{"id":"universal-tool-calling-protocol-python-utcp","name":"python-utcp","homepage":"https://www.utcp.io/","repo_url":"https://github.com/universal-tool-calling-protocol/python-utcp","category":"ai-ml","subcategories":[],"tags":["ai","ai-agent-tools","tool-calling","mcp","http","python","pydantic","plugins"],"what_it_does":"python-utcp provides a modular Python implementation of the Universal Tool Calling Protocol (UTCP), centered on a core client library (UtcpClient) plus pluggable protocol “call templates” (e.g., HTTP, CLI, MCP, file/text, websocket). It supports defining a tool “manual” (discovery) and calling tools via configured call templates using typed (Pydantic) models.","use_cases":["Building tool-calling clients that can invoke heterogeneous backends (HTTP APIs, local CLI commands, MCP servers, file/text tools).","Standardizing “tool manuals” (discovery + schemas) for agents to discover available tools.","Implementing an agent-friendly integration layer that routes tool calls through different communication protocols.","Creating configurable tool registries using call templates, variable substitution, and post-processing of results."],"not_for":["Directly serving as a public REST API for your application (it is primarily a client/tool-calling library).","Guaranteed production security compliance out of the box without careful configuration of auth and transport at the protocol/plugin level.","Use where strict, documented SLAs/operational reliability guarantees are required (no evidence of service uptime or operational monitoring)."],"best_when":"You want a Python-native, plugin-based way for agents to discover and call tools across multiple transport styles (especially HTTP/SSE/streaming and MCP) with structured data models.","avoid_when":"You need a single, standardized public API surface with OpenAPI/Swagger for this specific package itself (the standard interface is the client/library + plugins, not a packaged SaaS with documented endpoints).","alternatives":["Other tool-calling frameworks or agent tool libraries (e.g., LangChain tool APIs, OpenAI function calling abstractions).","Model Context Protocol (MCP) implementations directly, without UTCP as an additional abstraction.","Custom HTTP client wrappers with OpenAPI specs and your own tool schema/discovery layer."],"af_score":50.8,"security_score":52.0,"reliability_score":25.0,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:26:17.767510+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":true,"sdk_languages":["Python"],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["Plugin-dependent auth for HTTP call templates (auth object in call template configuration, per README snippet)","No explicit global auth method described for the core client in the provided README excerpt"],"oauth":false,"scopes":false,"notes":"The provided README excerpt indicates that HTTP call templates support an optional auth object, but it does not show concrete auth schemes, scope support, or end-to-end authentication patterns for the core UtcpClient. Authentication complexity and strength therefore depend on the selected plugin and its auth configuration."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing/service model described; this is an open-source Python library with dependencies via pip."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":50.8,"security_score":52.0,"reliability_score":25.0,"mcp_server_quality":30.0,"documentation_accuracy":70.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":55.0,"rate_limit_clarity":20.0,"tls_enforcement":75.0,"auth_strength":50.0,"scope_granularity":30.0,"dependency_hygiene":50.0,"secret_handling":55.0,"security_notes":"Security posture is largely configuration-dependent because UTCP is a client/library that calls out to configured URLs/commands/servers. README emphasizes use of typed models (Pydantic) and includes an auth field for HTTP call templates, but the provided excerpt does not document secure defaults (e.g., TLS-only enforcement, certificate validation behavior, secret redaction/logging, CSRF-like concerns for callbacks, or robust scope enforcement). Ensure secrets are provided via environment/secure stores (README mentions dotenv loading) and avoid logging sensitive variables.","uptime_documented":0.0,"version_stability":45.0,"breaking_changes_history":25.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":"No explicit documentation in the provided README excerpt about idempotency semantics for tool calls or retry-safe operations.","pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Tool naming is namespaced as manual_name.tool_name (client handles it, but agents/integrations must use correct tool identifiers).","Breaking changes from 0.x to 1.0.0 (e.g., provider->call_template, streamable_http->streamable_http renamed to streamable_http?; terminology changes).","Variable substitution namespacing behavior (manual__<name>_VAR) can affect expected payload shapes if downstream tools rely on exact key names."]}}