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copilot-studio-friction-index

io.github.AdrianStauffer/copilot-studio-friction-index
Developer Tools Knowledge & Documentation Public & reachable MCP 2025-11-25

What this MCP does

Searches a cited register of Copilot Studio errors, limitations, verified fixes, prevention patterns, and current regressions.

Capabilities

Tools

7 tools
get_current_drift
Get current drift (status page)
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).
Read only Open world
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': False}
get_friction_record
Get a full 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.
Read only Open world
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'description': 'Record slug, e.g. "flowactiontimedout" (from search/list results).'}}, 'additionalProperties': False}
get_pattern
Get a full 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.
Read only Open world
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'description': 'Pattern slug, e.g. "async-continuation" (from list_patterns).'}}, 'additionalProperties': False}
list_frictions
List friction records
Browse the register: compact list of all published friction records, sorted by last-verified date (newest first). Filter by status and/or category.
Read only Open world
Input schema 
{'type': 'object', 'properties': {'status': {'enum': ['open', 'mitigated', 'fixed', 'regressed'], 'type': 'string', 'description': 'Optional status filter: "open" (problem exists), "mitigated" (reliable workaround), "fixed" (resolved and re-verified), "regressed" (was fixed, is back).'}, 'category': {'enum': ['knowledge-grounding', 'publish-channel', 'auth-identity', 'orchestration', 'agent-flows', 'llm-steps', 'topics-variables', 'tools', 'alm-deployment', 'licensing-cost', 'governance-dlp', 'observability', 'security-defaults'], 'type': 'string', 'description': 'Optional category filter.'}}, 'additionalProperties': False}
list_patterns
List prevention 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.
Read only Open world
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': False}
lookup_error
Look up a verbatim 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.
Read only Open world
Input schema 
{'type': 'object', 'required': ['error'], 'properties': {'error': {'type': 'string', 'minLength': 3, 'description': 'The error code or error message, as verbatim as possible.'}}, 'additionalProperties': False}
search_frictions
Search friction records
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.
Read only Open world
Input schema 
{'type': 'object', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'default': 8, 'maximum': 25, 'minimum': 1, 'description': 'Maximum results.'}, 'query': {'type': 'string', 'minLength': 2, 'description': 'Error string, symptom or keywords, e.g. "flow times out after 100 seconds".'}, 'status': {'enum': ['open', 'mitigated', 'fixed', 'regressed'], 'type': 'string', 'description': 'Optional status filter: "open" (problem exists), "mitigated" (reliable workaround), "fixed" (resolved and re-verified), "regressed" (was fixed, is back).'}, 'category': {'enum': ['knowledge-grounding', 'publish-channel', 'auth-identity', 'orchestration', 'agent-flows', 'llm-steps', 'topics-variables', 'tools', 'alm-deployment', 'licensing-cost', 'governance-dlp', 'observability', 'security-defaults'], 'type': 'string', 'description': 'Optional category filter.'}}, 'additionalProperties': False}
History

Recent tool changes

Added
get_pattern
Sept. 17, 2026, 12:40 p.m.
Added
list_patterns
Sept. 17, 2026, 12:40 p.m.
Added
get_current_drift
Sept. 17, 2026, 12:40 p.m.
Added
list_frictions
Sept. 17, 2026, 12:40 p.m.
Added
get_friction_record
Sept. 17, 2026, 12:40 p.m.
Added
lookup_error
Sept. 17, 2026, 12:40 p.m.
Added
search_frictions
Sept. 17, 2026, 12:40 p.m.
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