SKILLEMALL.ai

BD MCP Tool Integrator

UPDATED 2026: MCP moves to Linux Foundation (2025-11), becomes de facto AI agent standard. AI-powered Model Context Protocol (MCP) server integration assistant — scaffold MCP servers, connect to 50+ tools (GitHub, Slack, Notion, Airtable, Postgres, filesystem), debug MCP connections, and build custom MCP tool chains. Built for AI developers, agent builders, and DevOps engineers building multi-tool AI agents. Keywords: MCP, Model Context Protocol, MCP server, AI agent integration, Anthropic Claude MCP, tool integration, AI agent development, LangChain MCP, n8n MCP, AI automation, MCP开发, AI Agent工具集成, 工具链, 自动化工作流, Claude桌面版.

ClawHub Agent Skills author: lingfeng-19 v4.0.2 MIT-0 2 files body ≈ 3 715 tokens Open the sourceclawhub.ai analyzed 3 d ago

As a process D 46/100 · Unfinished process — weak spots: result and completion, when it triggers, failures and branches

IntegrationNotionSlackGitHubAirtableAI and agentstype and topics are labelled automatically from the skill text
JSON
Technical rating
B
82/100
safety, quality, tests
Safety 60%
100
Quality 40%
54
Run on models
none yet
Process rating
D
46/100
Unfinished process
Result and completion w 14
0
Failures and branches w 10
0
Progress reporting w 2
0
the three weakest of ten parameters · all ten

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 0

✓ No critical or high findings

Files scanned: 2. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning frontmatter-yaml SKILL.md: the frontmatter is not valid YAML (YAML parse error: Missing closing "quote at line 7, column 1: description: "UPDATED 2026: MCP moves to Linux Foundation (2025-11), becomes de… ^ ); fields were read line by line. The usual cause is a colon inside an unquoted value
  • warning name-format name should be kebab-case (lowercase letters, digits, hyphens)
  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • note frontmatter-key unknown frontmatter key "slug"

Process rating: all ten parameters 46/100

  • 0Result and completion. Does not say what the result is
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 20When it triggers. No condition that starts the skill
  • 30Running it twice. 5 mutating operations with no state check
  • 40Consistency. Frontmatter name (MCP Tool Integrator) differs from the folder (mcp-tool-integrator)
  • 60Tools and files. Uses tools (bash, python, node) that frontmatter does not declare
  • 70Inputs and preconditions. Inputs and preconditions are listed
  • 100Steps. 42 steps
  • 100Execution cost. Instruction body is 3715 tokens

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Output format is not stated: the model decides each time
  • -217 emoji in the instructions: noise for the model
  • +1No license
  • +2Single-language instructions
  • +3Description length 630: enough signal without eating the budget
  • +4Structure: 17 headings
  • +3Step-by-step instructions: 42 items
  • +4Has examples (8 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 54.

External checks

ClawHub: clean
The reviewed artifacts appear coherent and purpose-aligned, with no scanner or artifact evidence of hidden malicious behavior.
LLM: benign (medium) · VirusTotal: · 28 Jun 2026