{"id":"bonigarcia-context-engineering","name":"context-engineering","homepage":null,"repo_url":"https://github.com/bonigarcia/context-engineering","category":"ai-ml","subcategories":[],"tags":["ai-ml","llm","prompting","agentic-ai","context-engineering","rag","mcp","memory-management","multi-agent-systems","spec-driven-development"],"what_it_does":"Context-engineering repository/companion materials and examples for designing context-aware LLM/agent systems, including concepts for structuring system instructions, retrieval/external knowledge, tools and memory, and state/multi-agent flows, plus an online context-aware prompt builder tool referenced in the README.","use_cases":["Building context-aware prompts and agent systems with structured context components (instructions, tools, memory, state)","Designing and evaluating RAG and retrieval strategies as part of overall context construction","Implementing tool-using and memoryful agent patterns (short- and long-term context management)","Multi-agent system coordination via explicit state and context flow patterns","Using the referenced online prompt builder to design/compare structured prompts across frameworks/models"],"not_for":["A production-ready, fully specified API/service for direct programmatic use (based on the provided README excerpt)","A turn-key SDK for executing agent workflows without additional implementation work","A source of guaranteed uptime/SLA or operational guarantees"],"best_when":"You want educational/companion examples and reference patterns to inform how you structure context for LLM and agent systems, and optionally to use the linked online prompt builder during development.","avoid_when":"You need a stable, versioned programmatic interface (REST/SDK/MCP) with clear auth, rate limits, and operational behavior as a dependency.","alternatives":["Framework-specific agent/prompt tooling (e.g., LangChain, LlamaIndex) for context assembly and RAG","OpenAI Agents SDK patterns for sessions/memory management","Prompt template/prompt libraries from major model providers (Anthropic/others)","MCP-enabled agent frameworks from the ecosystem (if your goal is tool execution via MCP rather than concept/examples)"],"af_score":28.2,"security_score":30.5,"reliability_score":12.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T15:26:14.802984+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication requirements are described in the provided README excerpt because the repository appears to be primarily educational/companion content rather than an API service."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Pricing is not described in the provided content."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":28.2,"security_score":30.5,"reliability_score":12.5,"mcp_server_quality":0.0,"documentation_accuracy":35.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":100.0,"rate_limit_clarity":0.0,"tls_enforcement":50.0,"auth_strength":40.0,"scope_granularity":0.0,"dependency_hygiene":30.0,"secret_handling":30.0,"security_notes":"No security architecture is described in the provided content. As an educational repository, it likely has minimal runtime security concerns, but the online tool (if used) could introduce web security considerations; without further details, scores are conservative.","uptime_documented":0.0,"version_stability":30.0,"breaking_changes_history":20.0,"error_recovery":0.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["The provided README excerpt does not show a concrete programmatic interface (endpoints, schemas, tool definitions, or error contracts), so an agent cannot reliably integrate without inspecting the repository code/docs further.","The project is explicitly WIP, implying patterns/examples may change and may not be production-stable."]}}