🔧

Copilot Studio Friction IndexVerified🛡 No advisories

io.github.AdrianStauffer/copilot-studio-friction-index

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0★ stars

0weekly installs

15 days agolast release

Provenancewhere it came from, and what was verified

✓

Verified namespace

Published to the official MCP registry by github.com/adrianstauffer, which proved it owns this namespace.

Verified owner: github.com/adrianstauffer ↗io.github.AdrianStauffer/copilot-studio-friction-index

🛡 Permissions & trustwhat this server can touch before you run it

◆

Network access

Connects to a hosted remote endpoint.

About

Evidence-based register of known Copilot Studio errors and limits, with dated, human-verified fixes.

Packages & transports

remotehttps://pcghrrzwqshejvifoxjq.supabase.co/functions/v1/friction-mcpHTTP

Metadata

Categorydevops

Quality 78/100

how much you can lean on this server

Maintenance

45/45

Completeness

22/35

Reliability

11/20

Computed from the server's own data, not a hidden formula. This measures how much you can depend on it, not how popular it is. Stars are shown separately, on purpose. How it's scored →

Tool definition quality 97/100

how well its 7 tools describe themselves to an agent

▸search_frictions100A

Description

present and substantive

Param types

params declare a type

Param docs

params are described

Structure

required fields declared

▸lookup_error100A

Description

present and substantive

Param types

params declare a type

Param docs

params are described

Structure

required fields declared

▸get_friction_record100A

Description

present and substantive

Param types

params declare a type

Param docs

params are described

Structure

required fields declared

▸list_frictions93A

Description

present and substantive

Param types

params declare a type

Param docs

params are described

Structure

required fields declared

▸get_current_drift100A

Description

present and substantive

Param types

no parameters

Param docs

no parameters

Structure

required fields declared

▸list_patterns100A

Description

present and substantive

Param types

no parameters

Param docs

no parameters

Structure

required fields declared

▸get_pattern100A

Description

present and substantive

Param types

params declare a type

Param docs

params are described

Structure

required fields declared

Structural, not an LLM's opinion: each check is a fact about the tool's schema, so it's reproducible. One weak tool drags the score (60% average, 40% worst). How it's scored →

For the maintainer

Raise this grade

up to +22 on quality

Own this server? Here's exactly what to change, biggest wins first. Every number below is a fixed point value, so you can see what each edit is worth before you make it.

Collect working reviewsReliability

With no reviews this sits at a neutral 11. Reviews reporting it works push it toward the full 20.

Declare a licenseCompleteness

Add an SPDX license (like MIT or Apache-2.0) to the repo so it's detected.

Link the sourceCompleteness

Add a public source repository URL.

Tool definitions to fix first

list_frictions93/100

No `required` array. Declare which params are mandatory so an agent knows what it must provide.

Already earned (3) ▾

✓Describe what it does+11

✓Give an install path+11

✓Keep it active+45

These are structural checks, so the fixes are exact. See the full formula →

Add a badge to your README

[![SocketCat](https://socketcat.com/badge/io.github.AdrianStauffer/copilot-studio-friction-index)](https://socketcat.com/servers/io.github.AdrianStauffer/copilot-studio-friction-index)

Shows your live quality grade and links back here. It updates itself as the grade changes.

Add to your client

Pick your client, copy, paste into its config. That's the whole setup.

~/.claude/claude_desktop_config.json

{
  "mcpServers": {
    "copilot_studio_friction_index": {
      "command": "npx",
      "args": [
        "-y",
        "copilot-studio-friction-index"
      ]
    }
  }
}

▶ Try itlive against pcghrrzwqshejvifoxjq.supabase.co

This server has a hosted endpoint, so we can connect and list its actual tools right here. Nothing runs on your machine.

Copilot Studio Friction Index✓Verified🛡 No advisories

Provenancewhere it came from, and what was verified

🛡 Permissions & trustwhat this server can touch before you run it

About

Packages & transports

Metadata

Raise this grade

Add a badge to your README

Reviews

▶ Try itlive against pcghrrzwqshejvifoxjq.supabase.co

Copilot Studio Friction IndexVerified🛡 No advisories