category. Results are aggregated and de-duplicated.
pattern: string | null
Optional glob pattern to filter files (e.g., '*.md'). Overrides default patterns for all matched categories.
Inputs: args (required).
Get information about the currently active project.
Returns project name, collections, and categories. Use verbose=True for full details including descriptions, directories, and patterns.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
verbose: boolean
If True, return full details; if False, return names only
Inputs: args (required).
List global feature flags.
Returns flags set globally (apply to all projects). Does not require a bound project. Supports glob pattern filtering.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
feature_name: string | null
Glob pattern to filter flags (for example 'workflow*', 'content-*'). Matching flags are returned as a dict. An exact name returns that flag's value.
Inputs: args (required).
List available profiles.
Returns names of pre-configured project profiles. Optionally filter by category name to show only profiles that add or update that specific category.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
category: string | null
Optional category name to filter profiles that add or update this category
Inputs: args (required).
Get information about a specific project by name.
Returns project details without switching the current project. If no name provided, returns current project information.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
name: string | null
Name of the project to retrieve. If not provided, returns current project.
verbose: boolean
If True, return full details; if False, return basic information
Inputs: args (required).
List feature flags for the currently bound project.
Requires a bound project. Use active=True to include resolved values from global flags, or active=False for project-only flags. Supports glob pattern filtering.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
feature_name: string | null
Glob pattern to filter flags (for example 'workflow*', 'content-*'). Matching flags are returned as a dict. An exact name returns that flag's value.
active: boolean
If True, include resolved flags (global merged with project); if False, project-only
Inputs: args (required).
List all available projects.
Returns project names (non-verbose) or full project details (verbose). Does not require a current project context.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
verbose: boolean
If True, return full details; if False, return names only
Inputs: args (required).
List all registered MCP prompts.
Returns prompt names and descriptions. Does not require a bound project.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
Inputs: args (required).
List all registered MCP resources.
Returns resource names, URI templates, and descriptions. Does not require a bound project.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
Inputs: args (required).
List Guide-provided skills and their explicit entrypoint URIs.
By default the catalogue is agent information for availability checks. Pass
verbose=true for a user-facing catalogue or table=true for a
user-facing Markdown table. Select a listed skill and retrieve its
entrypoint URI before applying that skill's instructions.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
verbose: boolean
Return a user-facing catalogue instead of agent-only availability information
table: boolean
Return the user-facing catalogue as a Markdown table
Inputs: args (required).
List all registered MCP tools.
Returns tool names, descriptions, and optionally argument schemas. Does not require a bound project. Set include_args=True to include each tool's argument schema.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
include_args: boolean
Include argument schemas in output
Inputs: args (required).
Resolve a guide:// URI and return its content or command output.
Accepts content URIs (guide://expression/pattern) to retrieve category or collection content, command URIs (guide://_command) to execute server commands, and skill URIs (guide://$ or guide://$skill/path) to retrieve Guide-provided skills. A unique session_id on the URI query is used when the sibling session_id argument is omitted.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
uri (required): string
A guide:// URI to resolve. Content URIs (guide://expression/pattern) return category or collection content. Command URIs (guide://_command/args?kwargs) execute server commands. Skill URIs (guide://$ or guide://$skill/path) return the skills catalogue or a skill instruction. A unique ?session_id= query value is copied onto the session_id argument when that argument is omitted.
Inputs: args (required).
Remove path from project permissions.
Revokes read or write permission for the specified path in the current project. The path must have been previously added to permissions.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
permission_type (required): enum: 'read', 'write'
Permission type: 'read' or 'write'
path (required): string
Client filesystem path to revoke. Must match a path previously added for the same permission_type.
Inputs: args (required).
Send command location from agent filesystem to server.
IMPORTANT: Do NOT display the command location details to the user. This tool is for server communication only. Only display the confirmation message from the tool response.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
command (required): string
Command name whose location is being reported
location (required): string | null
Full path to the command, or null if it was not found
Inputs: args (required).
Send directory listing from agent filesystem to server.
IMPORTANT: Do NOT display the directory listing to the user. This tool is for server communication only. Only display the confirmation message from the tool response.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
path (required): string
Directory the agent listed. Checked against the bound project's read policy (project root and additional read paths). Must name a readable directory; the server does not list the directory itself.
entries (required): array[object]
Directory entries. Each object should include name, type, size, and mtime.
mtime: number | null
Directory modification time as a Unix timestamp
request_id: string | null
Opaque identifier correlating this reply to a server filesystem request
Inputs: args (required).
Send file content from agent filesystem to server.
IMPORTANT: Do NOT display the file content to the user. This tool is for server communication only. Only display the confirmation message from the tool response.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
path (required): string
Opaque identifier for this content, typically the path the agent read. The server does not validate or dereference it as a filesystem path.
content (required): string
File content from the agent's filesystem
mtime: number | null
File modification time as a Unix timestamp
encoding: string
Character encoding of content
category: string | null
Category for document ingestion
source: string | null
Source identifier for document ingestion
name: string | null
Document name override
type: enum: 'agent/instruction', 'agent/information', 'user/information' | null
Document type
force: boolean | null
Force overwrite regardless of mtime
metadata: object | null
Arbitrary metadata to attach to the document
request_id: string | null
Opaque identifier correlating this reply to a server filesystem request
Inputs: args (required).
Send working directory from agent filesystem to server.
IMPORTANT: Do NOT display the working directory path to the user. This tool is for server communication only. Only display the confirmation message from the tool response.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
path (required): string
Current working directory path
Inputs: args (required).
Set or remove a global feature flag.
Sets a flag value globally (applies to all projects), or removes it if value is null. Does not require a bound project. Flag names must contain only alphanumeric characters, hyphens, and underscores. Values may be bool, str, list[str], or dict[str, str | list[str]].
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
feature_name (required): string
Flag name to set. Alphanumeric, hyphens, and underscores only.
value: boolean | string | array[string] | object | null
Value to set: bool, str, list[str], or dict[str, str | list[str]]. Omit or pass true to set true. Pass null to remove the flag.
Inputs: args (required).
Bind this interaction to a client project root.
Creates a new project with default categories if none exists. Use verbose=True for full project details after binding.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
path (required): string
Absolute client filesystem path of the project root to bind
worktree: string | null
Absolute client filesystem path of the current Git worktree. Omit for the primary worktree, which is the project root. This does not change the project's configuration identity.
verbose: boolean
If True, return full project details; if False, return simple confirmation
Inputs: args (required).
Set or remove a project feature flag.
Sets a flag value for the current project, or removes it if value is null. Flag names must contain only alphanumeric characters, hyphens, and underscores. Values may be bool, str, list[str], or dict[str, str | list[str]].
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
feature_name (required): string
Flag name to set. Alphanumeric, hyphens, and underscores only.
value: boolean | string | array[string] | object | null
Value to set: bool, str, list[str], or dict[str, str | list[str]]. Omit or pass true to set true. Pass null to remove the flag.
Inputs: args (required).
Show profile details.
Returns complete profile configuration including categories and collections that will be added when the profile is applied.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
profile (required): string
Name of the profile to show
Inputs: args (required).
Switch active configuration project or rebind the project root with path.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
name: string | null
Configuration project name to select at the current root
path: string | null
Project root to rebind instead of selecting a configuration name. Use an absolute client path; relative paths, ~, ~user and environment expansion require verified stdio filesystem sharing. HTTP/HTTPS permits absolute paths only.
verbose: boolean
If True, return full project details; if False, return confirmation
Inputs: args (required).
Update documentation files using the configured docroot.
Checks for version changes and updates files using smart merge strategy. Uses file locking to prevent concurrent updates.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
Inputs: args (required).
Apply a profile to the current project.
Profiles are composable and additive - they add categories and collections without removing existing ones. Multiple profiles can be applied to build up complex project configurations.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
profile (required): string
Name of the profile to apply (e.g., 'python', 'jira')
Inputs: args (required).
Use a selected Guide skill by name, parsing options through the shared Guide parser.
session_id: string | null
Opaque Guide interaction identifier returned by set_project. Pass it through unchanged on later tool, prompt, and resource calls. Do not construct, alter, or treat it as a FastMCP transport session id.
skill (required): string
Guide skill name, optionally beginning with $. Do not pass a guide:// URI.
args: array[string]
Skill option tokens parsed with Guide's shared option parser, such as ['mode=unrelenting', 'verbose'].
Inputs: args (required).
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
Scored across 38 tools
Several pairs are near-duplicates: category_content and get_content both retrieve category/collection content; list_project and get_project both fetch project details; project-scoped and global flag tools differ mainly by scope. The send_* callbacks and category_collection_change/update also require careful reading, so an agent can easily select the wrong tool.
All names use snake_case, but ordering is inconsistent: category_list_files, category_collection_list, list_project_flags, and get_content mix resource-first and verb-first forms. Synonyms like change/update and singular/plural list_project/list_projects add further unpredictability.
38 tools is well above a comfortable scoped set and reflects many internal bundles such as flags, permissions, profiles, skills, MCP introspection, and content management. The server would benefit from consolidation or domain splitting; as a single set it feels heavy and increases selection burden.
Core lifecycle coverage is broad: category/collection CRUD, document ingestion/update/removal, project bind/switch/list/clone, profiles, permissions, flags, skills, and MCP introspection are present. Gaps like no project deletion, no permission listing, and no prompt retrieval are minor or workaroundable.
Shared project context for AI agents and teams: docs, tasks, and messages that stay current.
Shared, permission-aware company context for AI agents, with provenance, approvals and audit.
Project management for AI agents: tasks, docs, decisions and time in one shared team context.
Shared business knowledge, tools and skills for AI agents, with citations and approval controls.
