AINL helps turn AI from "a smart conversation" into "a structured worker." It is designed for teams building AI workflows that need multiple steps, state and memory, tool use, repeatable execution, validation and control, and lower dependence on long prompt loops. AINL is a compact, graph-canonical, AI-native programming system for (READ: README)
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RATE_LIMITAINL_GRAPH_MEMORY_PATHGRAPH_VIZ_PORTAINL_MEMORY_DBAINL_AUDIT_SINKAINL_PTC_RUNNER_MOCKAINL_ALLOW_IR_DECLARED_ADAPTERSHost adapter policy: relaxes env AINL_HOST_ADAPTER_ALLOWLIST when set; intelligence paths under intelligence/ opt in by default unless AINL_INTELLIGENCE_FORCE_HOST_POLICY=1.AINL_EFFICIENT_MODECLI hint for ArmaraOS-hosted graphs (sets env var — Rust compression is on the host):AINL_LOG_TRAJECTORYcd /path/to/AI_Native_Lang && =1 python3 demo_agent.pyOPENCLAW_WORKSPACEAINL_BRIDGE_REPORT_MAX_CHARSAINL_WEEKLY_TOKEN_BUDGET_CAPOPENCLAW_BOOTSTRAP_PREFER_SESSION_CONTEXTAINL_STATUS_COST_PER_M_TOKENSAINL_MCP_WIZARD_DEBUGAINL_MCP_IMPACT_FIRSTAINL_MCP_EXPOSURE_PROFILEprofiles () or env-var inclusion/exclusion lists.AINL_MCP_TOOLSAINL_MCP_RESOURCESAINL_MCP_TOOLS_EXCLUDEAINL_MCP_RESOURCES_EXCLUDEAINL_MCP_COMPILE_CACHE_MAX_ENTRIESAINL_MCP_COMPILER_VERSIONARMARA_AINL_COMPILER_VERSIONAINL_MCP_PROFILEAINL_STRICT_MODEAINL_STRICT_PROFILEAINL_POSTGRES_URLexport ='postgresql://user:pass@localhost:5432/appdb'AINL_POSTGRES_HOSTAINL_POSTGRES_PORTAINL_POSTGRES_DBAINL_POSTGRES_USERAINL_POSTGRES_PASSWORDAINL_POSTGRES_SSLMODEAINL_POSTGRES_SSLROOTCERTAINL_MCP_WORKFLOW_ROOTAINL_CONFIGOPENCLAW_CONFIGAINL_TOOL_REGISTRY_PATHAINL_PATCH_PROFILES_JSONPROMOTER_DASHBOARD_ENABLEDPROMOTER_CANONICAL_GITHUB_URLPROMOTER_PERSONA_PROFILEX_API_KEYX_CONSUMER_KEYX_API_SECRETX_CONSUMER_SECRETX_ACCESS_TOKENX_ACCESS_TOKEN_SECRETX_BEARER_TOKENTWITTER_BEARER_TOKENPROMOTER_LLM_EXTRA_BODY_JSONOPENAI_CHAT_EXTRA_BODY_JSONOPENAI_API_KEYLLM_API_KEYOPENAI_BASE_URLLLM_MODELPROMOTER_LLM_MAX_PROMPT_CHARSPROMOTER_LLM_MAX_COMPLETION_TOKENSPROMOTER_STATE_PATHPROMOTER_PROMPTS_DIRPROMOTER_CODEBASE_ROOTPROMOTER_GIT_EXEPROMOTER_DOTENVPROMOTER_GATEWAY_HOSTMONITOR_CACHE_JSONAINL_AGENT_ROOTAINL_DRY_RUNDry-run + emit: Full dry-run safety (=1) and emitted standalone clients via --emit solana-client so you can rehearse flows before sending real transactions.ARMARAOS_MEMORY_DIRARMARAOS_DAILY_MEMORY_DIRARMARAOS_TOKEN_AUDITOPENFANG_TOKEN_AUDITARMARAOS_API_BASEAINL_BROWSER_AGENT_IDAINL_BROWSER_TIMEOUT_SARMARAOS_API_KEYAINL_CODE_CONTEXT_STORECRM_API_BASECRM_PATH_GITHUB_INTEL_DIGESTCRM_PATH_GITHUB_INTEL_FINDCRM_PATH_LEADS_UPSERTCRM_DB_PATHEMAIL_SMTP_HOSTEMAIL_SMTP_PORTEMAIL_IMAP_HOSTEMAIL_IMAP_PORTEMAIL_USERNAMEEMAIL_PASSWORDEMAIL_FROMEMAIL_DRAFTS_FOLDERAINL_EMBEDDING_MODELAINL_EMBEDDING_MEMORY_DBAINL_EMBEDDING_MODEAINL_SUMMARY_ROOTAINL_FANOUT_DISABLEAINL_FANOUT_MAX_WORKERSGITHUB_API_URLGITHUB_TOKENGH_TOKENAINL_ENABLE_LLM_QUERYAINL_LLM_QUERY_URLAINL_LLM_QUERY_MOCKAINL_LLM_QUERY_CMDAINL_CACHE_JSONOPENCLAW_BINSOCIAL_MONITOR_QUERYLEADS_CSVOPENROUTER_API_KEYAINL_WEB_MODELOPENCLAW_TARGETOPENCLAW_NOTIFY_CHANNELAINL_FS_ROOTAINL_HTTP_PAYMENT_PROFILEAINL_HTTP_MAX_PAYMENT_ROUNDSOPENCLAW_MEMORY_DIROPENCLAW_DAILY_MEMORY_DIRTOKEN_TRACKER_CACHE_NSTOKEN_TRACKER_CACHE_KEYTOKEN_TRACKER_WINDOW_MINUTESTOKEN_TRACKER_CACHE_TTLAINL_ENABLE_PTCAINL_PTC_RUNNER_URLAINL_PTC_RUNNER_CMDAINL_PTC_METRICS_PATHAINL_PTC_USE_SUBPROCESSAINL_EXT_ALLOW_EXECAINL_EXT_EXEC_TIMEOUTAINL_VECTOR_MEMORY_PATHAINL_RUNTIME_ASYNC1 ainl run examples/hello.ainl --enable-adapter postgresAINL_HOST_ADAPTER_ALLOWLISTHost adapter policy: AINL_ALLOW_IR_DECLARED_ADAPTERS relaxes env when set; intelligence paths under intelligence/ opt in by default unless AINL_INTELLIGENCE_FORCE_HOST_POLICY=1.AINL_INTELLIGENCE_FORCE_HOST_POLICYHost adapter policy: AINL_ALLOW_IR_DECLARED_ADAPTERS relaxes env AINL_HOST_ADAPTER_ALLOWLIST when set; intelligence paths under intelligence/ opt in by default unless =1.AINL_BUNDLE_RLIMIT_AS_BYTESAINL_OBSERVABILITY_JSONLAINL_RUNTIME_ASYNC=1 AINL_OBSERVABILITY=1 =/tmp/ainl-reactive-metrics.jsonl \AINL_AVM_SOCKETAINL_SANDBOX_HOSTAINL_SANDBOX_PORTAINL_AVM_HOSTAINL_AVM_PORTAINL_TUNER_MIN_HISTORY_DAYSAINL_TUNER_TARGET_SAVINGS_MINAINL_TUNER_TARGET_SAVINGS_MAXAINL_TUNER_STABLE_DAYS_REQUIREDAINL_TUNER_BRIDGE_STEP_FACTORAINL_TUNER_BRIDGE_GROW_FACTORAINL_TUNER_PROMOTER_STEP_FACTORAINL_TUNER_PROMOTER_GROW_FACTORAINL_TUNER_BRIDGE_MIN_CHARSAINL_TUNER_BRIDGE_MAX_CHARSAINL_TUNER_PROMOTER_PROMPT_MINAINL_TUNER_PROMOTER_PROMPT_MAXAINL_TUNER_PROMOTER_COMPLETION_MINAINL_TUNER_PROMOTER_COMPLETION_MAXAINL_TUNER_FALLBACK_BASELINEOPENCLAW_AINL_AUTO_APPLYWORKSPACEAINL_SERVE_URLLLM_URLANTHROPIC_API_KEYAINL_INCLUDE_EXISTING_CURATED_NEGSOLANA_RPCAINL_USE_BF16PORTTool annotations
No tools have read-only/destructive annotations
Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.
All four hints declared on every tool
26/26 tools missing one or more hints — ainl_get_started (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); ainl_adapter_contract (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); ainl_step_examples (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +23 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.
For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.
Tool inputs are validated
24/25 tool handlers declare input schemas (96%)
Declare an inputSchema with zod/joi/yup on every tool definition.
Tool handlers catch errors
Only 5/25 tool handlers wrap calls in try/catch (20%)
Wrap each tool handler body in try/catch and return a structured error response.
Tests exist
No test files found
Add tests that exercise each declared tool.
Shell command execution
1 child_process call — runs shell commands
Prefer library functions over shell-outs. If you must shell out, ensure all inputs are properly escaped.
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