{"slug":"lambdatest-api-ai-augmented","name":"api-ai-augmented","description":"Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\", \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\", or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\", \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\".","long_description":"---\nname: api-ai-augmented\ndescription: >\n  Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language\n  to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\",\n  \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\",\n  \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\",\n  or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\",\n  \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\".\nlanguages:\n  - JavaScript\n  - TypeScript\n  - Python\ncategory: api-testing\nlicense: MIT\nmetadata:\n  author: TestMu AI\n  version: \"1.0\"\n---\n\n# AI-Augmented API Skill\n\nDesign LLM tool definitions, agentic workflows, and natural language API interfaces.\n\n---\n\n## Anthropic Tool Use Definition\n\n```json\n{\n  \"name\": \"search_products\",\n  \"description\": \"Search for products by keyword, category, or price range. Use when the user wants to find, browse, or compare products.\",\n  \"input_schema\": {\n    \"type\": \"object\",\n    \"properties\": {\n      \"query\": {\n        \"type\": \"string\",\n        \"description\": \"Search query keywords\"\n      },\n      \"category\": {\n        \"type\": \"string\",\n        \"enum\": [\"electronics\", \"clothing\", \"books\", \"home\"],\n        \"description\": \"Optional category filter\"\n      },\n      \"min_price\": { \"type\": \"number\", \"description\": \"Minimum price in USD\" },\n      \"max_price\": { \"type\": \"number\", \"description\": \"Maximum price in USD\" },\n      \"limit\": { \"type\": \"integer\", \"default\": 10, \"description\": \"Max results to return\" }\n    },\n    \"required\": [\"query\"]\n  }\n}\n```\n\n---\n\n## OpenAI Function Calling Definition\n\n```json\n{\n  \"type\": \"function\",\n  \"function\": {\n    \"name\": \"create_order\",\n    \"description\": \"Create a new order for a user. Use when the user wants to purchase a product. Always confirm product and quantity before calling.\",\n    \"parameters\": {\n      \"type\": \"object\",\n      \"properties\": {\n        \"product_id\": { \"type\": \"string\", \"description\": \"The product ID to order\" },\n        \"quantity\": { \"type\": \"integer\", \"minimum\": 1, \"description\": \"Quantity to order\" },\n        \"shipping_address\": {\n          \"type\": \"object\",\n          \"properties\": {\n            \"street\": { \"type\": \"string\" },\n            \"city\": { \"type\": \"string\" },\n            \"country\": { \"type\": \"string\" }\n          },\n          \"required\": [\"street\", \"city\", \"country\"]\n        }\n      },\n      \"required\": [\"product_id\", \"quantity\", \"shipping_address\"]\n    }\n  }\n}\n```\n\n---\n\n## MCP (Model Context Protocol) Tool Schema\n\n```json\n{\n  \"name\": \"get_build_status\",\n  \"description\": \"Get the status of a HyperExecute test job. Use when the user asks about test results, job status, or CI build outcomes.\",\n  \"inputSchema\": {\n    \"type\": \"object\",\n    \"properties\": {\n      \"job_id\": { \"type\": \"string\", \"description\": \"The HyperExecute job ID\" }\n    },\n    \"required\": [\"job_id\"]\n  }\n}\n```\n\n> 🔗 **Real-World Integration — TestMu AI HyperExecute**\n> Build MCP tools that let AI agents query and control test jobs via the HyperExecute API.\n> Docs: https://www.testmuai.com/support/api-doc/?key=hyperexecute\n\n---\n\n## Tool Design Principles\n\n1. **One tool = one action**: Don't combine search + filter + sort into one tool. Split them.\n2. **Description drives routing**: The LLM picks tools from descriptions — be specific and include trigger phrases.\n3. **Required vs optional**: Only mark fields `required` if the API truly needs them.\n4. **Enum for constrained values**: Use `enum` instead of `string` for fixed-choice fields.\n5. **Idempotent where possible**: Prefer read tools over write tools for exploration.\n6. **Confirm before destructive actions**: Description should say \"Always confirm with the user before calling.\"\n\n---\n\n## Agentic Workflow Example\n\n```\nUser: \"Get me the status of my last 3 test builds\"\n\nAgent plan:\n  1. call list_jobs(limit=3, sort=\"created_at:desc\")\n     → returns [{id: \"job_1\", status: \"passed\"}, {id: \"job_2\", status: \"failed\"}, ...]\n  2. call get_job_details(job_id=\"job_2\")  // dig into the failed one\n     → returns task breakdown, error logs\n  3. Synthesize: \"Your last 3 builds: job_1 passed, job_2 failed (2 of 15 tasks failed on Chrome/Win10), job_3 passed.\"\n```\n\n---\n\n## Natural Language → API Mapping Table\n\nBuild this mapping for any domain:\n\n| Natural language intent | API call |\n|------------------------|---------|\n| \"Find hotels in Paris\" | `GET /hotels/search?location=Paris` |\n| \"Book a room for 2 nights\" | `POST /bookings` |\n| \"Cancel my reservation\" | `POST /bookings/{id}/cancel` |\n| \"Show my past orders\" | `GET /orders?user=me&sort=date:desc` |\n| \"Is the API working?\" | `GET /health/ready` |\n\n---\n\n## API-as-Plugin (OpenAPI → GPT Plugin / Tool)\n\nMinimal `ai-plugin.json`:\n```json\n{\n  \"schema_version\": \"v1\",\n  \"name_for_human\": \"My API\",\n  \"name_for_model\": \"my_api\",\n  \"description_for_human\": \"Access my service's data and actions.\",\n  \"description_for_model\": \"Use this plugin to search, create, update and delete resources in My API. Always prefer specific endpoints over generic ones. Confirm destructive actions with the user first.\",\n  \"auth\": { \"type\": \"oauth\" },\n  \"api\": { \"type\": \"openapi\", \"url\": \"https://api.example.com/openapi.json\" }\n}\n```","tagline":"Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natura","category":"api-testing","tags":["agent-skill"],"author":"LambdaTest","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github fast track","sourceDetail":"LambdaTest/agent-skills","creatorName":"LambdaTest","creatorUrl":"https://github.com/LambdaTest","sourceUrl":"https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/lambdatest-api-ai-augmented#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":365,"forks":69,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":38.04},"quality":{"score":66,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"365","tone":"neutral"},{"label":"Freshness","value":"2mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v5","score":67,"base_score":75,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. 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activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["Quality score needs review","Permission surface needs review: secrets or environment access, network or browser access","Permission surface: secrets or environment access, network or browser access"],"evidence":{"stars":"365 GitHub stars","repoActivity":"365 stars, 69 forks","lastPushed":"2mo since push","license":"MIT","repository":"https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api","install":"npx skills add LambdaTest/agent-skills --skill api-ai-augmented","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, network or browser access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add LambdaTest/agent-skills --skill api-ai-augmented","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","2mo since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Quality score needs review","Permission surface needs review: secrets or environment access, network or browser access","Permission surface: secrets or environment access, network or browser access"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["api-testing","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["Quality score needs review","Permission surface needs review: secrets or environment access, network or browser access","Permission surface: secrets or environment access, network or browser access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":49,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Secrets or environment access","49/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Secrets or environment access","Permission surface may require sandboxing"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Secrets or environment access","49/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":70,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: secrets or environment access, network or browser access","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Permission surface: secrets or environment access, network or browser access"],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","High-risk permission hints: Secrets or environment access","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, network or browser access","Permission surface: secrets or environment access, network or browser access"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate api-ai-augmented before installing it in an agent workflow","api-testing","Research agents workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add LambdaTest/agent-skills --skill api-ai-augmented"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add LambdaTest/agent-skills --skill api-ai-augmented"]},{"id":"trust_score","label":"Trust score","status":"warn","score":75,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","365 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":77,"required_for_auto_install":true,"detail":"Needs review","evidence":["Permission surface may require sandboxing"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":49,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Secrets or environment access"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":88,"required_for_auto_install":false,"detail":"2mo since push","evidence":["2mo since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":48,"required_for_auto_install":true,"detail":"secrets or environment access, network or browser access","evidence":["Network access: medium","Secrets or environment access: high","Database access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/lambdatest-api-ai-augmented/evals","api":"/api/agent/evals?slug=lambdatest-api-ai-augmented","text":"/api/agent/evals?slug=lambdatest-api-ai-augmented&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"lambdatest-api-ai-augmented","name":"api-ai-augmented","description":"Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\", \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\", or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\", \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\".","category":"api-testing","url":"https://www.openagentskill.com/skills/lambdatest-api-ai-augmented","repository":"https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api","github_repo":"LambdaTest/agent-skills"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Move data between tools","Transform files"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add LambdaTest/agent-skills --skill api-ai-augmented","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add lambdatest-api-ai-augmented"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"api-ai-augmented\" agent skill from https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\", \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\", or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\", \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"lambdatest-api-ai-augmented\",\"task\":\"Install api-ai-augmented\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"api-ai-augmented\" as a Claude Code skill from https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\", \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\", or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\", \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"lambdatest-api-ai-augmented\",\"task\":\"Install api-ai-augmented\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"api-ai-augmented\" from https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\", \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\", or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\", \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"lambdatest-api-ai-augmented\",\"task\":\"Install api-ai-augmented\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/lambdatest-api-ai-augmented/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/lambdatest-api-ai-augmented"},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"365 GitHub stars","repoActivity":"365 stars, 69 forks","lastPushed":"2mo since push","license":"MIT","repository":"https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api","install":"npx skills add LambdaTest/agent-skills --skill api-ai-augmented","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, network or browser access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["api-testing","agent-skill"],"known_risks":["Quality score needs review","Permission surface needs review: secrets or environment access, network or browser access","Permission surface: secrets or environment access, network or browser access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, network or browser access","Permission surface: secrets or environment access, network or browser access"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":66,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"Testing and QA","maintenance":"2mo since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Secrets or environment access","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, network or browser access","Permission surface: secrets or environment access, network or browser access"],"agent_contract":{"task_input":"Use api-ai-augmented in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 75/100 Strong shortlist","Audit: 77/100 Needs review","Safety: 49/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"lambdatest-api-ai-augmented (api-ai-augmented)","install_command":"npx skills add LambdaTest/agent-skills --skill api-ai-augmented","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"lambdatest-api-ai-augmented","task":"Use api-ai-augmented in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/lambdatest-api-ai-augmented","api":"https://www.openagentskill.com/api/agent/skills/lambdatest-api-ai-augmented","audit":"https://www.openagentskill.com/skills/lambdatest-api-ai-augmented/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=lambdatest-api-ai-augmented&task=Use%20api-ai-augmented%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20api-ai-augmented%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20api-ai-augmented%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/lambdatest-api-ai-augmented/install","manifest":"https://www.openagentskill.com/api/registry/manifest/lambdatest-api-ai-augmented"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"lambdatest-api-ai-augmented","name":"api-ai-augmented","description":"Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\", \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\", or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\", \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\".","category":"api-testing","url":"https://www.openagentskill.com/skills/lambdatest-api-ai-augmented","repository":"https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api","github_repo":"LambdaTest/agent-skills"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Move data between tools","Transform files"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add LambdaTest/agent-skills --skill api-ai-augmented","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add lambdatest-api-ai-augmented"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"api-ai-augmented\" agent skill from https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\", \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\", or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\", \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"lambdatest-api-ai-augmented\",\"task\":\"Install api-ai-augmented\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"api-ai-augmented\" as a Claude Code skill from https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\", \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\", or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\", \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"lambdatest-api-ai-augmented\",\"task\":\"Install api-ai-augmented\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"api-ai-augmented\" from https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\", \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\", or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\", \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"lambdatest-api-ai-augmented\",\"task\":\"Install api-ai-augmented\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/lambdatest-api-ai-augmented/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/lambdatest-api-ai-augmented"},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"365 GitHub stars","repoActivity":"365 stars, 69 forks","lastPushed":"2mo since push","license":"MIT","repository":"https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api","install":"npx skills add LambdaTest/agent-skills --skill api-ai-augmented","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, network or browser access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["api-testing","agent-skill"],"known_risks":["Quality score needs review","Permission surface needs review: secrets or environment access, network or browser access","Permission surface: secrets or environment access, network or browser access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, network or browser access","Permission surface: secrets or environment access, network or browser access"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":66,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"Testing and QA","maintenance":"2mo since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Secrets or environment access","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, network or browser access","Permission surface: secrets or environment access, network or browser access"],"agent_contract":{"task_input":"Use api-ai-augmented in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 75/100 Strong shortlist","Audit: 77/100 Needs review","Safety: 49/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"lambdatest-api-ai-augmented (api-ai-augmented)","install_command":"npx skills add LambdaTest/agent-skills --skill api-ai-augmented","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"lambdatest-api-ai-augmented","task":"Use api-ai-augmented in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/lambdatest-api-ai-augmented","api":"https://www.openagentskill.com/api/agent/skills/lambdatest-api-ai-augmented","audit":"https://www.openagentskill.com/skills/lambdatest-api-ai-augmented/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=lambdatest-api-ai-augmented&task=Use%20api-ai-augmented%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20api-ai-augmented%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20api-ai-augmented%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/lambdatest-api-ai-augmented/install","manifest":"https://www.openagentskill.com/api/registry/manifest/lambdatest-api-ai-augmented"}},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"Testing and QA","description":"I need my agent to test a web app, reproduce bugs, and verify fixes.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"workflow-automation","title":"Workflow automation"},{"slug":"testing-qa","title":"Testing and QA"}]},"applicableAgents":["Claude Code","OpenAI Agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add LambdaTest/agent-skills --skill api-ai-augmented","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":365,"starsLabel":"365","forks":69,"license":"MIT","qualityScore":66,"trustScore":75,"auditScore":77},"maintenance":{"status":"active","label":"2mo since push","daysSincePush":45,"lastPushedAt":"2026-07-24T15:13:07+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, network or browser access","Permission surface: secrets or environment access, network or browser access","Needs review"]},"coverageTags":["Coding","Testing and QA","api-testing","agent-skill"]},"audit":{"audit_score":77,"risk_level":"needs_review","risk_label":"Needs review","quality_score":66,"trust_score":75,"maintenance_score":88,"security_score":80,"install_score":92,"warnings":["Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, network or browser access","Permission surface: secrets or environment access, network or browser access"]},"quality_signals":{"model":"v2","star_score":17.94,"usage_score":0,"review_score":5.1,"metadata_score":3,"freshness_score":12},"platforms":["Claude Code","OpenAI Agents"],"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"testing-qa","title":"Testing and QA","url":"https://www.openagentskill.com/use-cases/testing-qa"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"stacks":[{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"},{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"}],"install":"npx skills add LambdaTest/agent-skills --skill api-ai-augmented","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add lambdatest-api-ai-augmented","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"api-ai-augmented\" agent skill from https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\", \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\", or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\", \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"lambdatest-api-ai-augmented\",\"task\":\"Install api-ai-augmented\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"api-ai-augmented\" as a Claude Code skill from https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\", \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\", or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\", \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"lambdatest-api-ai-augmented\",\"task\":\"Install api-ai-augmented\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"api-ai-augmented\" from https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API workflows. Use whenever the user asks about \"AI calling my API\", \"function calling schema\", \"tool definition for LLM\", \"MCP tools\", \"natural language API\", \"AI agent\", \"let Claude use my API\", \"OpenAI function calling\", \"Anthropic tool use\", \"API agent workflow\", or \"convert user intent to API calls\". Triggers on: \"tool schema\", \"function spec\", \"agentic API\", \"LLM plugin\", \"AI integration\", \"RAG with my API\", or \"chatbot that calls my API\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"lambdatest-api-ai-augmented\",\"task\":\"Install api-ai-augmented\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api","github_repo":"LambdaTest/agent-skills","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/lambdatest-api-ai-augmented","repository":"https://github.com/LambdaTest/agent-skills/tree/main/api-skill/ai-based-api","api":"/api/agent/skills/lambdatest-api-ai-augmented","install_api":"/api/skills/lambdatest-api-ai-augmented/install"},"meta":{"created_at":"2026-09-03T11:26:57.081849+00:00","updated_at":"2026-09-03T11:26:57.124882+00:00","agent_friendly":true}}