MCP MeasureMCP Measure

index observed

abcommunity

Find the right MCPs, tools and skills for any AI task - discovery over a 14k+ resource catalog.

Should I use this

Quality & Safety

A
Description quality
93%
Schema completeness
78%
Naming quality
92%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Findings (3)

  • LOWTool 'get_resource' description lacks action verbin get_resource
  • LOWTool 'map_resources_to_project' description lacks action verbin map_resources_to_project
  • LOWTool 'recommend_resources_for_sprint' description lacks action verbin recommend_resources_for_sprint

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~3,964Tokens (tool definitions)
~3.0 KBTypical response size
Significant attention impact (3.10% of 128k context)

This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.

Install

One-Click Install

Add this to your `claude_desktop_config.json` file:

{
  "mcpServers": {
    "abcommunity": {
      "url": "https://mcp.abcommunity.org/mcp"
    }
  }
}

Remote endpoints

https://mcp.abcommunity.org/mcpstreamable-http

What it can do

Tool inventory

Tools (13)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢search_resources(query, resource_type, capabilities, platform, pricing, ...)

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.

Input Schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "description": "Free-text search query"
    },
    "resource_type": {
      "type": "string",
      "description": "e.g. mcp, tool, skill, api, library, framework"
    },
    "capabilities": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Capability keys, e.g. ['email.read','project.task.create']"
    },
    "platform": {
      "type": "string",
      "description": "Supported client, e.g. claude, claude-code, cursor, vscode"
    },
    "pricing": {
      "type": "string",
      "description": "free | freemium | paid"
    },
    "deployment": {
      "type": "string",
      "enum": [
        "remote",
        "local"
      ]
    },
    "open_source": {
      "type": "boolean"
    },
    "verified": {
      "type": "boolean"
    },
    "official": {
      "type": "boolean"
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 50
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {},
        "additionalProperties": true
      }
    },
    "count": {
      "type": "number"
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢find_mcp_for_task(task, platform, deployment_preference, pricing_preference, open_source_preference, ...)

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.'

Input Schema

{
  "type": "object",
  "properties": {
    "task": {
      "type": "string",
      "minLength": 3,
      "description": "Natural-language description of the goal"
    },
    "platform": {
      "type": "string",
      "description": "Target client, e.g. claude-code"
    },
    "deployment_preference": {
      "type": "string",
      "enum": [
        "remote",
        "local"
      ]
    },
    "pricing_preference": {
      "type": "string"
    },
    "open_source_preference": {
      "type": "boolean"
    },
    "security_preference": {
      "type": "string"
    }
  },
  "required": [
    "task"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "intent": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "recommended": {
      "type": "array",
      "items": {
        "$ref": "#/properties/intent"
      }
    },
    "alternatives": {
      "type": "array",
      "items": {
        "$ref": "#/properties/intent"
      }
    },
    "reasoningSummary": {
      "type": "string"
    },
    "reasoningSummaryEn": {
      "type": "string"
    },
    "note": {
      "type": "string"
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢recommend_stack(task, platform, deployment_preference, pricing_preference, open_source_preference)

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.

Input Schema

{
  "type": "object",
  "properties": {
    "task": {
      "type": "string",
      "minLength": 3,
      "description": "The workflow to accomplish"
    },
    "platform": {
      "type": "string"
    },
    "deployment_preference": {
      "type": "string",
      "enum": [
        "remote",
        "local"
      ]
    },
    "pricing_preference": {
      "type": "string"
    },
    "open_source_preference": {
      "type": "boolean"
    }
  },
  "required": [
    "task"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "intent": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "requiredCapabilities": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "required": {
      "type": "array",
      "items": {
        "$ref": "#/properties/intent"
      }
    },
    "optional": {
      "type": "array",
      "items": {
        "$ref": "#/properties/intent"
      }
    },
    "workflow": {
      "type": "array",
      "items": {
        "$ref": "#/properties/intent"
      }
    },
    "reasoningSummary": {
      "type": "string"
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get_resource(slug, resource_id)

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.

Input Schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string"
    },
    "resource_id": {
      "type": "integer"
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "number"
    },
    "slug": {
      "type": "string"
    },
    "identity": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢compare_mcps(refs)

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.

Input Schema

{
  "type": "object",
  "properties": {
    "refs": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "minItems": 2,
      "maxItems": 5,
      "description": "Slugs or ids to compare"
    }
  },
  "required": [
    "refs"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "resources": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {},
        "additionalProperties": true
      }
    },
    "capabilityMatrix": {
      "type": "array",
      "items": {
        "$ref": "#/properties/resources/items"
      }
    },
    "notFound": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  },
  "required": [
    "resources",
    "capabilityMatrix",
    "notFound"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get_installation(resource, client)

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.

Input Schema

{
  "type": "object",
  "properties": {
    "resource": {
      "type": "string",
      "description": "Slug or id of the resource"
    },
    "client": {
      "type": "string",
      "description": "Target client for a client-specific method"
    }
  },
  "required": [
    "resource"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string"
    },
    "name": {
      "type": "string"
    },
    "found": {
      "type": "boolean"
    },
    "methods": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {},
        "additionalProperties": true
      }
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢analyze_project(project_description, repo_url, repo_snapshot, goals, constraints, ...)

Understand a project idea or repo summary and return product type, stack, stage, modules, risks, and open questions.

Input Schema

{
  "type": "object",
  "properties": {
    "project_description": {
      "type": "string"
    },
    "repo_url": {
      "type": "string"
    },
    "repo_snapshot": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "goals": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "constraints": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "target_platforms": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "preferred_stack": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "projectUnderstanding": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "projectBrief": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "sprints": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "resourceMap": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "highlyRelevantNow": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "recommendedResources": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "nextAction": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "agentName": {
      "type": "string"
    },
    "client": {
      "type": "string"
    },
    "mcpConfig": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "envChecklist": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "warnings": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢plan_project_sprints(project_context, project_description, time_horizon, team_size, sprint_length, ...)

Break a project into execution-ready sprints with tasks, acceptance criteria, risks, and next actions.

Input Schema

{
  "type": "object",
  "properties": {
    "project_context": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "project_description": {
      "type": "string"
    },
    "time_horizon": {
      "type": "string"
    },
    "team_size": {
      "type": "number"
    },
    "sprint_length": {
      "type": "string"
    },
    "delivery_style": {
      "type": "string"
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "projectUnderstanding": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "projectBrief": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "sprints": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "resourceMap": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "highlyRelevantNow": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "recommendedResources": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "nextAction": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "agentName": {
      "type": "string"
    },
    "client": {
      "type": "string"
    },
    "mcpConfig": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "envChecklist": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "warnings": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢map_resources_to_project(project_context, project_description, focus_area, limit)

Explain which ABCommunity resources apply to a project, when to use them, how to apply them, and what config/risk is involved.

Input Schema

{
  "type": "object",
  "properties": {
    "project_context": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "project_description": {
      "type": "string"
    },
    "focus_area": {
      "type": "string"
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 20
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "projectUnderstanding": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "projectBrief": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "sprints": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "resourceMap": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "highlyRelevantNow": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "recommendedResources": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "nextAction": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "agentName": {
      "type": "string"
    },
    "client": {
      "type": "string"
    },
    "mcpConfig": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "envChecklist": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "warnings": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢recommend_resources_for_sprint(project_context, project_description, sprint_id, focus_area, limit)

Recommend MCPs, skills, tools, APIs, and frameworks for one sprint in a project roadmap.

Input Schema

{
  "type": "object",
  "properties": {
    "project_context": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "project_description": {
      "type": "string"
    },
    "sprint_id": {
      "type": "string"
    },
    "focus_area": {
      "type": "string"
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 20
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "projectUnderstanding": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "projectBrief": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "sprints": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "resourceMap": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "highlyRelevantNow": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "recommendedResources": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "nextAction": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "agentName": {
      "type": "string"
    },
    "client": {
      "type": "string"
    },
    "mcpConfig": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "envChecklist": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "warnings": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢generate_agent_blueprint(project_context, project_description, role, sprint, resources)

Create role-specific agent instructions for a project sprint or area.

Input Schema

{
  "type": "object",
  "properties": {
    "project_context": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "project_description": {
      "type": "string"
    },
    "role": {
      "type": "string"
    },
    "sprint": {
      "type": "string"
    },
    "resources": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "projectUnderstanding": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "projectBrief": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "sprints": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "resourceMap": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "highlyRelevantNow": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "recommendedResources": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "nextAction": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "agentName": {
      "type": "string"
    },
    "client": {
      "type": "string"
    },
    "mcpConfig": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "envChecklist": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "warnings": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢generate_config_bundle(project_context, project_description, selected_resources, client)

Create safe client-specific MCP config notes, env checklist, install steps, and verification steps for selected resources.

Input Schema

{
  "type": "object",
  "properties": {
    "project_context": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "project_description": {
      "type": "string"
    },
    "selected_resources": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "client": {
      "type": "string",
      "enum": [
        "codex",
        "claude",
        "cursor",
        "vscode",
        "generic"
      ]
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "projectUnderstanding": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "projectBrief": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "sprints": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "resourceMap": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "highlyRelevantNow": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "recommendedResources": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "nextAction": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "agentName": {
      "type": "string"
    },
    "client": {
      "type": "string"
    },
    "mcpConfig": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "envChecklist": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "warnings": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get_next_project_action(project_context, project_description, state)

Return the next most useful action for a project based on its sprint roadmap and current state.

Input Schema

{
  "type": "object",
  "properties": {
    "project_context": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "project_description": {
      "type": "string"
    },
    "state": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Output Schema

{
  "type": "object",
  "properties": {
    "projectUnderstanding": {
      "type": "object",
      "properties": {},
      "additionalProperties": true
    },
    "projectBrief": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "sprints": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "resourceMap": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "highlyRelevantNow": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "recommendedResources": {
      "type": "array",
      "items": {
        "$ref": "#/properties/projectUnderstanding"
      }
    },
    "nextAction": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "agentName": {
      "type": "string"
    },
    "client": {
      "type": "string"
    },
    "mcpConfig": {
      "$ref": "#/properties/projectUnderstanding"
    },
    "envChecklist": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "warnings": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

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