Groups & Skills

Dieser Inhalt ist noch nicht in deiner Sprache verfügbar.

Groups let you create named collections of specific tools, resources, and skills from across multiple schemas. Skills attach reusable AI agent workflows to groups, guiding AI agents through multi-step tasks.

Groups

A typical FlowMCP installation has hundreds of schemas with thousands of tools. Most projects only need a handful of specific tools. Groups solve this by letting you:

Select specific tools and resources from any schema
Name the collection for reuse
Verify integrity with cryptographic hashes
Share collections across projects and teams

Group Definition

Groups are defined in .flowmcp/groups.json:

{
    "specVersion": "3.0.0",
    "groups": {
        "my-crypto-monitor": {
            "description": "Crypto price and TVL monitoring tools",
            "tools": [
                "etherscan/contracts.mjs::tool::getContractAbi",
                "coingecko/coins.mjs::tool::getSimplePrice",
                "coingecko/coins.mjs::tool::getCoinMarkets",
                "defillama/protocols.mjs::tool::getTvlProtocol",
                "etherscan/contracts.mjs::resource::verifiedContracts"
            ],
            "hash": "sha256:a1b2c3d4e5f6...",
            "includeSchemaSkills": true
        }
    }
}

Type Discriminator Syntax

In v3.0.0, tool references use type discriminators to distinguish between tools, resources, and skills:

Discriminator	Format	Example
`::tool::`	`namespace/file.mjs::tool::name`	`etherscan/contracts.mjs::tool::getContractAbi`
`::resource::`	`namespace/file.mjs::resource::name`	`etherscan/contracts.mjs::resource::verifiedContracts`
`::skill::`	`namespace/file.mjs::skill::name`	`etherscan/contracts.mjs::skill::contract-audit`

For backward compatibility, the v2 format namespace/file.mjs::routeName (without type discriminator) is still accepted and is treated as ::tool::.

`includeSchemaSkills`

When includeSchemaSkills is set to true, the group automatically includes all skills from schemas whose tools are already in the group.

Hash Verification

Integrity hashes ensure group definitions haven’t changed unexpectedly.

Per-tool hash — calculated from the main block only (no handler code):

toolHash = SHA-256( JSON.stringify( {
    namespace, version, tool: { name, method, path, parameters, output },
    sharedListRefs: [ { ref, version } ]
} ) )

Per-group hash — calculated from sorted tool references and their individual hashes:

groupHash = SHA-256( JSON.stringify(
    tools.sort().map( ( toolRef ) => ({ ref: toolRef, hash: getToolHash( toolRef ) }) )
) )

Verification CLI

flowmcp group verify my-crypto-monitor

# Success
Group "my-crypto-monitor": 4 tools, all hashes valid

# Hash Mismatch
Group "my-crypto-monitor": HASH MISMATCH
  - etherscan/contracts.mjs::tool::getContractAbi: expected sha256:abc... got sha256:def...

Group Operations

Operation	Command	Description
Create	`flowmcp group create <name>`	Create empty group
Add tool	`flowmcp group add <name> <tool-ref>`	Add tool and recalculate hash
Remove tool	`flowmcp group remove <name> <tool-ref>`	Remove tool and recalculate hash
Verify	`flowmcp group verify <name>`	Check all hashes
List	`flowmcp group list`	Show all groups
Export	`flowmcp group export <name>`	Export as shareable JSON
Import	`flowmcp group import <file>`	Import from JSON (verifies hashes)

Group Constraints

Constraint	Value
Name pattern	`^[a-z][a-z0-9-]*$` (lowercase, hyphens allowed)
Max tools per group	50
All tools must be resolvable	Schema + tool must exist
No duplicate tool references	Within a group

Group Skills

Skills bridge the deterministic tool layer with non-deterministic AI orchestration. Groups define which tools are available; skills define how to use them together.

Separation of Concerns

Layer	Nature	Responsibility
Schema	Deterministic	Defines individual tool behavior
Group	Deterministic	Defines which tools are available
Skill	Non-deterministic	Defines how tools compose into workflows

Skill File Format

Group-level skills are stored as .md files in .flowmcp/skills/:

.flowmcp/
├── groups.json
├── skills/
│   ├── token-analysis.md
│   └── portfolio-snapshot.md
└── tools/

Required Sections

Section	Heading	Required	Description
Title	`# <title>`	Yes	First line of the file
Description	`## Description`	No	1-3 sentences about the skill
Input	`## Input`	No	Parameters the user provides
Workflow	`## Workflow`	Yes	Step-by-step instructions referencing tools
Output	`## Output`	No	Final artifact description

Example Skill File

# Standard Token Analysis

## Description
Generate a comprehensive technical analysis report for any financial instrument.

## Input
- `tokenName` (string, required): Name or ticker symbol of the instrument

## Workflow
### Step 1: Symbol Resolution
Search for `{tokenName}` using `searchSymbol`.

### Step 2: Fetch Price Data
Call `getOhlcv` with interval: 1d, period1: 200 days ago.

### Step 3: Compute Indicators
Compute `getRelativeStrengthIndex`, `getSimpleMovingAverage`, `getMovingAverageConvergenceDivergence`.

### Step 4: Generate Charts
Call `generateCandlestickChart` and `generateLineChart`.

### Step 5: Report
Produce a Markdown document with indicator summary and embedded charts.

## Output
- Markdown document with embedded base64 chart images
- Indicator summary with BUY/SELL/HOLD signals

Skill CLI Commands

Command	Description
`flowmcp skill list`	List all skills across all groups
`flowmcp skill search <query>`	Search skills by title or description
`flowmcp skill show <group>/<name>`	Display full skill content
`flowmcp skill add <group> <name> --file <path>`	Add skill to a group
`flowmcp skill remove <group> <name>`	Remove skill from group

Skill Validation Rules

Code	Rule
PRM001	Skill name must match `^[a-z][a-z0-9-]*$`
PRM002	File must exist at declared path
PRM003	File must have `# Title` (first line)
PRM004	File must have `## Workflow` section
PRM005	Tool references must resolve in group (warning)
PRM006	Group must have at least one tool
PRM007	No duplicate skill names within a group
PRM008	Filename must match skill name