GitHubManager has 21 tools with visible schemas and descriptions in src/tools.py. All tools are registered with @mcp.tool() decorators and have docstrings. However, the implementation shows significant gaps in production-grade quality: (1) Parameter descriptions are present but lack detail on constraints, formats, and valid ranges, e.g., 'Repository type filter' lacks enum declaration; (2) Output schemas are not documented for most tools, callers must infer return structure from implementation; (3) Error handling is entirely absent from visible code, no guidance on recovery, retryability, or actionable next steps; (4) Several tools combine related operations without clear separation (e.g., check_repository_health and analyze_repository_dependencies are distinct concerns but both named as 'check' verbs); (5) Tool names like 'get_github_Individual_file_contents' are inconsistent (mixed case 'Individual'); (6) No evidence of input validation or constraint enforcement in parameter descriptions; (7) Response structure is returned as dict/str but not formally defined. The server demonstrates basic competence, all tools have names, descriptions, and parameter types, but lacks the rigor expected in production tools (detailed param constraints, output schema documentation, error handling patterns).

• Standardize tool naming: rename 'get_github_Individual_file_contents' → 'get_github_file_contents'; remove '_tool' suffix from 'smart_issue_triage_tool' and 'get_issue_with_comments_tool'.
• Add JSON Schema enum constraints to all parameters with fixed value sets: type ∈ {all, owner, public, private}, sort ∈ {stars, forks, updated, created}, order ∈ {asc, desc}, etc. Include in schema definition, not just description.
• Document output schemas explicitly in tool descriptions. E.g., 'Returns: {repositories: [{name, owner, url, stars, is_private}], total_count: int, next_page: str|null}'.
• Wrap all tool implementations in error handling that returns structured errors: {error: string, code: string, recovery: string}. E.g., 'error: "Branch not found", code: "ERR_BRANCH_NOT_FOUND", recovery: "Call get_github_branch_status_overview() to list available branches."'
• Add format and range constraints to parameter descriptions: 'username (2-39 alphanumeric chars)', 'days (1-365 integer)', 'limit (1-100, default 10)'.
• For read-only tools (list_*, get_*, search_*, compare_*), add readOnlyHint: true to tool annotations (when MCP spec supports it) to signal LLM these are safe.
• Add pagination guidance: 'Limit defaults to 10. Pass limit=100 for more results. If total > limit, use offset/cursor pattern for remaining pages (see response.next_page).'
• For write tools (create_*, update_*), document whether operations are idempotent. If not, recommend confirmation pattern via description: 'This will create a new branch. Calling again with the same name will fail.'

Inferred effective spec: 2026-07-28+.

• Relies on Stateful initialize / Mcp-Session-Id (removed; protocol is stateless) - make each request self-contained