Prose Coach
Server Details
Deterministic writing filter. Marks 43 AI patterns with the line and the fix.
The last two health checks of this connector failed. If this server requires authentication, missing or expired test credentials may be the cause. A test profile lets Glama authenticate for health checks and discover tools; it is separate from your personal connections.
If you are the author, claim ownership, then add or update a test profile under Admin → Test Profile.
- Status
- Unhealthy
- Uptime
- 0.0% over the last 24 hours
- Last Tested
- Transport
- Streamable HTTP
- URL
- ChatGPT
- –
- Claude
- –
TDQS
Scored across 1 tool
With only one tool, there is no possibility of overlapping purposes or confusion between tools. The tool's purpose is uniquely defined within the server.
The single tool name 'scan_draft' follows a clear verb_noun pattern, and since there is only one name, consistency is trivially upheld.
The server has exactly one tool, which is borderline thin even if the tool's scope is well-defined. It serves a narrow purpose but feels slightly under-equipped for the 'Prose Coach' label.
The tool thoroughly covers the stated function of scanning drafts for AI patterns and returning fixes, leaving no dead ends for that specific task. However, a coach might realistically benefit from additional capabilities like batch scanning or detailed style reports, so a minor gap exists.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
Related MCP Connectors
DraftCheck: flags AI-writing patterns in prose with fix hints. Deterministic linter, not a detector.
Prose linter + AI-slop detector: weasel words, passive voice, hedging, and research-cited AI tells
Scan manuscript text for AI-slop prose patterns before publishing to Amazon KDP.
Paste a draft and see the habits that make writing read like it came from an AI model.
Related MCP Servers
- FlicenseNot gradedqualityAmaintenanceScores prose from inline text or files on a 0–100 scale for formulaic AI writing patterns using rule-based heuristics, with no LLM judge or API calls. Returns band labels, specific violations with context, penalty breakdowns, and concrete advice for each hit, so agents can flag and revise sloppy generated text.-
- FlicenseNot gradedqualityAmaintenanceAnalyzes text and files for formulaic AI writing patterns, returning a 0-100 score, band label, specific violations with context, and concrete revision advice. Runs entirely locally with rule-based heuristics, requiring no LLM judge or API calls.-
- AlicenseAqualityBmaintenanceFinds and removes AI writing tells with a deterministic ruleset. Runs locally by default; an optional pass can call a model if you turn it on.45MIT
- FlicenseNot gradedqualityAmaintenanceEnables agents to analyze inline prose or files on disk for formulaic AI writing patterns, returning a 0-100 score, band label, specific violations with context, and concrete advice. Uses purely programmatic, configurable rules with no LLM judge or API calls.-
Glama MCP Gateway
Add one secure layer between your agents and this server.