{"id":"atla-ai-atla-mcp-server","name":"Atla","homepage":null,"repo_url":"https://github.com/atla-ai/atla-mcp-server","category":"ai-ml","subcategories":[],"tags":["archived","mcp-server","evaluation","llm","inactive"],"what_it_does":"Archived MCP server that provided a standardized interface for LLMs to interact with the Atla API for LLMJ evaluation. The Atla API is no longer active (archived July 21, 2025).","use_cases":["LLM response evaluation against custom criteria","Multi-criteria LLM evaluation","Model performance assessment"],"not_for":["Production use - service is archived and unavailable","Any current LLM evaluation work - API is no longer active"],"best_when":null,"avoid_when":"Service is no longer available. Do not use for any new projects.","alternatives":["OpenAI Evals","LangChain evaluation tools","Custom evaluation frameworks","Other active LLM evaluation services"],"af_score":37.5,"security_score":66.5,"reliability_score":15.0,"package_type":"mcp_server","discovery_source":["github_awesome"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T22:16:00.385486+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":"https://github.com/atla-ai/atla-mcp-server","has_sdk":true,"sdk_languages":["Python"],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["API Key"],"oauth":false,"scopes":false,"notes":"Simple API key authentication via ATLA_API_KEY environment variable. No scopes or fine-grained permissions."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Service is archived and no longer available. Pricing information is not relevant."},"requirements":{"requires_signup":true,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":37.5,"security_score":66.5,"reliability_score":15.0,"mcp_server_quality":45.0,"documentation_accuracy":60.0,"error_message_quality":0.0,"error_message_notes":"No details provided on error handling or error message quality in available documentation.","auth_complexity":90.0,"rate_limit_clarity":0.0,"tls_enforcement":100.0,"auth_strength":60.0,"scope_granularity":20.0,"dependency_hygiene":70.0,"secret_handling":85.0,"security_notes":"MCP server uses environment variables for secret handling (good practice). TLS enforced for API calls. However, auth lacks granular scopes and service is archived. Dependency hygiene appears reasonable (uses standard Python build tools, mypy and ruff for code quality), but no CVE scanning results available.","uptime_documented":0.0,"version_stability":0.0,"breaking_changes_history":50.0,"error_recovery":10.0,"idempotency_support":"false","idempotency_notes":"No idempotency information documented.","pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Service is archived and no longer operational","API is unavailable - any agent integration will fail","No error recovery guidance or retry strategy documented","Two evaluation tools with minimal documentation on parameter requirements or response structure"]}}