ms-agent Skills
This skill connects you to the ms-agent Capability Gateway — a unified
interface to ms-agent's projects, components, and atomic tools, exposed as
MCP tools.
Setup
Verify ms-agent is installed:
python scripts/check_ms_agent.py
The MCP server must be configured in your agent's config. Pick the section
that matches your agent host.
nanobot config.json
{
"tools": {
"mcpServers": {
"ms-agent": {
"command": "python3",
"args": ["-m", "ms_agent.capabilities.mcp_server"],
"env": {"PYTHONPATH": "/path/to/ms-agent"},
"toolTimeout": 300,
"enabledTools": ["*"]
}
}
}
}
OpenClaw openclaw.json
{
"mcp": {
"servers": {
"ms-agent": {
"command": "/absolute/path/to/python",
"args": ["-m", "ms_agent.capabilities.mcp_server"],
"env": {"PYTHONPATH": "/path/to/ms-agent"}
}
}
}
}
Hermes Agent config.yaml
mcp_servers:
ms-agent:
command: "python3"
args: ["-m", "ms_agent.capabilities.mcp_server"]
env:
PYTHONPATH: "/path/to/ms-agent"
Once configured, all 30 capabilities below are available as MCP tools.
The tool prefix depends on your agent host:
| Agent |
Tool name format |
Example |
| nanobot |
mcp_ms-agent_<tool> |
mcp_ms-agent_web_search |
| OpenClaw |
ms-agent_<tool> |
ms-agent_web_search |
| Hermes |
mcp_ms-agent_<tool> |
mcp_ms-agent_web_search |
| Cursor / Claude Desktop |
<tool> (no prefix) |
web_search |
Capability Index
Deep Research
| Tool |
Type |
Duration |
Reference |
submit_research_task |
async submit |
seconds |
deep-research.md |
check_research_progress |
async poll |
seconds |
deep-research.md |
get_research_report |
async result |
seconds |
deep-research.md |
deep_research |
sync (blocks) |
hours |
deep-research.md |
Document Research
| Tool |
Type |
Duration |
Reference |
submit_doc_research_task |
async submit |
seconds |
doc-research.md |
check_doc_research_progress |
async poll |
seconds |
doc-research.md |
get_doc_research_report |
async result |
seconds |
doc-research.md |
doc_research |
sync (blocks) |
minutes |
doc-research.md |
Financial Research
| Tool |
Type |
Duration |
Reference |
submit_fin_research_task |
async submit |
seconds |
fin-research.md |
check_fin_research_progress |
async poll |
seconds |
fin-research.md |
get_fin_research_report |
async result |
seconds |
fin-research.md |
fin_research |
sync (blocks) |
hours |
fin-research.md |
Web Search
| Tool |
Type |
Duration |
Reference |
web_search |
instant |
seconds |
web-search.md |
Code Generation
| Tool |
Type |
Duration |
Reference |
submit_code_genesis_task |
async submit |
seconds |
code-genesis.md |
check_code_genesis_progress |
async poll |
seconds |
code-genesis.md |
get_code_genesis_result |
async result |
seconds |
code-genesis.md |
code_genesis |
sync (blocks) |
hours |
code-genesis.md |
Video Generation
| Tool |
Type |
Duration |
Reference |
submit_video_generation_task |
async submit |
seconds |
singularity-cinema.md |
check_video_generation_progress |
async poll |
seconds |
singularity-cinema.md |
get_video_generation_result |
async result |
seconds |
singularity-cinema.md |
video_generation |
sync (blocks) |
hours |
singularity-cinema.md |
Agent Delegation
| Tool |
Type |
Duration |
Reference |
delegate_task |
sync (blocks) |
minutes |
agent-delegate.md |
submit_agent_task |
async submit |
seconds |
agent-delegate.md |
check_agent_task |
async poll |
seconds |
agent-delegate.md |
get_agent_result |
async result |
seconds |
agent-delegate.md |
cancel_agent_task |
async cancel |
seconds |
agent-delegate.md |
Code Validation
| Tool |
Type |
Duration |
Reference |
lsp_check_directory |
full scan |
minutes |
lsp-code-server.md |
lsp_update_and_check |
incremental |
seconds |
lsp-code-server.md |
File Editing
| Tool |
Type |
Duration |
Reference |
replace_file_contents |
content-match |
seconds |
filesystem-tools.md |
replace_file_lines |
line-range |
seconds |
filesystem-tools.md |
Quick Decision Guide
User wants to...
│
├── Research a topic in depth (20-60 min)
│ └── submit_research_task → check_research_progress → get_research_report
│
├── Analyze documents or URLs (5-20 min)
│ └── submit_doc_research_task → check_doc_research_progress → get_doc_research_report
│
├── Financial analysis with data & sentiment (20-60 min)
│ └── submit_fin_research_task → check_fin_research_progress → get_fin_research_report
│
├── Search the web for quick info
│ └── web_search(query="...", engine_type="arxiv|exa|serpapi")
│
├── Generate a software project from requirements (10-30 min)
│ └── submit_code_genesis_task → check_code_genesis_progress → get_code_genesis_result
│
├── Generate a short video (~ 20 min)
│ └── submit_video_generation_task → check_video_generation_progress → get_video_generation_result
│
├── Delegate a complex multi-step task to an AI agent
│ ├── Short task (< 3 min) → delegate_task(query="...")
│ └── Long task → submit_agent_task → check_agent_task → get_agent_result
│
├── Validate code for errors
│ ├── Full project → lsp_check_directory(directory="src/", language="typescript")
│ └── Single file → lsp_update_and_check(file_path="...", content="...", language="...")
│
└── Edit a file precisely
├── Know exact text → replace_file_contents (concurrent-safe)
└── Know line numbers → replace_file_lines
Async Pattern
All project-level capabilities (deep research, doc research, financial
research, code generation, video generation, agent delegation) support an
async submit/check/get pattern. This does NOT block the agent — continue
handling other messages while the task runs in the background.
1. submit_*_task(...) → returns task_id immediately
2. check_*_progress/task(task_id) → poll status (repeat every few minutes)
3. get_*_result/report(task_id) → retrieve final result when completed
4. cancel_*_task(task_id) → cancel if no longer needed (agent delegation only)
Read the reference files for detailed SOP workflows for each capability.