Leaderboard/io.github.AdrianStauffer/copilot-studio-friction-index
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

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

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

65/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance5/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
1,353.8ms
Conformance
Pass
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 1353ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 1353ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 1353ms, target <1000ms)
Skills
search_frictions

Ranked search over the Copilot Studio Friction Index. Exact error-code/message hits rank first, then title, alias, summary and symptom-checklist matches (solution bodies are NOT searched — an empty result means no record is indexed under these terms, not that the register lacks a fix). Use this when the user describes a Copilot Studio problem, symptom or keyword. Returns compact records with slug, status, severity, last-verified date and the citable powerleap.ch URL.

lookup_error

Exact/substring match against all known Copilot Studio error codes and error messages in the register. The fastest path when you have a verbatim error string (e.g. "FlowActionTimedOut"). Returns the matching record(s) with the citable URL.

get_friction_record

The complete friction record for a slug: status, dates, confidence, severity, time cost, categories, channels, license context, error codes/messages, dated evidence list, and the six body sections as markdown (symptom checklist, cause, fix with solution classes, verification steps, fallback, prevention). Cite the returned URL; a German version exists at the german_version URL.

list_frictions

Browse the register: compact list of all published friction records, sorted by last-verified date (newest first). Filter by status and/or category.

get_current_drift

What is currently broken or regressed in Microsoft Copilot Studio, per the continuously verified Friction Index: all records with status open or regressed (newest status change first) plus register health counts (total records, share verified within 90 days, status distribution).

list_patterns

All reusable build patterns that prevent whole classes of Copilot Studio friction before they happen (e.g. async continuation for the 100-second flow limit), each with its problem class and related records.

get_pattern

The complete prevention pattern for a slug: the pattern, when to use it, and step-by-step instructions as markdown, plus the friction records it protects against.

Tools
7 tools verified via live probe
verified 1h ago
Server: copilot-studio-friction-indexVersion: 1.0.0Protocol: 2024-11-05
Recent Probe Results
TimestampStatusLatencyConformance
Jul 14, 2026success1353.8msPass
Source Registries
mcp-registry
First Seen
Jul 14, 2026
Last Seen
Jul 14, 2026
Last Probed
Jul 14, 2026
io.github.AdrianStauffer/copilot-studio-friction-index — Chiark Agent Quality Index