A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions).
日本語の概要は準備中です。原文の説明を表示しています。
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概要と使いどころ
A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions).
日本語の概要は準備中です。原文の説明を表示しています。
Infer or annotate TCR antigen specificity by unsupervised clustering (TCRdist/tcrdist3, GLIPH2, clusTCR, GIANA) and database lookup (VDJdb, IEDB, McPAS-TCR), and rank candidates with supervised predictors (ERGO-II, NetTCR-2.x, pMTnet) under explicit caveats. Encodes the central truth that general TCR-epitope prediction for UNSEEN epitopes essentially does not work (collapses to near-random; IMMREP22, Grazioli 2022) because labeled data is dominated by a few immunodominant epitopes and there is no true negative set — so clustering for discovery is the honest task and de-novo binding needs wet-lab validation. Use when annotating TCR specificity or grouping a repertoire. Epitope/MHC context lives in mhc-binding-prediction.
日本語の概要は準備中です。原文の説明を表示しています。
Implements multiplicity control for confirmatory clinical trials using graphical procedures (Bretz-Maurer-Hommel), gatekeeping (parallel, serial, mixed), Hochberg/Hommel/Holm with PRDS, and the closed-testing principle (Marcus-Peritz-Gabriel; Goeman 2021 admissibility). Covers FDA Multiple Endpoints Final Guidance (October 2022), graphical procedures via R gMCP, primary + key-secondary + subgroup hierarchies, and FWER vs FDR distinction. Use when designing the multiplicity strategy for confirmatory trials with multiple primary or key secondary endpoints.
日本語の概要は準備中です。原文の説明を表示しています。
Delegate a read-only Coval evaluation, simulation, monitoring, product-how-to, or troubleshooting subtask to Sofia through the official Coval MCP consult_sofia tool. Use when the user needs Coval-specific FDE judgment, analysis of organization data, metric or test-set recommendations, or a diagnosis grounded in Coval runs and conversations.
日本語の概要は準備中です。原文の説明を表示しています。
Ahrefs API analyst (extension). Reads referring domains, backlinks, organic keywords, and content explorer data via the tested @ahrefs/mcp@0.0.11 server. Pairs with seo-backlinks for multi-source confidence weighting.
日本語の概要は準備中です。原文の説明を表示しています。
Full-site crawling, scraping, and site mapping via Firecrawl MCP. Use when user says "crawl site", "map site", "full crawl", "find all pages", "broken links", "site structure", "discover pages", "JS rendering", or needs site-wide analysis.
日本語の概要は準備中です。原文の説明を表示しています。
AI image generation for SEO assets: OG/social preview images, blog hero images, schema images, product photography, infographics. Powered by Gemini via nanobanana-mcp. Requires banana extension installed. Use when user says "generate image", "OG image", "social preview", "hero image", "blog image", "product photo", "infographic", "seo image", "create visual", "image-gen", "favicon", "schema image", "pinterest pin", "generate visual", "banner", or "thumbnail".
日本語の概要は準備中です。原文の説明を表示しています。
Live SEO data via DataForSEO MCP server: SERP analysis, keyword research (volume, difficulty, intent, trends), backlink profiles, on-page analysis, competitor and content analysis, business listings, AI visibility (LLM mention tracking), and domain analytics. Requires DataForSEO extension installed. Use when user says "dataforseo", "live SERP", "keyword volume", "backlink data", "AI visibility check", or "real search data".
日本語の概要は準備中です。原文の説明を表示しています。
Operating guide for the durable Autonomous Work Loop task fleet. Use when adding work to, coordinating, or working an Autonomous Work Loop campaign, or when calling the work_loop MCP tool.
日本語の概要は準備中です。原文の説明を表示しています。
The recipe for production-grade AI Matrx platform agents built through the AI Dream MCP. Use when asked to create, build, configure, improve, rename, or re-instruct a platform agent, or when a deliverable or kind needs an agent to emit it. NOT for Claude Code subagents or .claude/agents files.
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineClient_ClientCmd_Unrestricted (auto-generated, category: func). Locate CEngineClient_ClientCmd_Unrestricted in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineClient_ClientCmd_Unrestricted, CEngineClient_ClientCmd_Unrestricted
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineServer_GetFrameTimeAmnesty-noinline (auto-generated, category: vfunc). Locate CEngineServer::GetFrameTimeAmnesty in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineServer_GetFrameTimeAmnesty-noinline, CEngineServer::GetFrameTimeAmnesty
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineServer_SetFakeClientConVarValue (auto-generated, category: vfunc). Locate CEngineServer::SetFakeClientConVarValue in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineServer_SetFakeClientConVarValue, CEngineServer::SetFakeClientConVarValue
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineClient_GetStatsAppID (auto-generated, category: vfunc). Locate CEngineClient::GetStatsAppID in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineClient_GetStatsAppID, CEngineClient::GetStatsAppID
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineClient_DumpNetStats (auto-generated, category: vfunc). Locate CEngineClient::DumpNetStats in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineClient_DumpNetStats, CEngineClient::DumpNetStats
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineServer_GetSteamUniverse-windows (auto-generated, category: vfunc). Locate CEngineServer::GetSteamUniverse in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineServer_GetSteamUniverse-windows, CEngineServer::GetSteamUniverse
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineServer_CreateFakeClient (auto-generated, category: vfunc). Locate CEngineServer::CreateFakeClient in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineServer_CreateFakeClient, CEngineServer::CreateFakeClient
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineServer_GetSteamUniverse-linux (auto-generated, category: vfunc). Locate CEngineServer::GetSteamUniverse in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineServer_GetSteamUniverse-linux, CEngineServer::GetSteamUniverse
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineServer_GetAchievementMgr (auto-generated, category: func). Locate CEngineServer_GetAchievementMgr in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineServer_GetAchievementMgr, CEngineServer_GetAchievementMgr
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineServer_GetPlayerInfo-noinline (auto-generated, category: vfunc). Locate CEngineServer::GetPlayerInfo in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineServer_GetPlayerInfo-noinline, CEngineServer::GetPlayerInfo
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineServer_ShowFrameTimeReport (auto-generated, category: vfunc). Locate CEngineServer::ShowFrameTimeReport in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineServer_ShowFrameTimeReport, CEngineServer::ShowFrameTimeReport
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineServer_UnloadSpawnGroup (auto-generated, category: vfunc). Locate CEngineServer::UnloadSpawnGroup in the CS2 server module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineServer_UnloadSpawnGroup, CEngineServer::UnloadSpawnGroup
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineServer_ClientPrintf (auto-generated, category: vfunc). Locate CEngineServer::ClientPrintf in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineServer_ClientPrintf, CEngineServer::ClientPrintf
日本語の概要は準備中です。原文の説明を表示しています。
Agent fallback for CEngineServer_vtable (auto-generated, category: func). Locate CEngineServer_vtable in the CS2 engine module via IDA Pro MCP and emit a fresh, minimal-unique artifact. The deterministic preprocessor could not resolve this symbol on the current gamever - your job is the re-sign. Trigger: CEngineServer_vtable, CEngineServer_vtable
日本語の概要は準備中です。原文の説明を表示しています。