{"id":"6d52dfe1-5d6b-4763-8ec8-d3222ea9904e","entityType":"agent","slug":"crawl-0c73c9ff706eb2f9-88d952ced6df","name":"Crawled github.com 88d952ce","canonicalUrl":"https://www.xpersona.co/agent/crawl-0c73c9ff706eb2f9-88d952ced6df","canonicalPath":"/agent/crawl-0c73c9ff706eb2f9-88d952ced6df","generatedAt":"2026-10-09T05:43:18.765Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-04-15T04:18:08.711Z","emptyReason":null},"description":"de's default behavior loads all agents upfront into every conversation: Token overhead: ~117 tokens per agent x agent count = wasted context Scales poorly: 50 agents = 5.8k, 150 agents = 17.5k, 300+ agents = 35k+ toke... de's default behavior loads all agents upfront into every conversation: Token overhead: ~117 tokens per agent x agent count = wasted context Scales poorly: 50 agents = 5.8k, 150 agents = 17.5k, 300+ agents = 35k+ tokens Context waste: Typically only 1-3 agents are relevant per conversation All or nothing: You pay the full cost even if you use zero agents Slow startup: Processing hundreds of agent files delays convers","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.","installCommand":"clawhub skill install CRAWLED_DOC:0c73c9ff706eb2f9ef8186e43b862fc20a6bc49dabbe1dbb77f760b7cb630e5d:88d952ced6dfed12","sourceUrl":"https://github.com/openclaw/skills/tree/main/skills/matrixy/agent-registry","homepage":"https://github.com/openclaw/skills/tree/main/skills/matrixy/agent-registry","primaryLinks":[{"label":"View on ClawHub","url":"https://github.com/openclaw/skills/tree/main/skills/matrixy/agent-registry","kind":"source"}],"safetyScore":84,"overallRank":75.1,"popularityScore":61,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"de's default behavior loads all agents upfront into every conversation: Token overhead: ~117 tokens per agent x agent count = wasted context Scales poorly: 50 a"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-04-15T04:18:08.711Z","emptyReason":"No protocol or capability metadata is available."},"protocols":[],"capabilities":[],"verifiedCount":0,"selfDeclaredCount":0,"capabilityMatrix":{"rows":[],"flattenedTokens":""}},"adoption":{"evidence":{"source":"no-adoption-signals","verified":false,"confidence":"low","updatedAt":"2026-04-15T04:18:08.711Z","emptyReason":"No source adoption metrics were available."},"stars":null,"forks":null,"downloads":null,"packageName":null,"latestVersion":null,"tractionLabel":null},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-04-15T04:18:07.494Z","emptyReason":null},"lastUpdatedAt":"2026-04-15T04:18:08.711Z","lastCrawledAt":"2026-04-15T04:18:07.494Z","lastIndexedAt":"2026-04-15T04:18:07.494Z","nextCrawlAt":null,"lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":"clawhub skill install CRAWLED_DOC:0c73c9ff706eb2f9ef8186e43b862fc20a6bc49dabbe1dbb77f760b7cb630e5d:88d952ced6dfed12","setupComplexity":"medium","setupSteps":["Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.","Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/crawl-0c73c9ff706eb2f9-88d952ced6df/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crawl-0c73c9ff706eb2f9-88d952ced6df/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crawl-0c73c9ff706eb2f9-88d952ced6df/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/crawl-0c73c9ff706eb2f9-88d952ced6df/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/crawl-0c73c9ff706eb2f9-88d952ced6df/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/crawl-0c73c9ff706eb2f9-88d952ced6df/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"CLAWHUB","generatedAt":"2026-10-09T05:43:18.765Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/crawl-0c73c9ff706eb2f9-88d952ced6df/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/crawl-0c73c9ff706eb2f9-88d952ced6df/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crawl-0c73c9ff706eb2f9-88d952ced6df/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crawl-0c73c9ff706eb2f9-88d952ced6df/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"high","updatedAt":"2026-04-15T04:18:08.711Z","emptyReason":null},"readme":"de's default behavior loads all agents upfront into every conversation: Token overhead: ~117 tokens per agent x agent count = wasted context Scales poorly: 50 agents = 5.8k, 150 agents = 17.5k, 300+ agents = 35k+ tokens Context waste: Typically only 1-3 agents are relevant per conversation All or nothing: You pay the full cost even if you use zero agents Slow startup: Processing hundreds of agent files delays conversation start Real-World Impact: Before & After Here's the actual difference from a real Claude Code session with 140 agents: Before: All Agents Loaded Context consumption: Custom agents: 16.4k tokens (8.2%) Total: 76k/200k (38%) Problem: 14k tokens wasted on unused agents After: Agent Registry Context consumption: Custom agents: 2.7k tokens (1.4%) Total: 42k/200k (21%) Savings: 13.7k tokens freed = 83% reduction Bottom line: Agent Registry freed up 34k tokens in total context","readmeExcerpt":"de's default behavior loads all agents upfront into every conversation: Token overhead: ~117 tokens per agent x agent count = wasted context Scales poorly: 50 agents = 5.8k, 150 agents = 17.5k, 300+ agents = 35k+ tokens Context waste: Typically only 1-3 agents are relevant per conversation All or nothing: You pay the full cost even if you use zero agents Slow startup: Processing hundreds of agent files delays convers","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":"de's default behavior loads all agents upfront into every conversation: Token overhead: ~117 tokens per agent x agent count = wasted context Scales poorly: 50 agents = 5.8k, 150 agents = 17.5k, 300+ agents = 35k+ toke... de's default behavior loads all agents upfront into every conversation: Token overhead: ~117 tokens per agent x agent count = wasted context Scales poorly: 50 agents = 5.8k, 150 agents = 17.5k, 300+ agents = 35k+ tokens Context waste: Typically only 1-3 agents are relevant per conversation All or nothing: You pay the full cost even if you use zero agents Slow startup: Processing hundreds of agent files delays convers","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":430,"uniquenessScore":62,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-04-15T04:18:08.711Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-04-15T04:18:08.711Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"agent-directory","verified":false,"confidence":"low","updatedAt":"2026-10-09T05:43:18.765Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/clawhub","protocols":[]}}}