{"slug":"footprintjs-agentfootprint","name":"agentfootprint","description":"Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework.","long_description":"---\nname: agentfootprint\ndescription: Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework.\n---\n\n# agentfootprint — The Explainable Agent Framework\n\nagentfootprint structures AI agents as composable flowcharts, so every injection, read, write, decision and tool call becomes connected evidence as the run happens. Every concept takes an `LLMProvider` — swap `mock({...})` for `anthropic({...})` with zero code changes.\n\n**Core principles:**\n- Adapter-swap testing ($0 test runs, deterministic assertions)\n- The ladder: `mock` → `ollama` (free, local, real model) → a paid provider\n- Declare context (facts, steering, skills); the framework decides WHEN it fires and WHICH slot it lands in\n- Collect during traversal, never post-process (inherited from footprintjs)\n\n```bash\nnpm install agentfootprint footprintjs\n```\n\n## Read this first — what does NOT exist\n\nThese are not hypothetical. A capable author, working from a correct mental model of\nthis library, invented all four in one document. Treat them as the things you are\nmost likely to get wrong here.\n\n| You will reach for | The reality |\n|---|---|\n| `startRun(...)` | **No such function.** The door is `agent.run(input, options?)`, where `AgentInput = { message: string; identity?; continueFrom? }` and `AgentOutput = string`. `run()` returns `AgentOutput \\| RunnerPauseOutcome` — a run paused for a human returns a checkpoint; discriminate with `isPaused(result)`. |\n| `RunStep` as skill/route history | **`RunStep` is real and it is something else** — the footprintjs flowchart TOPOLOGY slider, exported from `agentfootprint/observe`. Its `kind` is `'sequential' \\| 'fork' \\| 'merge' \\| 'decide' \\| 'iteration' \\| 'iteration-exit' \\| 'react'`. Nothing in it concerns skills. Importing it succeeds, which is exactly why it is dangerous. For route history use `routeRecorder()` from the same door. |\n| the LLM classifier as routing \"tier 3\" | **It is a tier-2 strategy.** Tier 1 = declared start rules. Tier 2 = the configured scorer — `llmClassifier(provider)` OR `keywordScorer()` OR `embeddingScorer(e)` OR the entry scorer; near-ties fall through rather than argmax. Tier 3 = a menu the model resolves in-band through `read_skill`'s own description, reached only when tier 2 was NOT decisive. |\n| a skill's tools being gated to that skill automatically | **They are not, by default.** `defineSkill({ tools })` puts them in the agent's static tool list at build time — visible from iteration 1 whether the skill ever activates or not. Ask for the gate: `.toolsFromActiveSkill()` (agent-wide), `skillGraph({ scopeTools: true })` (graph-wide), or `autoActivate: 'currentSkill'` (per skill). `.tree()` leaves are the one shape scoped by default. |\n\nTwo more absences: there is **no runtime force-stop governor** (`routeRecorder().getTrips()`\nonly *labels* a spinning run; `maxIterations` is the hard stop), and there is **no\nautomatic re-delivery of an ageing skill body** (`refreshPolicy` is stored and never\nread on any version — use `surfaceMode: 'both'`).\n\n## Subpath map — 13 doors\n\n`agentfootprint` (main barrel: `Agent`, `LLMCall`, `defineTool`, control flow, patterns, `defineRAG`, pause/resume) · `/providers` (`mock`, `anthropic`, `openai`, `bedrock`, `ollama`, `mcpClient`, embedders — every provider, so bundlers never walk the vendor SDKs from the main barrel) · `/context` (`defineSkill`, `defineFact`, `defineSteering`, `defineInstruction`, `skillGraph`, `skillsFromDir`, the scorers) · `/memory` (`defineMemory`, `InMemoryStore`, `mockEmbedder`, the stores) · `/rag` (stores + loaders; `defineRAG` itself is on the main barrel) · `/observe` (recorders, tracing, `RunStep`) · `/resilience` (provider decorators) · `/reliability` (the rules-based fail-fast gate) · `/cache` (prefix-cache strategies; importing it registers them) · `/security` · `/hosting` · `/events` · `/skill-graph` (the routing layer with no framework attached, for a host that is not this agent).\n\n## Core Concepts\n\n### LLMCall — a single LLM call, no tools\n\n```typescript\nimport { LLMCall } from 'agentfootprint';\nimport { mock } from 'agentfootprint/providers';\n\nconst caller = LLMCall.create({ provider: mock({ reply: 'Hello!' }), model: 'mock' }).system('You are helpful.').build();\nconst result = await caller.run({ message: 'Hi' });\n```\n\n### Agent — a ReAct agent with tools\n\n```typescript\nimport { Agent, defineTool } from 'agentfootprint';\nimport { mock } from 'agentfootprint/providers';\n\nconst weather = defineTool({\n  name: 'weather',\n  description: 'Get current weather for a city.',\n  inputSchema: { type: 'object', properties: { city: { type: 'string' } }, required: ['city'] },\n  execute: async ({ city }: { city: string }) => `${city}: 72°F, sunny`,\n});\n\nconst agent = Agent.create({ provider: mock({ reply: 'It is 72°F.' }), model: 'mock' })\n  .system('You answer weather questions using the weather tool.')\n  .tool(weather)\n  .maxIterations(5)\n  .build();\n\nconst result = await agent.run({ message: 'Weather in Paris?' });\n```\n\n### Context — facts, steering, skills, and declared routing\n\n```typescript\nimport { defineFact, defineSteering, defineSkill, skillGraph } from 'agentfootprint/context';\n\nAgent.create({ provider, model })\n  .fact(defineFact({ id: 'user-profile', data: 'Plan: Pro · Customer since 2022' }))\n  .steering(defineSteering({ id: 'policy', prompt: 'Never promise a refund before checking.' }))\n  .skill(defineSkill({ id: 'refunds', description: 'Refund procedure.', body: '…', tools: [issueRefund] }))\n  .build();\n```\n\n`defineSkill` bodies load on demand — the model opens one with `read_skill`, or a `skillGraph()` routes to it:\n\n```typescript\nconst graph = skillGraph()\n  .entry(triage, { when: (c) => /order/.test(c.userMessage) })   // where the turn STARTS\n  .route(triage, refunds, { onToolReturn: 'lookup_order' })      // a declared handoff\n  .build();\n\nAgent.create({ provider, model }).skillGraph(graph).build();\ngraph.toMermaid();   // declared === drawn\n```\n\n`.entry()` and `.route()` take the skill OBJECTS, not their ids. The object form is\nthe other door — `skillGraph({ skills, start, steps })` returns a finished graph with\nnothing to chain.\n\nA skill is active exactly while the cursor is on it — one skill's turn at a time. An `.entry(x)` with **no** `when` is the persistent base (`always`), on beside whatever the cursor is on.\n\n**The cursor is a program counter, not a per-turn classifier.** Nine causes move it (or\ndecline to), reported as `cursorMove.by` on `agentfootprint.context.evaluated` and as\n`outcome` on `routeRecorder().getHops()`:\n\n`'entry'` (cold start) · `'route'` (a declared `from`-gated edge fired) · `'tool-proposal'`\n(a TOOL RESULT proposed a transition and the graph accepted it) · `'model-pick'` (a\ngate-accepted `read_skill`) · `'intent'` (the tier-2 scorer was decisive) · `'continuity'`\n(the cursor inherited from the previous turn held) · `'decider'` (an out-of-band menu\nresolver) · `'stay'` (nothing fired — sticky, and a recorded decision, not an absence) ·\n`'none'` (no cursor at all: nothing to enter, or a `tree()`, which has no cursor).\n`routeRecorder`'s `RouteOutcome` is those eight minus `'none'` (no cursor, no hop) plus\n`'rejected'` — nine values. Precedence when several want it at once:\n**declared edge > accepted tool proposal > model pick > stay.** A suppressed pick emits\n`agentfootprint.skill.reroute_superseded`; a parallel batch matching different targets\nemits `agentfootprint.skill.route_conflict`.\n\n**The cursor is per RUN by default.** A second `run()` starts cold at the entry.\n`.skillGraph(graph, { continuity: 'conversation' })` makes it span the conversation.\n\n**`read_skill` has a three-way design, not one list.** Per iteration a skill is\n*reachable* (named under \"Reachable from here\"), *refusable* (named under \"Not reachable\nfrom here\" — a graph refusal is about WHERE THE CURSOR IS, so naming it lets the model\nroute in one step), or *hidden* (absent entirely — a hidden skill is about WHO IS ASKING,\nand naming it would leak the shape of somebody else's permissions; needs a\n`PermissionChecker` governing `skill_read`). **The enum stays the full catalog in every\ncase** — narrowing it would turn a policy refusal into a generic schema error the model\nnever reads.\n\nA refused pick gets one teaching sentence back and moves nothing:\n\n```text\nread_skill(\"audit-log\") is not reachable from here. Reachable skills: billing. Pick one of these, or finish.\n```\n\n**The authority rule.** A tool result is written into the conversation once and then only\nages; the system prompt is rebuilt from nothing every iteration (`reactMode: 'dynamic'`,\nthe default, re-runs the InjectionEngine and all three slots). So standing instructions\nbelong in the recomposed surface. `reactMode: 'classic'` caches system-prompt and tools\nafter turn 1 — do **not** use it with skills.\n\n### RAG — retrieve, augment, generate\n\n```typescript\nimport { defineRAG } from 'agentfootprint';                    // wiring lives on the main barrel\nimport { InMemoryStore, mockEmbedder } from 'agentfootprint/memory';\n\nAgent.create({ provider, model })\n  .rag(defineRAG({ id: 'docs', store: new InMemoryStore(), embedder: mockEmbedder(), topK: 5 }))\n  .build();\n```\n\n### Control flow + patterns — compose runners\n\n```typescript\nimport { Sequence, Parallel, Loop, Conditional, workflow, graph } from 'agentfootprint';\nimport { swarm, debate, reflection, selfConsistency, mapReduce, tot } from 'agentfootprint';  // patterns\n\nconst pipeline = Sequence.create().step('research', researchAgent).step('write', writerAgent).build();\n\nconst desk = swarm({\n  agents: [{ id: 'research', runner: researchAgent }, { id: 'write', runner: writerAgent }],\n  route: ({ message }) => (/write/.test(message) ? 'write' : 'research'),\n});\n```\n\n## Providers\n\n```typescript\nimport { mock, anthropic, openai, bedrock, ollama } from 'agentfootprint/providers';\n\nconst provider = process.env.NODE_ENV === 'production'\n  ? anthropic({ apiKey: process.env.ANTHROPIC_API_KEY! })\n  : ollama('llama3.2');            // free local model; or mock({...}) for determinism\n```\n\n`mock` takes `{ reply }` (one fixed answer), `{ replies: [...] }` (consumed in order — exhaustion throws loud), or `{ respond: (req) => … }` (build the answer from the request, including `toolCalls`).\n\n## Tools\n\n```typescript\nimport { defineTool } from 'agentfootprint';\n\nconst calculator = defineTool({\n  name: 'calculator',                                  // `name`, not `id`\n  description: 'Perform arithmetic',\n  inputSchema: { type: 'object', properties: { expression: { type: 'string' } } },\n  execute: async ({ expression }: { expression: string }) => String(evaluate(expression)),\n});\n```\n\n### A long tool that says where it is\n\n```typescript\nexecute: async (args, ctx) => {\n  for (const [i, hop] of hops.entries()) {\n    await visit(hop);\n    ctx.progress({ done: i + 1, total: hops.length });   // → stream.tool_progress\n  }\n  return summarize(hops);\n},\n```\n\n`ctx.progress` is always present, never throws, never blocks, and never reaches\nthe model — the framework stamps `toolCallId` / `toolName` / `iteration`, you own\n`payload`. `agent.on('agentfootprint.stream.*')` and `toSSE(agent)` carry it with\nno extra wiring.\n\n### When a tool finds nothing, and what a clean result does not cover\n\n```typescript\nimport { absent, coverage, defineTool } from 'agentfootprint';\n\n// \"I looked and there is nothing\" — never readable as \"I could not look\".\nexecute: ({ port }) => rows.length ? rows : absent({\n  what: `FLOGI entries on ${port}`,\n  checked: ['shq-fab-a: the live fcns database', 'window: the last 24h'],\n  notChecked: [{ what: 'the archived history', why: 'older than the 24h window' }],\n  cannotCover: [{ what: 'the peer fabric', why: 'this collector is scoped to one fabric' }],\n ","tagline":"Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the","category":"design-creative","tags":["agent-skill"],"author":"footprintjs","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"footprintjs/agentfootprint","creatorName":"footprintjs","creatorUrl":"https://github.com/footprintjs","sourceUrl":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/footprintjs-agentfootprint#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":20,"forks":3,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":32.96},"quality":{"score":60,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"20","tone":"neutral"},{"label":"Freshness","value":"2d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["Low GitHub adoption signal","The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured."]},"trust":{"version":"trust-score-v5","score":55,"base_score":63,"outcome_confidence":0,"tier":"risk","label":"Do not auto-install","summary":"Trust Score v5 found insufficient evidence for agent installation. 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issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"2d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add footprintjs/agentfootprint --skill agentfootprint"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"pass","label":"OpenAgentSkill usage","detail":"4 views, 0 install copies"},{"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","Outcome loop is ready but needs first real agent run"],"warnings":["The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Financial research output is not financial advice; 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require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review"]},"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":"sandbox_only","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v3","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["design-creative","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add footprintjs/agentfootprint --skill agentfootprint","trust_score":55,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["design-creative","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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"knownRisks":["The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 20 GitHub stars","Stars/forks activity: 20 stars, 3 forks; issue activity unavailable in current metadata"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":63,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v5":{"version":"trust-score-v5","score":55,"base_score":63,"outcome_confidence":0,"tier":"risk","label":"Do not auto-install","summary":"Trust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.","recommendedAction":"Choose a stronger alternative or inspect the source manually before any install attempt.","decision":{"install_policy":"sandbox_only","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["55/100 Trust Score v5","63/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","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"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":30,"weight":0.13,"status":"fail","detail":"20 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"20 stars, 3 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"2d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":36,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add footprintjs/agentfootprint --skill agentfootprint"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":24,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"fail","label":"GitHub adoption","detail":"20 GitHub stars"},{"status":"fail","label":"Stars/forks activity","detail":"20 stars, 3 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"2d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add footprintjs/agentfootprint --skill agentfootprint"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"pass","label":"OpenAgentSkill usage","detail":"4 views, 0 install copies"},{"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","Outcome loop is ready but needs first real agent run"],"warnings":["The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 20 GitHub stars","Stars/forks activity: 20 stars, 3 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"20 GitHub stars","repoActivity":"20 stars, 3 forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code","install":"npx skills add footprintjs/agentfootprint --skill agentfootprint","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"sandbox_only"},"installReadiness":{"ready":true,"command":"npx skills add footprintjs/agentfootprint --skill agentfootprint","policy":"sandbox_only","label":"Sandbox only","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","2d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review"]},"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":"sandbox_only","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v3","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["design-creative","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add footprintjs/agentfootprint --skill agentfootprint","trust_score":55,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["design-creative","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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"knownRisks":["The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 20 GitHub stars","Stars/forks activity: 20 stars, 3 forks; issue activity unavailable in current metadata"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":63,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v4":{"version":"trust-score-v4","score":63,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection.","recommendedAction":"Inspect the repository, license, and recent activity before connecting it to agent workflows.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":30,"weight":0.13,"status":"fail","detail":"20 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"20 stars, 3 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"2d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":36,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add footprintjs/agentfootprint --skill agentfootprint"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":24,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"fail","label":"GitHub adoption","detail":"20 GitHub stars"},{"status":"fail","label":"Stars/forks activity","detail":"20 stars, 3 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"2d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add footprintjs/agentfootprint --skill agentfootprint"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"pass","label":"OpenAgentSkill usage","detail":"4 views, 0 install copies"},{"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":["The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 20 GitHub stars","Stars/forks activity: 20 stars, 3 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"evidence":{"stars":"20 GitHub stars","repoActivity":"20 stars, 3 forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code","install":"npx skills add footprintjs/agentfootprint --skill agentfootprint","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add footprintjs/agentfootprint --skill agentfootprint","policy":"sandbox_only","label":"Sandbox only","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","2d since push","Financial domain: human review is required before use in a live investment workflow."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review"]},"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":"sandbox_only","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["design-creative","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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"knownRisks":["The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 20 GitHub stars","Stars/forks activity: 20 stars, 3 forks; issue activity unavailable in current metadata"]},"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":23,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Metadata combines secrets access with shell or command execution","Audit risk risky exceeds max_risk=medium"]},"auto_install_allowed":false,"human_review_required":true,"blocked":true,"audit_risk":"risky","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"browser","label":"Browser automation","reason":"Skill may drive a browser or interact with web pages.","severity":"medium"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","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":["Audit risk risky exceeds max_risk=medium","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","auto_install_policy":"block","auto_install_allowed":false,"blocked":true,"human_review_required":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Metadata combines secrets access with shell or command execution","Audit risk risky exceeds max_risk=medium"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":59,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Audit score: Risky","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Audit score: Risky","Agent safety gate: This skill should not be selected by an agent without explicit human security review.","Permission surface: secrets or environment access, shell or command execution"],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit risk risky exceeds max_risk=medium","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review"],"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 agentfootprint before installing it in an agent workflow","design-creative","RAG and knowledge 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 footprintjs/agentfootprint --skill agentfootprint"]},{"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 footprintjs/agentfootprint --skill agentfootprint"]},{"id":"trust_score","label":"Trust score","status":"warn","score":63,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","20 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"fail","score":71,"required_for_auto_install":true,"detail":"Risky","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"fail","score":23,"required_for_auto_install":true,"detail":"This skill should not be selected by an agent without explicit human security review.","evidence":["Do not auto-install. Inspect the source, dependencies, and permission surface first.","Audit risk exceeds the requested agent policy"]},{"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":100,"required_for_auto_install":false,"detail":"2d since push","evidence":["2d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":24,"required_for_auto_install":true,"detail":"secrets or environment access, shell or command execution","evidence":["Shell or command execution: high","Browser automation: medium","Network 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/footprintjs-agentfootprint/evals","api":"/api/agent/evals?slug=footprintjs-agentfootprint","text":"/api/agent/evals?slug=footprintjs-agentfootprint&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"footprintjs-agentfootprint","name":"agentfootprint","description":"Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework.","category":"design-creative","url":"https://www.openagentskill.com/skills/footprintjs-agentfootprint","repository":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code","github_repo":"footprintjs/agentfootprint"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Search sources","Extract claims"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add footprintjs/agentfootprint --skill agentfootprint","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install footprintjs-agentfootprint"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"agentfootprint\" agent skill from https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code. 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: Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework. 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\":\"footprintjs-agentfootprint\",\"task\":\"Install agentfootprint\",\"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 \"agentfootprint\" as a Claude Code skill from https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code. 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: Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework. 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\":\"footprintjs-agentfootprint\",\"task\":\"Install agentfootprint\",\"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 \"agentfootprint\" from https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code 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: Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework. 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\":\"footprintjs-agentfootprint\",\"task\":\"Install agentfootprint\",\"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/footprintjs-agentfootprint/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/footprintjs-agentfootprint"},"trust":{"score":63,"label":"Manual review","version":"trust-score-v4","install_policy":"sandbox_only","evidence":{"stars":"20 GitHub stars","repoActivity":"20 stars, 3 forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code","install":"npx skills add footprintjs/agentfootprint --skill agentfootprint","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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":["design-creative","agent-skill"],"known_risks":["The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 20 GitHub stars","Stars/forks activity: 20 stars, 3 forks; issue activity unavailable in current metadata"]},"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":71,"risk_level":"risky","risk_label":"Risky","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval."]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":60,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"2d since push","risk":"Risky"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Audit risk risky exceeds max_risk=medium","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing"],"agent_contract":{"task_input":"Use agentfootprint in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 63/100 Manual review","Audit: 71/100 Risky","Safety: 23/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"footprintjs-agentfootprint (agentfootprint)","install_command":"npx skills add footprintjs/agentfootprint --skill agentfootprint","risk_summary":"Risky; Blocked for auto-install; 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":"footprintjs-agentfootprint","task":"Use agentfootprint 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/footprintjs-agentfootprint","api":"https://www.openagentskill.com/api/agent/skills/footprintjs-agentfootprint","audit":"https://www.openagentskill.com/skills/footprintjs-agentfootprint/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=footprintjs-agentfootprint&task=Use%20agentfootprint%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20agentfootprint%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20agentfootprint%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/footprintjs-agentfootprint/install","manifest":"https://www.openagentskill.com/api/registry/manifest/footprintjs-agentfootprint"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"footprintjs-agentfootprint","name":"agentfootprint","description":"Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework.","category":"design-creative","url":"https://www.openagentskill.com/skills/footprintjs-agentfootprint","repository":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code","github_repo":"footprintjs/agentfootprint"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Search sources","Extract claims"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add footprintjs/agentfootprint --skill agentfootprint","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install footprintjs-agentfootprint"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"agentfootprint\" agent skill from https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code. 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: Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework. 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\":\"footprintjs-agentfootprint\",\"task\":\"Install agentfootprint\",\"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 \"agentfootprint\" as a Claude Code skill from https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code. 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: Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework. 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\":\"footprintjs-agentfootprint\",\"task\":\"Install agentfootprint\",\"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 \"agentfootprint\" from https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code 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: Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework. 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\":\"footprintjs-agentfootprint\",\"task\":\"Install agentfootprint\",\"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/footprintjs-agentfootprint/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/footprintjs-agentfootprint"},"trust":{"score":63,"label":"Manual review","version":"trust-score-v4","install_policy":"sandbox_only","evidence":{"stars":"20 GitHub stars","repoActivity":"20 stars, 3 forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code","install":"npx skills add footprintjs/agentfootprint --skill agentfootprint","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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":["design-creative","agent-skill"],"known_risks":["The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 20 GitHub stars","Stars/forks activity: 20 stars, 3 forks; issue activity unavailable in current metadata"]},"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":71,"risk_level":"risky","risk_label":"Risky","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval."]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":60,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"2d since push","risk":"Risky"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Audit risk risky exceeds max_risk=medium","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing"],"agent_contract":{"task_input":"Use agentfootprint in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 63/100 Manual review","Audit: 71/100 Risky","Safety: 23/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"footprintjs-agentfootprint (agentfootprint)","install_command":"npx skills add footprintjs/agentfootprint --skill agentfootprint","risk_summary":"Risky; Blocked for auto-install; 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":"footprintjs-agentfootprint","task":"Use agentfootprint 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/footprintjs-agentfootprint","api":"https://www.openagentskill.com/api/agent/skills/footprintjs-agentfootprint","audit":"https://www.openagentskill.com/skills/footprintjs-agentfootprint/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=footprintjs-agentfootprint&task=Use%20agentfootprint%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20agentfootprint%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20agentfootprint%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/footprintjs-agentfootprint/install","manifest":"https://www.openagentskill.com/api/registry/manifest/footprintjs-agentfootprint"}},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"RAG and knowledge","description":"I need my agent to build a RAG workflow over documents and retrieve reliable context.","useCases":[{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"research-agents","title":"Research agents"},{"slug":"browser-automation","title":"Browser automation"}]},"applicableAgents":["Claude Code","OpenAI Agents","Cursor","CLI","Codex"],"install":{"ready":true,"command":"npx skills add footprintjs/agentfootprint --skill agentfootprint","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":20,"starsLabel":"20","forks":3,"license":"MIT","qualityScore":60,"trustScore":63,"auditScore":71},"maintenance":{"status":"fresh","label":"2d since push","daysSincePush":2,"lastPushedAt":"2026-08-20T21:38:38+00:00"},"risk":{"level":"risky","label":"Risky","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured."]},"coverageTags":["Research","RAG and knowledge","design-creative","agent-skill"]},"audit":{"audit_score":71,"risk_level":"risky","risk_label":"Risky","quality_score":60,"trust_score":63,"maintenance_score":100,"security_score":68,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","The SKILL.md excerpt is truncated, but the provided content is comprehensive and well-structured.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 20 GitHub stars","Stars/forks activity: 20 stars, 3 forks; issue activity unavailable in current metadata"]},"quality_signals":{"model":"v2","star_score":9.26,"usage_score":0,"review_score":5.7,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","OpenAI Agents","Cursor"],"use_cases":[{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"testing-qa","title":"Testing and QA","url":"https://www.openagentskill.com/use-cases/testing-qa"}],"stacks":[{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"}],"install":"npx skills add footprintjs/agentfootprint --skill agentfootprint","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install footprintjs-agentfootprint","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 \"agentfootprint\" agent skill from https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code. 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: Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework. 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\":\"footprintjs-agentfootprint\",\"task\":\"Install agentfootprint\",\"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 \"agentfootprint\" as a Claude Code skill from https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code. 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: Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework. 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\":\"footprintjs-agentfootprint\",\"task\":\"Install agentfootprint\",\"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 \"agentfootprint\" from https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code 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: Use when building AI agents with agentfootprint — LLMCall, Agent, skills, RAG, memory, control flow, Swarm concepts, mock/anthropic/openai/ollama providers, tools, recorders, resilience, and streaming. Also use when someone asks how agentfootprint works or wants to understand the framework. 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\":\"footprintjs-agentfootprint\",\"task\":\"Install agentfootprint\",\"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/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code","github_repo":"footprintjs/agentfootprint","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/footprintjs-agentfootprint","repository":"https://github.com/footprintjs/agentfootprint/tree/main/ai-instructions/claude-code","api":"/api/agent/skills/footprintjs-agentfootprint","install_api":"/api/skills/footprintjs-agentfootprint/install"},"meta":{"created_at":"2026-08-20T22:35:15.311662+00:00","updated_at":"2026-08-20T22:35:21.014966+00:00","agent_friendly":true}}