{"id":"coral-protocol-anemoi","name":"Anemoi","homepage":null,"repo_url":"https://github.com/Coral-Protocol/Anemoi","category":"ai-ml","subcategories":[],"tags":["ai-ml","multi-agent-systems","mcp","agent-to-agent","orchestration","research"],"what_it_does":"Anemoi is a semi-centralized multi-agent system that uses an Agent-to-Agent (A2A) communication MCP server (referenced as Coral Protocol) to enable direct inter-agent collaboration for scalable planning/execution and context management. The repo readme also documents a reproduction setup using multiple external API keys (Firecrawl, Google, OpenRouter, etc.) and runs an experiment via Gradle.","use_cases":["Multi-agent task execution with semi-centralized coordination","Agent-to-agent communication patterns for improved collaboration and progress tracking","Benchmark-style evaluation of small-LLM multi-agent architectures (e.g., GAIA-like setups)","Research/prototyping of MAS frameworks and communication tooling"],"not_for":["Production deployment where a stable, documented public API is required","Teams needing turnkey agent orchestration without custom environment/config","Use cases requiring formal SLAs, strong backward-compat guarantees, and comprehensive error/retry semantics"],"best_when":"You want to experiment with MAS/A2A communication research ideas and can run code in a controlled environment with the required API keys and dependencies.","avoid_when":"Avoid if you need a simple hosted service with a documented API surface, strong auth/rate-limit documentation, and predictable operational behavior without significant setup.","alternatives":["Other multi-agent frameworks with well-documented orchestration (e.g., LangGraph-style workflow graphs, CAMEL-like frameworks)","Generic MCP-based agent tool stacks where MCP servers are fully documented and packaged for reuse","Centralized planner/worker multi-agent patterns using agent frameworks that provide stable APIs/SDKs"],"af_score":26.2,"security_score":40.8,"reliability_score":17.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:32:43.040386+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":["API key environment variables for external services (as documented in README)"],"oauth":false,"scopes":false,"notes":"README indicates required environment variables for multiple third-party providers (e.g., Firecrawl, Google, OpenRouter, chunkr). The repo readme does not describe an auth scheme for the Anemoi service itself (appears to be a self-run experiment)."},"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; likely incurs costs from the referenced external API providers/models you configure (OpenRouter, HF, search, Firecrawl, etc.)."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":26.2,"security_score":40.8,"reliability_score":17.5,"mcp_server_quality":45.0,"documentation_accuracy":40.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":35.0,"rate_limit_clarity":5.0,"tls_enforcement":60.0,"auth_strength":40.0,"scope_granularity":10.0,"dependency_hygiene":45.0,"secret_handling":50.0,"security_notes":"README instructs users to set multiple provider API keys as environment variables. It does not document how secrets are logged or masked, nor does it describe access controls/scopes for the Anemoi component itself. TLS usage is not described in the README (assumed standard for HTTPS calls to providers). No dependency/security posture (e.g., lockfiles, vulnerability scans) is provided in the supplied content.","uptime_documented":0.0,"version_stability":30.0,"breaking_changes_history":20.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Repo README focuses on research reproduction; does not provide agent-facing API/MCP contract details (tool names, schemas, error codes).","Requires multiple external API keys; missing/invalid env vars may cause runtime failures with unclear error handling.","Involves minor modifications to CAMEL within a venv during reproduction, which may impact compatibility across environments."]}}