{"id":"dannymac180-mcp-think-tool","name":"mcp-think-tool","homepage":null,"repo_url":"https://github.com/DannyMac180/mcp-think-tool","category":"ai-ml","subcategories":[],"tags":["mcp","claude","reasoning","tooling","stdio","python"],"what_it_does":"Provides an MCP (Model Context Protocol) server that implements Anthropic's \"think\" tool, giving the model a structured thinking space, optional thought-history clearing, and basic metadata/statistics about thinking.","use_cases":["Improving complex multi-step reasoning in Claude-like workflows via an MCP tool","Tool-assisted research/planning where models benefit from a dedicated reasoning space","Workflow integration for Claude Desktop/Cursor using an MCP stdio server"],"not_for":["General-purpose public API access to store or retrieve sensitive data","Use cases requiring strong authentication/authorization boundaries between multiple tenants","Environments needing documented retry/idempotency semantics for operations"],"best_when":"You control the local/hosted environment running the MCP stdio server and want Claude tooling to have a dedicated think/reasoning mechanism.","avoid_when":"You require documented rate limits, robust error-code guidance, fine-grained access control, or guarantees about persistence/privacy of \"thought history\".","alternatives":["Use Anthropic/Claude \"think tool\" features directly (if available in your client) without an MCP wrapper","Implement a minimal MCP tool using the MCP SDK/framework for your own tool logic","Other MCP servers that implement different structured reasoning or planning utilities"],"af_score":45.2,"security_score":25.5,"reliability_score":30.0,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:43:32.975861+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":["No explicit authentication documented (stdio MCP usage implied)"],"oauth":false,"scopes":false,"notes":"README does not describe authentication; typical MCP stdio deployments are local-process based, so auth boundaries are not addressed in the provided docs."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing information provided; appears to be an open-source package installable via PyPI/Docker."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":45.2,"security_score":25.5,"reliability_score":30.0,"mcp_server_quality":55.0,"documentation_accuracy":60.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":100.0,"rate_limit_clarity":0.0,"tls_enforcement":0.0,"auth_strength":30.0,"scope_granularity":20.0,"dependency_hygiene":40.0,"secret_handling":40.0,"security_notes":"Uses MCP stdio per README, so TLS/transport security is not described. No authentication/authorization model is documented. The tool mentions thought-history logging, but privacy/storage/retention and whether contents are persisted or exposed in logs is not clarified. Dependency health and CVE status cannot be assessed from provided manifest/README.","uptime_documented":0.0,"version_stability":50.0,"breaking_changes_history":50.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":"No idempotency semantics documented; likely not applicable for a reasoning/think tool.","pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["No documented API/schema details for the MCP tool in the provided README, so agent developers may need to inspect the server implementation for exact tool names/inputs/outputs.","Thought history persistence/privacy behavior is not documented; clearing is mentioned, but storage/logging details are unknown.","When using Docker with stdio MCP, agent/client configuration must correctly wire stdin/stdout and runtime options."]}}