The server defines 12 tools with generally reasonable structures, but exhibits moderate gaps in consistency, parameter documentation, and output schema clarity. All tools have descriptions (10+ chars) and input schemas present, which meets the baseline. However, several tools lack complete parameter documentation, descriptions are sometimes generic, and output schemas are not explicitly documented in the submission. The ecosystem_* tools are particularly well-designed for a multi-project workspace. Development tools (lint_code, format_code, run_tests) follow good naming conventions but have minimal error guidance. Average tool description length ~150 chars (within baseline range of 34 - 392). Most tools accept natural input (file paths, project names) rather than opaque IDs, aligning with chat-data-model patterns. No credentials exposed as parameters. Per-tool scores range 50 - 78; the average (62) reflects solid fundamentals with room for improvement in schema rigor and error handling.

• Document output schemas for all tools. For example, server_status should document that it returns { status: string, version: string, features: object, metrics?: object }. This enables the LLM to know what to extract for downstream calls.
• Add error handling descriptions to development tools (lint_code, format_code, run_tests, github_actions). Example: 'If the lint tool fails because the file is not found, the error message will be "File not found: <path>. Verify the file exists before retrying."'
• For cache_stats, add a note like 'No parameters required, returns current semantic cache and rate limiter state.' This clarifies the empty schema.
• Consider removing or reworking the 'watch' parameter in run_tests. If watch mode is not safe for MCP, either remove it or add a note that agents should always pass false.
• Enhance ecosystem_map and ecosystem_trace descriptions with example outputs or use cases. E.g., 'ecosystem_trace('MyClass') will show all files that import MyClass (downstream) and all files MyClass depends on (upstream).'
• Add validation guidance for 'target' parameters across lint_code, format_code, doc_generate, doc_coverage, doc_validate. Clarify: 'Must be a valid file path (absolute or relative to PROJECT_ROOT) or directory. If the path does not exist, the tool returns an error.'
• Document rate limiting, timeouts, and pagination for ecosystem_* tools if they scan large projects. If ecosystem_map can take >30s on a large codebase, note this in the description.
• Add idempotent hints to read-only tools (server_status, cache_stats, all doc_* tools, all ecosystem_* tools) to signal that they are safe to retry. Add destructive hints to write tools (lint_code with fix=true, format_code, github_actions with trigger).

Inferred effective spec: <=2025-11-25.

• Relies on Logging (deprecated) - log to stderr or use OpenTelemetry