{"id":"toronto-open-data-mcp-server","name":"toronto-open-data-mcp-server","homepage":"https://pypi.org/project/toronto-open-data-mcp-server/","repo_url":"https://github.com/yourusername/toronto-open-data-mcp-server","category":"ai-ml","subcategories":[],"tags":["mcp","agents","data-retrieval","public-data","toronto","municipal","open-data"],"what_it_does":"An MCP server that exposes tools for working with Toronto open data sources to an AI agent (i.e., retrieve and query datasets/metadata and return results in agent-friendly form).","use_cases":["Enable LLM/agent workflows to search, retrieve, and summarize Toronto open data.","Building agent-driven dashboards or research assistants using municipal datasets.","Automating data lookup and quick answers grounded in public datasets."],"not_for":["High-assurance analytics pipelines requiring strict data provenance guarantees beyond the upstream datasets.","Use as a general purpose data warehouse or ETL system.","Running in environments that require strong authentication/authorization controls if the MCP is unauthenticated or minimally protected."],"best_when":"You want an agent to quickly browse and fetch relevant Toronto open data with minimal custom coding.","avoid_when":"You need strict compliance controls, audited access policies, or guaranteed idempotent/write operations (this appears primarily read/query oriented).","alternatives":["Directly call the Toronto open data APIs yourself from your application.","Use SDKs/clients for the specific open-data platform/dataset provider (if available).","Build a lightweight RAG pipeline over downloaded open-data extracts instead of using an MCP layer."],"af_score":43.8,"security_score":30.5,"reliability_score":27.5,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:41:29.850014+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":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication details were provided in the supplied information. Many MCP servers are deployed locally or with the host handling network access; verify whether any auth is required/implemented."},"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 was provided."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":43.8,"security_score":30.5,"reliability_score":27.5,"mcp_server_quality":55.0,"documentation_accuracy":45.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":20.0,"tls_enforcement":30.0,"auth_strength":20.0,"scope_granularity":20.0,"dependency_hygiene":50.0,"secret_handling":40.0,"security_notes":"Authentication/authorization, transport security, and dependency posture could not be confirmed from the provided information. As an MCP that can query public datasets, primary risks are network exposure and any missing auth on the MCP endpoint; also ensure secrets (API keys to upstream services, if any) are not logged.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":40.0,"error_recovery":30.0,"idempotency_support":"true","idempotency_notes":"Likely read/query focused; generally idempotent, but idempotency cannot be confirmed without tool definitions and examples.","pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Agents may over-ask for large result sets; without explicit pagination/limits this can cause timeouts or excessive tool outputs.","If the MCP tools wrap upstream open-data APIs, transient upstream failures may require retries/backoff—ensure the server documents this behavior.","Verify how the server handles rate limits from upstream providers (and whether it surfaces headers/clear errors to the agent)."]}}