{"id":"zmp-knowledge-store-mcp-server","name":"zmp-knowledge-store-mcp-server","homepage":"https://pypi.org/project/zmp-knowledge-store-mcp-server/","repo_url":null,"category":"ai-ml","subcategories":[],"tags":["mcp","ai-agents","knowledge-base","rag","tooling"],"what_it_does":"MCP server intended to expose a “knowledge store” for use by AI agents via the Model Context Protocol. It likely provides tools for adding, retrieving, or searching knowledge/data, backed by some persistence layer.","use_cases":["Connect an AI agent to a knowledge base via MCP tools","RAG-style knowledge retrieval with an agent","Centralize knowledge storage and allow agents to query it","Programmatically manage knowledge entries through an agent tool interface"],"not_for":["Direct production usage without validating storage and data-handling semantics","Use as a general-purpose database without knowledge-specific operations","Environments requiring strong compliance guarantees unless explicitly documented"],"best_when":null,"avoid_when":null,"alternatives":["OpenAI/other vendor vector databases with official SDKs","LangChain/LlamaIndex connectors to vector stores","Custom REST/GraphQL services for knowledge retrieval and ingestion","Other MCP knowledge/DB servers (if available)"],"af_score":37.2,"security_score":27.5,"reliability_score":25.0,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:36:45.444552+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 provided in the supplied information; MCP servers commonly require local/explicit configuration, but this cannot be confirmed here."},"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."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":37.2,"security_score":27.5,"reliability_score":25.0,"mcp_server_quality":60.0,"documentation_accuracy":40.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":0.0,"tls_enforcement":60.0,"auth_strength":20.0,"scope_granularity":0.0,"dependency_hygiene":30.0,"secret_handling":30.0,"security_notes":"No repository/package security details were provided here. Assume you must verify: transport security (TLS), authentication/authorization, input validation, logging/redaction of secrets, and dependency vulnerability status.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":30.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Without explicit tool schemas and examples, agents may mis-handle required parameters.","Knowledge stores often have eventual consistency or indexing delays; agents may need to retry retrieval after ingestion.","If idempotency is not documented, repeated writes during agent retries may create duplicates."]}}