Find the right MCPs, tools and skills for any AI task - discovery over a 14k+ resource catalog.
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Understand a project idea or repo summary and return product type, stack, stage, modules, risks, and open questions.
Understand a project idea or repo summary and return product type, stack, stage, modules, risks, and open questions.
| Argument | Type | Description |
|---|---|---|
| goals | array | |
| repo_url | string | |
| constraints | array | |
| repo_snapshot | object | |
| preferred_stack | array | |
| target_platforms | array | |
| project_description | string |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"goals": {
"type": "array",
"items": {
"type": "string"
}
},
"repo_url": {
"type": "string"
},
"constraints": {
"type": "array",
"items": {
"type": "string"
}
},
"repo_snapshot": {
"type": "object",
"properties": {},
"additionalProperties": true
},
"preferred_stack": {
"type": "array",
"items": {
"type": "string"
}
},
"target_platforms": {
"type": "array",
"items": {
"type": "string"
}
},
"project_description": {
"type": "string"
}
},
"additionalProperties": false
}Factual side-by-side comparison of two to five MCPs across capabilities, pricing, auth, deployment, maintenance, compatibility, open-source status and tool count. No subjective winner is chosen.
| Argument | Type | Description |
|---|---|---|
| refs* | array | Slugs or ids to compare |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"refs"
],
"properties": {
"refs": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 5,
"minItems": 2,
"description": "Slugs or ids to compare"
}
},
"additionalProperties": false
}Describe in natural language what you want your AI to do. ABCommunity detects the required capabilities, searches the marketplace, and returns the recommended MCP(s) plus alternatives, with reasoning. Example: 'I want my AI to read Gmail and create Linear tasks.'
| Argument | Type | Description |
|---|---|---|
| task* | string | Natural-language description of the goal |
| platform | string | Target client, e.g. claude-code |
| pricing_preference | string | |
| security_preference | string | |
| deployment_preference | string | |
| open_source_preference | boolean |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"task"
],
"properties": {
"task": {
"type": "string",
"minLength": 3,
"description": "Natural-language description of the goal"
},
"platform": {
"type": "string",
"description": "Target client, e.g. claude-code"
},
"pricing_preference": {
"type": "string"
},
"security_preference": {
"type": "string"
},
"deployment_preference": {
"enum": [
"remote",
"local"
],
"type": "string"
},
"open_source_preference": {
"type": "boolean"
}
},
"additionalProperties": false
}Create role-specific agent instructions for a project sprint or area.
| Argument | Type | Description |
|---|---|---|
| role | string | |
| sprint | string | |
| resources | array | |
| project_context | object | |
| project_description | string |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"role": {
"type": "string"
},
"sprint": {
"type": "string"
},
"resources": {
"type": "array",
"items": {
"type": "string"
}
},
"project_context": {
"type": "object",
"properties": {},
"additionalProperties": true
},
"project_description": {
"type": "string"
}
},
"additionalProperties": false
}Create safe client-specific MCP config notes, env checklist, install steps, and verification steps for selected resources.
| Argument | Type | Description |
|---|---|---|
| client | string | |
| project_context | object | |
| selected_resources | array | |
| project_description | string |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"client": {
"enum": [
"codex",
"claude",
"cursor",
"vscode",
"generic"
],
"type": "string"
},
"project_context": {
"type": "object",
"properties": {},
"additionalProperties": true
},
"selected_resources": {
"type": "array",
"items": {
"type": "string"
}
},
"project_description": {
"type": "string"
}
},
"additionalProperties": false
}Return the official installation method(s), config example, package info, transports, auth requirements and source references for a resource. Never fabricates commands — if nothing is recorded, it says so and points to the official docs.
| Argument | Type | Description |
|---|---|---|
| client | string | Target client for a client-specific method |
| resource* | string | Slug or id of the resource |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"resource"
],
"properties": {
"client": {
"type": "string",
"description": "Target client for a client-specific method"
},
"resource": {
"type": "string",
"description": "Slug or id of the resource"
}
},
"additionalProperties": false
}Return the next most useful action for a project based on its sprint roadmap and current state.
| Argument | Type | Description |
|---|---|---|
| state | object | |
| project_context | object | |
| project_description | string |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"state": {
"type": "object",
"properties": {},
"additionalProperties": true
},
"project_context": {
"type": "object",
"properties": {},
"additionalProperties": true
},
"project_description": {
"type": "string"
}
},
"additionalProperties": false
}Return complete structured marketplace metadata for a resource by slug or id: capabilities, tools, transports, auth, packages, compatibility, pricing, security, quality signals, installation, versions and source links.
| Argument | Type | Description |
|---|---|---|
| slug | string | |
| resource_id | integer |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"slug": {
"type": "string"
},
"resource_id": {
"type": "integer"
}
},
"additionalProperties": false
}Explain which ABCommunity resources apply to a project, when to use them, how to apply them, and what config/risk is involved.
| Argument | Type | Description |
|---|---|---|
| limit | integer | |
| focus_area | string | |
| project_context | object | |
| project_description | string |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"limit": {
"type": "integer",
"maximum": 20,
"minimum": 1
},
"focus_area": {
"type": "string"
},
"project_context": {
"type": "object",
"properties": {},
"additionalProperties": true
},
"project_description": {
"type": "string"
}
},
"additionalProperties": false
}Break a project into execution-ready sprints with tasks, acceptance criteria, risks, and next actions.
| Argument | Type | Description |
|---|---|---|
| team_size | number | |
| time_horizon | string | |
| sprint_length | string | |
| delivery_style | string | |
| project_context | object | |
| project_description | string |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"team_size": {
"type": "number"
},
"time_horizon": {
"type": "string"
},
"sprint_length": {
"type": "string"
},
"delivery_style": {
"type": "string"
},
"project_context": {
"type": "object",
"properties": {},
"additionalProperties": true
},
"project_description": {
"type": "string"
}
},
"additionalProperties": false
}Recommend MCPs, skills, tools, APIs, and frameworks for one sprint in a project roadmap.
| Argument | Type | Description |
|---|---|---|
| limit | integer | |
| sprint_id | string | |
| focus_area | string | |
| project_context | object | |
| project_description | string |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"limit": {
"type": "integer",
"maximum": 20,
"minimum": 1
},
"sprint_id": {
"type": "string"
},
"focus_area": {
"type": "string"
},
"project_context": {
"type": "object",
"properties": {},
"additionalProperties": true
},
"project_description": {
"type": "string"
}
},
"additionalProperties": false
}For a multi-step workflow, recommend the set of MCPs needed, each one's role, the workflow order, and which are required vs optional. Does not pad the stack with unnecessary MCPs and reports any capabilities left uncovered.
| Argument | Type | Description |
|---|---|---|
| task* | string | The workflow to accomplish |
| platform | string | |
| pricing_preference | string | |
| deployment_preference | string | |
| open_source_preference | boolean |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"task"
],
"properties": {
"task": {
"type": "string",
"minLength": 3,
"description": "The workflow to accomplish"
},
"platform": {
"type": "string"
},
"pricing_preference": {
"type": "string"
},
"deployment_preference": {
"enum": [
"remote",
"local"
],
"type": "string"
},
"open_source_preference": {
"type": "boolean"
}
},
"additionalProperties": false
}Search ABCommunity's catalog of 12,000+ AI resources (MCP servers, tools, skills, APIs, libraries, frameworks). Filter by capabilities, resource type, supported client/platform, pricing, deployment (remote/local), open-source and verified status. Returns ranked resources with human-readable match quality and source links.
| Argument | Type | Description |
|---|---|---|
| limit | integer | |
| query | string | Free-text search query |
| pricing | string | free | freemium | paid |
| official | boolean | |
| platform | string | Supported client, e.g. claude, claude-code, cursor, vscode |
| verified | boolean | |
| deployment | string | |
| open_source | boolean | |
| capabilities | array | Capability keys, e.g. ['email.read','project.task.create'] |
| resource_type |
| string |
| e.g. mcp, tool, skill, api, library, framework |
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"limit": {
"type": "integer",
"maximum": 50,
"minimum": 1
},
"query": {
"type": "string",
"description": "Free-text search query"
},
"pricing": {
"type": "string",
"description": "free | freemium | paid"
},
"official": {
"type": "boolean"
},
"platform": {
"type": "string",
"description": "Supported client, e.g. claude, claude-code, cursor, vscode"
},
"verified": {
"type": "boolean"
},
"deployment": {
"enum": [
"remote",
"local"
],
"type": "string"
},
"open_source": {
"type": "boolean"
},
"capabilities": {
"type": "array",
"items": {
"type": "string"
},
"description": "Capability keys, e.g. ['email.read','project.task.create']"
},
"resource_type": {
"type": "string",
"description": "e.g. mcp, tool, skill, api, library, framework"
}
},
"additionalProperties": false
}