innovation-lab-examples
80+ production-ready AI agent examples in Python — build autonomous agents, multi-agent systems and agentic AI with uAgents, ASI:One, MCP, A2A, LangChain, CrewAI, Gemini, Claude and OpenAI.
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fetchai
Source: github_topic
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CAL_CREDENTIALS_FILECAL_TOKENS_FILECALENDAR_MCP_PORTTICKETMASTER_API_KEYGMAIL_LOGGMAIL_MCP_PORTLOG_LEVELCONNECTOR_KEY_DIRCONNECTOR_AGENT_SEEDAGENT_NETWORKCONNECTOR_PORTCONNECTOR_HOSTCONNECTOR_USER_IDCONNECTOR_DEVICE_IDORCHESTRATOR_AGENT_ADDRESSAGENTVERSE_API_KEYOPENAI_API_KEYSERPER_API_KEYASI1_API_KEYMODELBASE_URLUAGENT_MESSAGE_TIMEOUTGOOGLE_GENAI_USE_VERTEXAIMCP_SERVER_URLAGENTVERSE_URLANTHROPIC_API_KEYPERPLEXITY_API_KEYAGENT_SEEDAGENT_PORTCAL_CHAT_AGENT_PORTCAL_CHAT_AGENT_NAMECAL_CHAT_AGENT_SEEDCAL_TOKENS_DIROPENAI_MODELCALENDAR_MCP_URLMAX_CAL_CHAT_HISTORYGROQ_API_KEYGMAIL_CHAT_AGENT_PORTGMAIL_CHAT_AGENT_NAMEGMAIL_CHAT_AGENT_SEEDGMAIL_TOKENS_DIRGMAIL_CHAT_IO_LOGGMAIL_MCP_URLMAX_GMAIL_CHAT_HISTORYGMAIL_CHAT_LOGASI1_MODELCOMPOSIO_API_KEYGMAIL_AUTH_CONFIG_IDDUFFEL_TOKENFREECURRENCYAPI_KEYFET_USD_PRICEFET_LCD_URLFET_DENOMFET_VERIFY_ATTEMPTSFET_VERIFY_DELAY_SECFET_DENOM_SCALESKYFIRE_ENVJWKS_URLJWT_ISSUERSKYFIRE_TOKENS_API_URLSELLER_ACCOUNT_IDJWT_AUDIENCESELLER_SERVICE_IDSELLER_SKYFIRE_API_KEYSKYFIRE_API_KEYEXA_API_KEYBROWSERLESS_API_KEYOPENWEATHER_API_KEYTAVILY_API_KEYSTORE_A2A_PORTSTORE_UAGENT_PORTSKYFIRE_TOKENS_CHARGE_API_URLASICLOUD_API_KEYAGENT_SEED_PHRASEAGENTVERSE_KEYHOSTING_ENDPOINTGEMINI_API_KEYAGENT_NAMESESSION_DB_PATHFET_USE_TESTNETFIXED_FET_AMOUNTSKYFIRE_SERVICE_IDSKYFIRE_ACCOUNT_IDAGENTVERSE_AGENT_URIHOSTPUBLIC_BASE_URLANALYSIS_PORTANALYSIS_AGENT_URLGEMINI_MODELORCHESTRATOR_PORTRESEARCH_AGENT_URLSUMMARY_AGENT_URLRESEARCH_PORTSUMMARY_PORTQDRANT_URLQDRANT_API_KEYCHUNK_SIZECHUNK_OVERLAPSIMILARITY_TOP_KCHAT_MEMORY_TOKEN_LIMITEMBED_MODELLLM_MODELSTRIPE_SECRET_KEYSTRIPE_PUBLISHABLE_KEYSTRIPE_AMOUNT_CENTSSTRIPE_CURRENCYSTRIPE_PRODUCT_NAMESTRIPE_SUCCESS_URLSTRIPE_CHECKOUT_EXPIRES_SECONDSNEWS_API_KEYNEWS_API_COUNTRYAGGREGATOR_SEEDAGGREGATOR_ENDPOINTGOOGLE_MAPS_API_KEYEXCEL_SEEDEXCEL_GENERATOR_ENDPOINTGEOCODER_SEEDGEOCODER_MAPPER_ENDPOINTLOCATION_SEEDLOCATION_EXTRACTOR_ENDPOINTTRANSCRIPT_AGENT_ADDRLOCATION_AGENT_ADDRAGGREGATOR_AGENT_ADDRTRIP_PLANNER_AGENT_ADDRWEATHER_AGENT_ADDRPDF_AGENT_ADDREXCEL_AGENT_ADDRORCHESTRATOR_ENDPOINTASSET_LIFETIME_HOURSOUTPUT_DIRFILES_SERVER_PORTFILES_SERVER_HOSTFILES_PUBLIC_BASESTATIC_MAP_SIZESTATIC_MAP_SCALEORCHESTRATOR_SEEDSTRIPE_PRICE_CENTSPDF_SEEDPDF_GENERATOR_ENDPOINTTRANSCRIPT_SEEDTRANSCRIPT_ENDPOINTYOUTUBE_API_KEYTRIP_PLANNER_SEEDTRIP_PLANNER_ENDPOINTWEATHER_SEEDWEATHER_MONITOR_ENDPOINTAGENT_MAILBOX_KEYAGENT_ENDPOINTGOOGLE_SHEET_USER_IDGOOGLE_OAUTH_TOKEN_STORE_FILEGOOGLE_OAUTH_DEVICE_STORE_FILEGOOGLE_OAUTH_CLIENT_JSONGOOGLE_OAUTH_CLIENT_FILEGOOGLE_SHEET_SHARE_EMAILSTRIPE_RETURN_URLLINKEDIN_AUTH_CONFIG_IDAV_API_KEYOPENAI_BASE_URLA2A_PORTASI_LLM_KEYSMTP_HOSTSMTP_USERSMTP_PASSSMTP_PORTSMTP_FROMSMTP_FROM_NAMEPORTTool 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
43/43 tools missing one or more hints — setup_oauth (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); complete_oauth (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); check_auth_status (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +40 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.
Destructive tools are labelled
1 tool perform destructive updates without destructiveHint — reset_oauth_tokens deletes at line 236 (os.remove(TOKENS_PATH))
Add destructiveHint:true to any tool whose handler calls .delete(), .upsert(), .update(), unlink, rm, DELETE, DROP, REPLACE INTO, or any operation that overwrites existing data.
Tool inputs are validated
37/40 tool handlers declare input schemas (93%)
Declare an inputSchema with zod/joi/yup on every tool definition.
Tool test coverage
Only 1/43 tools referenced in tests (2%)
Write tests that reference each tool by name so every tool has at least one test.
Shell command execution
3 child_process/subprocess calls in production code — runs shell commands (anthropic-quickstart/03-function-calling-agent/claude_function_agent.py:201, contributors/community_agent/agent.py:121, contributors/community_agent/agent.py:122)
Prefer library functions over shell-outs. If you must shell out, ensure all inputs are properly escaped.
Secrets stay with their owner
6 secret/sensitive values flow into network calls (ASI_ONE_API_KEY → dynamic, ASI_ONE_API_KEY → dynamic) (16 other flows matched canonical API hosts)
Audit where credentials are sent. A NOTION_TOKEN should only reach api.notion.com — never a third-party host.
Secrets not written to files
3 secret values written to files
Avoid persisting secrets to disk. Keep them in memory or your secret manager.
Secrets not logged
18 secret values sent to console.log
Redact or omit secret values from log output.
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