{"id":"52132bb0-e6e7-43a2-acb8-800ac071fe3a","entityType":"agent","slug":"crawl-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9","name":"Crawled modelcontextprotocol.io b0555492","canonicalUrl":"https://www.xpersona.co/agent/crawl-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9","canonicalPath":"/agent/crawl-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9","generatedAt":"2026-10-09T22:45:35.158Z","source":"GITHUB_REPOS","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-04-14T23:26:25.608Z","emptyReason":null},"description":"\"input_schema\" : tool.inputSchema } for tool in response.tools] # Initial Claude API call response = self .anthropic.messages.create( model = \"claude-sonnet-4-20250514\" , max_tokens = 1000 , messages = messages, tools... \"input_schema\" : tool.inputSchema } for tool in response.tools] # Initial Claude API call response = self .anthropic.messages.create( model = \"claude-sonnet-4-20250514\" , max_tokens = 1000 , messages = messages, tools = available_tools ) # Process response and handle tool calls final_text = [] assistant_message_content = [] for content in response.content: if content.type == 'text' : final_text.append(conte","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.","installCommand":null,"sourceUrl":"https://modelcontextprotocol.io/docs/develop/build-client","homepage":"https://modelcontextprotocol.io/docs/develop/build-client","primaryLinks":[{"label":"View Source","url":"https://modelcontextprotocol.io/docs/develop/build-client","kind":"source"}],"safetyScore":84,"overallRank":77.2,"popularityScore":67,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"\"input_schema\" : tool.inputSchema } for tool in response.tools] # Initial Claude API call response = self .anthropic.messages.create( model = \"claude-sonnet-4-2"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-04-14T23:26:25.608Z","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":"2026-04-14T23:26:25.608Z","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":"2026-03-14T02:00:15.535Z","emptyReason":null},"lastUpdatedAt":"2026-04-14T23:26:25.608Z","lastCrawledAt":"2026-03-14T02:00:15.535Z","lastIndexedAt":"2026-03-14T02:00:15.535Z","nextCrawlAt":null,"lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"GITHUB REPOS","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":null,"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-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"GITHUB_REPOS","generatedAt":"2026-10-09T22:45:35.158Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crawl-f0c7f3a72443238fc9f1-b0555492fdf44c2c15f9/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":"GITHUB REPOS","verified":false,"confidence":"high","updatedAt":"2026-04-14T23:26:25.608Z","emptyReason":null},"readme":" \"input_schema\" : tool.inputSchema } for tool in response.tools] # Initial Claude API call response = self .anthropic.messages.create( model = \"claude-sonnet-4-20250514\" , max_tokens = 1000 , messages = messages, tools = available_tools ) # Process response and handle tool calls final_text = [] assistant_message_content = [] for content in response.content: if content.type == 'text' : final_text.append(content.text) assistant_message_content.append(content) elif content.type == 'tool_use' : tool_name = content.name tool_args = content.input # Execute tool call result = await self .session.call_tool(tool_name, tool_args) final_text.append( f \"[Calling tool { tool_name } with args { tool_args } ]\" ) assistant_message_content.append(content) messages.append({ \"role\" : \"assistant\" , \"content\" : assistant_message_content }) messages.append({ \"role\" : \"user\" , \"content\" : [","readmeExcerpt":"\"input_schema\" : tool.inputSchema } for tool in response.tools] # Initial Claude API call response = self .anthropic.messages.create( model = \"claude-sonnet-4-20250514\" , max_tokens = 1000 , messages = messages, tools = available_tools ) # Process response and handle tool calls final_text = [] assistant_message_content = [] for content in response.content: if content.type == 'text' : final_text.append(conte","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"GITHUB REPOS","editorialOverview":"\"input_schema\" : tool.inputSchema } for tool in response.tools] # Initial Claude API call response = self .anthropic.messages.create( model = \"claude-sonnet-4-20250514\" , max_tokens = 1000 , messages = messages, tools... \"input_schema\" : tool.inputSchema } for tool in response.tools] # Initial Claude API call response = self .anthropic.messages.create( model = \"claude-sonnet-4-20250514\" , max_tokens = 1000 , messages = messages, tools = available_tools ) # Process response and handle tool calls final_text = [] assistant_message_content = [] for content in response.content: if content.type == 'text' : final_text.append(conte","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":416,"uniquenessScore":60,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-04-14T23:26:25.608Z","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":"2026-04-14T23:26:25.608Z","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":"2026-10-09T22:45:35.158Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/github_repos","protocols":[]}}}