{"id":"gbsoss-mcp-to-skill-converter","name":"-mcp-to-skill-converter","homepage":null,"repo_url":"https://github.com/GBSOSS/-mcp-to-skill-converter","category":"ai-ml","subcategories":[],"tags":["mcp","claude-skills","context-optimization","python","automation"],"what_it_does":"Converts an MCP server configuration into an Anthropic Claude Skill package that uses progressive disclosure: Claude loads only minimal metadata at startup, loads full tool instructions when the skill is invoked, and executes MCP tool calls externally via a generated executor.","use_cases":["Reducing Claude context usage when integrating MCP servers with many tools","Creating Claude Skills from MCP tool servers (GitHub, Slack, filesystem, Postgres, custom MCP servers)","On-demand tool instruction loading for improved prompt efficiency"],"not_for":["Production-grade deployments where reliability and complete test coverage are required (project described as early stage/POC)","Scenarios needing stable, standardized error semantics across all MCP servers without additional adjustments","Use cases where persistent connections, complex OAuth flows, or strict cross-platform compatibility are mandatory (README suggests sticking to MCP in those cases)"],"best_when":"You have 10+ MCP tools and most conversations only use a subset, and you want to reduce always-loaded context.","avoid_when":"You have 1–5 tools, need complex OAuth flows, require persistent connections, or require cross-platform compatibility to match MCP behavior precisely.","alternatives":["Use MCP directly in Claude (no skill conversion)","Use handcrafted Claude Skills for specific MCP tools rather than generating from MCP","Build a custom mediator service that lazily fetches tool schemas/instructions on demand"],"af_score":44.0,"security_score":40.5,"reliability_score":23.8,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:43:14.662588+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":["Python"],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["Pass-through environment variables to MCP server process (e.g., GITHUB_TOKEN in MCP config JSON)"],"oauth":false,"scopes":false,"notes":"Authentication is delegated to the underlying MCP server configuration (e.g., env vars provided to the MCP server command). The converter itself does not document a first-class auth mechanism."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Open-source MIT package; cost is primarily your compute and any costs from the upstream MCP servers/services you connect to."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":44.0,"security_score":40.5,"reliability_score":23.8,"mcp_server_quality":65.0,"documentation_accuracy":70.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":70.0,"rate_limit_clarity":10.0,"tls_enforcement":40.0,"auth_strength":55.0,"scope_granularity":20.0,"dependency_hygiene":45.0,"secret_handling":40.0,"security_notes":"Secrets are provided via environment variables in the MCP config example (good practice in principle), but the README does not describe how secrets are handled/logged by the generated executor. TLS, scope granularity, rate limiting, and other transport/security controls are not documented in this package; security largely depends on the underlying MCP server implementation.","uptime_documented":0.0,"version_stability":35.0,"breaking_changes_history":30.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":"Not documented. Tool execution depends on the underlying MCP server; idempotency is not specified by the converter.","pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["The project is described as early stage/POC; behavior may vary across MCP servers.","Authentication and connection behavior are delegated to the MCP server command/env configuration; misconfiguration is a common failure mode.","If the generated executor loads full instructions at invocation time, agents may see higher latency on first use of a skill."]}}