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Evidence: 35 quality score. Pumpfun bundler with 20 wallets that creates pool in pumpfun and bundle buy with 20 wallets using jito bundle"},{"rank":3,"skill":"Pumpfun Tools","slug":"dangeracorn-pumpfun-tools","description":"All-in-one PumpFun Bundler suite featuring PumpFun Bundler (20+ wallets), MEV bot protection, high-frequency trading bot, Solana token creator, jito bundle, multi wallet management, live price tracking, custom RPC nodes, anti rug tools, and instant token launches.","confidence":"0.59","match_score":59,"raw_match_score":384.3506459575733,"match_label":"Useful shortlist","safety_adjusted_score":374.3506459575733,"install":"npx skills add DangerAcorn/pumpfun-tools","repository":"https://github.com/DangerAcorn/pumpfun-tools","stats":{"stars":111,"downloads":0,"rating":0,"quality_score":37.04},"quality":{"score":55,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"111","tone":"neutral"},{"label":"Freshness","value":"9mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":69,"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":62,"weight":0.13,"status":"info","detail":"111 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"111 stars, 13 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":62,"weight":0.14,"status":"info","detail":"9mo since push"},{"id":"license","label":"License clarity","score":42,"weight":0.09,"status":"warn","detail":"Unknown"},{"id":"documentation","label":"README/SKILL.md completeness","score":90,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":64,"weight":0.12,"status":"info","detail":"credential or environment access, network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add DangerAcorn/pumpfun-tools"},{"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":46,"weight":0.07,"status":"warn","detail":"secrets or environment access, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/DangerAcorn/pumpfun-tools"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","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":"info","label":"GitHub adoption","detail":"111 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"111 stars, 13 forks; issue activity unavailable in current metadata"},{"status":"info","label":"Recent maintenance","detail":"9mo since push"},{"status":"warn","label":"License clarity","detail":"Unknown"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"info","label":"Dependency/runtime risk","detail":"credential or environment access, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add DangerAcorn/pumpfun-tools"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"secrets or environment access, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/DangerAcorn/pumpfun-tools"},{"status":"pass","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":"info","label":"OpenAgentSkill usage","detail":"No local usage 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","Install command has no obvious high-risk pattern"],"warnings":["License is unclear","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 111 stars, 13 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: secrets or environment access, filesystem or document access"],"evidence":{"stars":"111 GitHub stars","repoActivity":"111 stars, 13 forks","lastPushed":"9mo since push","license":"Unknown","repository":"https://github.com/DangerAcorn/pumpfun-tools","install":"npx skills add DangerAcorn/pumpfun-tools","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add DangerAcorn/pumpfun-tools","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is unclear","No Agent Proven outcome evidence yet","9mo since push"]},"agentCompatibility":["TypeScript","Price Monitoring","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["License is unclear","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 111 stars, 13 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"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":["commerce-automation","price-tracking","monitoring","automation","browser-commerce","anchor"],"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","Commercial reuse before clarifying license terms"],"knownRisks":["License is unclear","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 111 stars, 13 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: secrets or environment access, filesystem or document access"]},"safety":{"score":35,"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","35/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"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"}],"policy_warnings":["High-risk permission hints: Secrets or environment access","License is unclear"],"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,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Secrets or environment access","35/100 agent safety score"]},"supply_profile":{"track":{"slug":"finance","label":"Finance and quant workflows","shortLabel":"Finance","description":"Market data, SEC filings, portfolio analysis, quant research, backtesting, and risk workflows."},"scenario":{"label":"Finance and quant","description":"I need my agent to analyze markets, financial data, filings, portfolios, and quant strategies.","useCases":[{"slug":"browser-automation","title":"Browser automation"},{"slug":"sports-analytics","title":"Sports analytics"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","Browser agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add DangerAcorn/pumpfun-tools","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":111,"starsLabel":"111","forks":13,"license":"Unknown","qualityScore":55,"trustScore":69,"auditScore":67},"maintenance":{"status":"stable","label":"9mo since push","daysSincePush":274,"lastPushedAt":"2025-10-02T13:20:59+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["License is unclear","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 111 stars, 13 forks; issue activity unavailable in current metadata"]},"coverageTags":["Finance","Finance and quant","commerce-automation","price-tracking","monitoring","automation","browser-commerce","anchor"]},"audit":{"audit_score":67,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access"]},"install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add DangerAcorn/pumpfun-tools","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Pumpfun Tools\" agent skill from https://github.com/DangerAcorn/pumpfun-tools. 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Skill purpose: All-in-one PumpFun Bundler suite featuring PumpFun Bundler (20+ wallets), MEV bot protection, high-frequency trading bot, Solana token creator, jito bundle, multi wallet management, live price tracking, custom RPC nodes, anti rug tools, and instant token launches.","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 \"Pumpfun Tools\" from https://github.com/DangerAcorn/pumpfun-tools 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: All-in-one PumpFun Bundler suite featuring PumpFun Bundler (20+ wallets), MEV bot protection, high-frequency trading bot, Solana token creator, jito bundle, multi wallet management, live price tracking, custom RPC nodes, anti rug tools, and instant token launches.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"urls":{"web":"https://www.openagentskill.com/skills/dangeracorn-pumpfun-tools","api":"https://www.openagentskill.com/api/agent/skills/dangeracorn-pumpfun-tools","install_api":"https://www.openagentskill.com/api/skills/dangeracorn-pumpfun-tools/install","audit":"https://www.openagentskill.com/skills/dangeracorn-pumpfun-tools/audit","repository":"https://github.com/DangerAcorn/pumpfun-tools"},"decision":{"readiness_score":45,"readiness_label":"Needs manual review","headline":"Needs validation for Browser automation","role":"Needs validation","adoption_stage":"Review","primary_fit":"Browser automation","best_for":["Browser automation workflows","Claude Code teams","builders willing to evaluate younger projects"],"risks":["No OpenAgentSkill engagement data yet"],"proof_points":["install command or GitHub repo available","55/100 quality profile"],"next_steps":["Install it in a sandbox agent and run one Browser automation task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"use_cases":[{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"sports-analytics","title":"Sports analytics","url":"https://www.openagentskill.com/use-cases/sports-analytics"}],"recommendation_reasons":["Matches task terms: use, pumpfun, bundler, pump","Install handoff is available","Repository freshness signal is available","Registry match score 59"],"reasoning":"Useful shortlist. Evidence: 37 quality score. All-in-one PumpFun Bundler suite featuring PumpFun Bundler (20+ wallets), MEV bot protection, high-frequency trading bot, Solana token creator, jito bundle, multi wallet management, live price tracking, custom RPC nodes, anti rug tools, and instant token launches."}],"blocked_candidates":[{"slug":"tophillrobotics-quadruped-robot","name":"Quadruped Robot","match_score":21,"raw_match_score":139.26756922272503,"safety_gate":{"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","Audit risk risky exceeds max_risk=medium"]},"url":"https://www.openagentskill.com/skills/tophillrobotics-quadruped-robot/audit"},{"slug":"listofbanned-robotics-ebooks","name":"Robotics Ebooks","match_score":21,"raw_match_score":138.78523600446997,"safety_gate":{"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","Audit risk risky exceeds max_risk=medium"]},"url":"https://www.openagentskill.com/skills/listofbanned-robotics-ebooks/audit"},{"slug":"chenjm1109-open-robotics","name":"Open Robotics","match_score":21,"raw_match_score":138.68207781674042,"safety_gate":{"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","Audit risk risky exceeds max_risk=medium"]},"url":"https://www.openagentskill.com/skills/chenjm1109-open-robotics/audit"},{"slug":"zaradarz-onlyfans-notification-robot","name":"OnlyFans Notification Robot","match_score":21,"raw_match_score":138.33778537031648,"safety_gate":{"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","Audit risk risky exceeds max_risk=medium"]},"url":"https://www.openagentskill.com/skills/zaradarz-onlyfans-notification-robot/audit"},{"slug":"momysnow-momy-desk-robot","name":"Momy Desk Robot","match_score":21,"raw_match_score":138.23067444941034,"safety_gate":{"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","Audit risk risky exceeds max_risk=medium"]},"url":"https://www.openagentskill.com/skills/momysnow-momy-desk-robot/audit"}],"suggested_composition":{"name":"open-builders-pumpfun-bundler-pump-fun-bundler-solana-token-bundler-bot-agent-stack","description":"Start with Pumpfun Bundler Pump.Fun Bundler Solana Token Bundler Bot, then add Solana PumpFun Bundler + Pumpfun Tools only if the workflow needs extra coverage.","skills":["open-builders-pumpfun-bundler-pump-fun-bundler-solana-token-bundler-bot","rabnail-sol-solana-pumpfun-bundler","dangeracorn-pumpfun-tools"],"steps":["Prototype the task with Pumpfun Bundler Pump.Fun Bundler Solana Token Bundler Bot as the primary skill.","Add the second skill only if the first one leaves a capability gap.","Keep the third skill as a fallback during evaluation instead of installing everything at once."]},"suggested_stacks":[{"slug":"web-data-pipeline","name":"Web data pipeline stack","url":"https://www.openagentskill.com/collections/web-data-pipeline","use_case":"web-scraping"},{"slug":"coding-review-agent","name":"Coding review agent stack","url":"https://www.openagentskill.com/collections/coding-review-agent","use_case":"coding-agents"}],"meta":{"timestamp":"2026-07-04T05:26:23.164Z","api_version":"1.0","total_skills_searched":20264,"blocked_candidates":5,"safety_policy":"Blocked candidates are excluded from recommendations. Verified and reviewed candidates receive ranking priority.","public_search_endpoint":"https://www.openagentskill.com/api/skills/search","agent_friendly":true}}