Ralph-loop Triage Report — 2026-05-25¶
This report documents the triage of open GitHub issues and ongoing maintenance tasks as of May 25, 2026.
Issue Status Summary¶
| Issue # | Title | Status | Notes |
|---|---|---|---|
| #186-#190 | Data Copilot Series | Verified & Closed | Architecture, MCP, RAG, Validation, and Synthesis verified (Final cleanup 2026-06-28). |
| #192 | Representation of all agents | Verified & Closed | 15+ providers documented and indexed. Added Perplexity (2026-05-12). |
| #201 | Enterprise productive suite | Verified & Closed | Section created in docs/tools/enterprise/. |
| #203 | Intelligence per value matrix | Verified & Closed | Integrated into api_pricing_free_tiers.md. |
| #299 | OpenRouter log tools | Verified & Closed | Datadog, Sentry, Grafana, New Relic integrated. |
| #311 | Add enterprise tools (AmpCode) | Verified & Closed | Doc deepened with Python examples and Data Contracts. |
| #319 | ai_tool_access_matrix links & UI | Verified & Closed | UI standardized; links and status markers updated. |
| #335 | Add model (Qwen 3.6-35B-A3B) | Verified & Closed | Explicitly documented in Qwen doc. |
| #356 | Claude skills documentation | Verified & Closed | Skills added to skills.md. |
| #359 | Weekly deepening (Batch 6) | Verified & Closed | Habitica, Trilium, Rclone, Mealie, Speedtest deepened. |
| #360 | Category gap fill (Intake/Storage) | Verified & Closed | AnyType, Khoj, SilverBullet, Verba added. |
| #404 | Claude code plugins | Verified & Closed | Descriptions updated and standardized. |
| #408 | Deepen examples (Batch 7) | Verified & Closed | mem0, Google Opal, Project Genie, Sora, NotebookLM deepened. |
| #421 | Weekly deepening (Batch 7) | Verified & Closed | Unstructured, LlamaParse, Karpathy, Matt Pocock, AmpCode deepened. |
| #422 | Category gap fill: calendar_tasks | Verified & Closed | 20 docs added and indexed. |
| #506 | Jules Sprint W3 | Verified & Closed | Deepened SearXNG and Syncthing to 'High Confidence'. |
| #529 | Daily Maintenance Run (2026-05-07) | Verified & Closed | Step 2 (Doc audit) completed for W4 tools. |
| #530 | [W4] Jules Sprint (AI Knowledge) | Verified & Closed | Deepened gemini-macos, vercel-ai-gateway, and claude-mythos. |
| Batch 21 | Weekly deepening: AI Knowledge | Verified & Closed | DeepSeek R1, Perplexity, AnythingLLM, LobeHub, and Dify deepened. Verified 2026-06-01. |
| Batch 23 | Weekly deepening: Infrastructure | Verified & Closed | LM Studio, Jan.ai, Msty, Google Gemini, and LibreChat deepened. Verified 2026-06-01. |
| Batch 24 | Weekly deepening: Services | Verified & Closed | Paperless-ngx, SearXNG, Plex, qBittorrent, and Radicale deepened. Verified 2026-06-01. |
| Batch 27 | Weekly deepening: Services | Verified & Closed | Actual Budget, Audiobookshelf, Authentik, Changedetection.io, and Diskover deepened. Verified 2026-06-01. |
| Batch 28 | Weekly deepening: Services | Verified & Closed | Deepened drawio, element, excalidraw, focalboard, gitea. Verified 2026-06-01. |
| Batch 29 | Weekly deepening: Services | Verified & Closed | Deepened grocy.md, habitica.md, home-assistant.md, homebox.md, it-tools.md. Verified 2026-06-01. |
| Batch 30 | Weekly deepening: Services | Verified & Closed | Deepened jackett.md, jellyfin.md, kiwix.md, linkwarden.md, mealie.md. Verified 2026-06-01. |
| Batch 31 | Weekly deepening: Services | Verified & Closed | Deepened navidrome.md, nextcloud.md, omni-tools.md, portracker.md, tika.md. Verified 2026-06-01. |
| Batch 32 | Weekly deepening: Services | Verified & Closed | Deepened trilium.md, tubearchivist.md, vikunja.md, whisper.md. Verified 2026-06-01. |
| Batch 33 | Weekly deepening: AI Knowledge | Verified & Closed | Deepened google-opal.md, project-genie.md, sora.md, google-lyria.md, azure-openai.md, aitmpl.md, gemini-flash-tts.md, nano-banana.md, google-search.md, dex.md. Verified 2026-06-01. |
| Batch 34 | Weekly deepening: Knowledge Mgmt | Verified & Closed | Deepened anytype.md, silverbullet.md, akiflow.md, morgen.md, component_map.md. Verified 2026-06-01. |
| Batch 35 | Deepening Shallow Docs | Verified & Closed | Media, Comm, Security, and Productivity docs deepened. Verified 2026-06-03. |
| Batch 36 | Architecture Deepening | Verified & Closed | Deepened flows.md, infrastructure.md, prompt-catalogue.md. Verified 2026-06-01. |
| Batch 37 | Knowledge Base Deepening | Verified & Closed | Deepened learning map, builder index, starter stack, economic impact, reading list. Verified 2026-06-01. |
| Batch 38 | Playbook Deepening | Verified & Closed | Deepened dev workflow, doc prep, email-to-calendar, family admin, NFS CSI setup. Verified 2026-06-01. |
| Batch 39 | Knowledge Base Deepening | Verified & Closed | Deepened ai_signal_sources, agent_protocols, and ai_tool_access_matrix. Verified 2026-06-01. |
| Batch 40 | Playbook Deepening | Verified & Closed | Deepened raspberry-pi-kiosk-automation and scan-to-task. Verified 2026-06-01. |
| Batch 41 | Maintenance Run (Audit Resolution) | Verified & Closed | 100% compliance achieved across 486/486 docs (2026-05-12). |
| Batch 42 | Service & Automation Deepening | Verified & Closed | Matrix Synapse, Authentik LDAP, n8n SLOs completed. Verified 2026-06-03. |
| Batch 44 | Maintenance Run (Oldest Backlog) | Verified & Closed | Deepened standards.md, logseq.md, etc. Verified 2026-06-01. |
| Batch 45 | Maintenance Run (Oldest Backlog) | Verified & Closed | Deepened llama-cpp.md, llm-trust-boundaries.md, etc. Verified 2026-06-01. |
| Batch 46 | Maintenance Run (Medium Confidence) | Verified & Closed | Deepened obsidian.md, make.md, zapier.md, etc. Verified 2026-06-01. |
| Batch 47 | Maintenance Run (Medium Confidence) | Verified & Closed | Deepened human-eval.md, gsm8k.md, chatbot-arena.md, etc. Verified 2026-06-01. |
| Batch 48 | Maintenance Run (Medium Confidence) | Verified & Closed | Deepened humanitys-last-exam.md, llmperf.md, lm-evaluation-harness.md, etc. Verified 2026-06-01. |
| Batch 49 | Maintenance Run (Medium Confidence) | Verified & Closed | Deepened zse.md, openrouter.md, llamaindex.md, flowise.md, localai.md. Verified 2026-06-01. |
| Batch 50 | Maintenance Run (Medium Confidence) | Verified & Closed | Deepened ragflow.md, mycelium.md, codeium.md, sourcegraph_cody.md, terminus-2.md. Verified 2026-06-01. |
| Batch 51 | Maintenance Run (Technical Deepening) | Verified & Closed | Deepened pa-bench.md, terminal-bench.md, google_calendar.md, etc. Verified 2026-06-01. |
| Batch 52 | Maintenance Run (Technical Deepening) | Verified & Closed | Deepened custom_agents.md, droid.md, gpt_engineer.md, etc. Verified 2026-06-01. |
| Batch 53 | Maintenance Run (Technical Deepening) | Verified & Closed | Deepened mentat.md, openswarm.md, plandex.md, etc. Verified 2026-06-01. |
| Batch 54 | Maintenance Run (Medium Confidence) | Verified & Closed | Deepened tabnine.md, vscode.md, zed.md, etc. Verified 2026-06-01. |
| Batch 55 | Maintenance Run (Medium Confidence) | Verified & Closed | Deepened free-will-mcp.md, continue_dev.md, etc. Verified 2026-06-01. |
| Batch 56 | Maintenance Run (Medium Confidence) | Verified & Closed | Deepened openbb.md, cursor.md, etc. Verified 2026-06-01. |
| Batch 57 | Maintenance Run (Medium Confidence) | Verified & Closed | Deepened vercel.md, cloudflare-pages.md, etc. Verified 2026-06-01. |
| Batch 58 | Maintenance Run (Medium Confidence) | Verified & Closed | Deepened netlify.md, langchain.md, etc. Verified 2026-06-01. |
| Batch 59 | Maintenance Run (Oldest Backlog) | Verified & Closed | Deepened swe-bench.md, obsidian-vector-search.md, etc. Verified 2026-06-01. |
| Batch 60 | Maintenance Run (Technical Deepening) | Verified & Closed | Deepened valyu.md, crawl4ai.md, etc. Verified 2026-06-01. |
| Batch 61 | Maintenance Run (Production Deepening) | Verified & Closed | Deepened langsmith.md, firecrawl.md, etc. Verified 2026-06-01. |
| Batch 62 | Maintenance Run (The "Oldest" Res) | Verified & Closed | Deepened teamout.md, claude-code-setup.md, etc. Verified 2026-06-01. |
| Batch 63 | Maintenance Run (The "Oldest" Res) | Verified & Closed | Deepened chronos-mcp.md, vault-mcp.md, etc. Verified 2026-06-01. |
| Batch 64 | Maintenance Run (AI Knowledge) | Verified & Closed | Deepened google-opal.md, project-genie.md, etc. Verified 2026-06-01. |
| Batch 65 | MCP Technical Deepening | Verified & Closed | Deepened claude-code-container-mcp.md, desktop-commander-mcp.md, etc. (2026-05-16). |
| Batch 66 | Knowledge Base Deepening | Verified & Closed | Deepened tool-calling-and-mcp.md, rag.md, model_comparison_and_evaluation.md, google_one_plans_comparison.md, and filesystem-context.md. Verified 2026-06-03. |
| Batch 69 | Maintenance Run (Oldest Res) | Verified & Closed | Deepened langgraph.md, semantic-kernel.md, smolagents.md, docling-mcp.md, cohere.md. Verified 2026-06-01. |
| Batch 70 | Technical Deepening (Frameworks & Infra) | Verified & Closed | Deepened autogen.md, crewai.md, dspy.md, haystack.md, vllm.md. Verified 2026-06-01. |
| Batch 71 | Infrastructure Maintenance | Verified & Closed | Deepened tgi.md, sglang.md, aphrodite-engine.md, exllamav2.md, claude-code-router.md. Verified 2026-06-01. |
| Batch 72 | Inference Providers & Dev Studio | Verified & Closed | Deepened fireworks.md, groq.md, mistral.md, together.md, firebase-studio.md. Verified 2026-06-02. |
| Batch 73 | High-Value AI Knowledge & Providers | Verified & Closed | Deepened minimax.md, moonshot.md, copy-ai.md, jasper.md, runwayml.md. Verified 2026-06-02. |
| Batch 74 | Oldest Backlog Maintenance | Verified & Closed | Deepened superpowers.md, elevenlabs.md, claude-cookbooks.md, playwright.md, replicate.md (2026-05-18). |
| Issue 2 | Supabase Deepening | Verified & Closed | Deepened supabase.md to High Confidence (2026-05-18). |
| Batch 75 | Oldest Backlog Maintenance | Verified & Closed | Deepened supabase.md, github-pages.md, fastapi.md, litellm.md, fine-tuning-open-models.md (2026-05-18). |
| Batch 76 | Fine-tuning Ecosystem | Verified & Closed | Deepened unsloth.md, llama-factory.md, axolotl.md, distilabel.md, glaive.md (2026-05-18). |
| Batch 77 | Oldest Backlog Maintenance | Verified & Closed | Deepened evalplus.md, helm.md, opencompass.md, openhands.md, openclaw-use-case-catalog.md (2026-05-19). |
| Batch 78 | Technical Deepening (Infra & Bench) | Verified & Closed | Deepened docker.md, luma-dream-machine.md, bigcodebench.md, arc.md, asdiv.md. Verified 2026-06-02. |
| Batch 79 | Oldest Documentation Issues | Verified & Closed | Joplin, Devin, MMLU, HuggingFace, Proton deepened. Verified 2026-06-03. |
| Batch 80 | Automation & Security Deepening | Verified & Closed | Make, Vault, Playwright-MCP deepened. Verified 2026-06-03. |
| Batch 81 | Oldest Non-Compliant Docs | Verified & Closed | AWS Bedrock, Pulse-MCP, Alpaca-Eval, etc. deepened. Verified 2026-06-03. |
| Batch 82 | Technical Deepening (Backlog) | Verified & Closed | Deepened pa-bench.md, terminal-bench.md, google_calendar.md, anti_gravity.md, cloud_code.md. Verified 2026-06-02. |
| Batch 84 | AI Knowledge Deepening | Verified & Closed | Deepened claude.md, chatgpt.md, chatbox-ai.md, etc. Verified 2026-06-02. |
| Batch 85 | Comprehensive Cleanup | Verified & Closed | Deepened supabase.md, todoist.md, microsoft-todo.md, etc. Resolved debt from Batch 55/56 (2026-05-21). |
| Batch 86 | Deepening Shallow Docs | Verified & Closed | Deepened inventory.md, cloudflare-mesh.md, real_time_sync_engines.md, etc. Verified 2026-06-02. |
| Batch 87 | Deepening Shallow Docs | Verified & Closed | Deepened openai-agents-sdk.md, notion-ai.md, jules.md, roam-research.md, kumo-ai.md. Verified 2026-06-02. |
| Batch 88 | Technical Deepening | Verified & Closed | Deepened dashworks.md, guru.md, coveo.md, motion.md, any-do.md with technical examples. Verified 2026-06-02. |
| Batch 89 | Deepening Shallow Docs | Verified & Closed | Deepened self-healing-agent-research.md, mlx.md, home-admin-tools.md, perplexity-agent-api.md, ai-auditing-tools.md. Verified 2026-06-02. |
| Batch 91 | Deepening Shallow Docs | Verified & Closed | Headscale, Heretic-ara, JudgeGPT, Intercode, MS Graph. Verified 2026-06-03. |
| Batch 92 | Service Maintenance & Health | Verified & Closed | n8n fixtures, Tailscale exit node, Grocy, Focalboard. Verified 2026-06-03. |
| Batch 94 | Operational Verification | Verified & Closed | Infrastructure migrations, data guardrails, and service freshness audits (Syncthing, Gitea) verified (2026-05-25). |
| Batch 95 | Service Maintenance (Backlog) | Verified & Closed | Synchronized playbook checklists and populated ## Backlog for 54 service docs. Verified 2026-06-02. |
| Batch 96 | Service Freshness Audit | Verified & Closed | LiteLLM, n8n, Trilium, Immich, Draw.io audited. Verified 2026-06-03. |
| Batch 97 | Service Freshness Audit | Verified & Closed | Audited Element, Linkwarden, Audiobookshelf, Excalidraw, and Homebox for May 2026 freshness. Verified 2026-06-02. |
| Batch 98 | Service Freshness Audit | Verified & Closed | Mealie, Ollama, Open WebUI, Paperless-AI, Prowlarr. Verified 2026-06-03. |
| Batch 99 | Service Maintenance Backlog | Verified & Closed | All 36 service audits categorized and completed. Verified 2026-06-03. |
| Batch 100 | Technical Freshness Audits | Verified & Closed | Audited HELM, OpenCompass, OpenClaw, and Docling for May 2026 technical freshness. Verified 2026-06-02. |
| Batch 101 | Technical Freshness Audits | Verified & Closed | Audited Software Factories, Ubuntu AI, ColQwen, VAKRA, and Multi-Calendar Research. Verified 2026-06-03. |
| Batch 102 | Core Architecture Freshness | Verified & Closed | Audited CONTRIBUTING, README, Multi-Agent KnowledgeOps, Data Copilot, and Flows. Verified 2026-06-03. |
| Batch 103 | Technical Freshness Audits | Verified & Closed | Audited voice research, vector storage, vision models, family prompts, and search for May 2026 technical freshness (2026-05-28). |
| Batch 104 | Technical Freshness Audits | Verified & Closed | Audited Dex CRM, NanoClaw, CodeGraphContext, Prompt Requests, and PostHog. Verified 2026-06-03. |
| Batch 105 | Technical Freshness Audits | Verified & Closed | Audited Lightpanda, SHARP, Grok, Windsurf, and Gemini CLI. Verified 2026-06-03. |
| Batch 106 | Technical Freshness Audits | Verified & Closed | Core index files and high-value tools (PydanticAI) updated. Verified 2026-06-03. |
| Batch 107 | Technical Freshness Audits | Verified & Closed | Audited External-DNS, MinIO, big-AGI, Doc Writer, and Claude Code. Verified 2026-06-03. |
| Batch 108 | Technical Freshness Audits | Verified & Closed | Audited KB README, Sync Engines, Google One, Audio Transcription, and Self-healing Agents. Verified 2026-06-03. |
| Batch 109 | Technical Freshness Audits | Verified & Closed | Audited Apple Calendar, Calendly, Fantastical, Fastmail, and Microsoft To Do. Verified 2026-06-03. |
| Batch 110 | Technical Freshness Audits | Verified & Closed | Audited SavvyCal, Sunsama, TickTick, Elastic, and Curiosity. Verified 2026-06-03. |
| Batch 111 | Technical Freshness Audits | Verified & Closed | Audited Enterprise Index, Amie, Agentic RAG, Data Copilot Skeleton, and Nemotron. Verified 2026-06-03. |
| Batch 112 | Technical Freshness Audits | Verified & Closed | Audited Airflow, Hamilton, Argo, Dagster, and Flyte. Verified 2026-06-03. |
| Batch 113 | Technical Freshness Audits | Verified & Closed | Audited Rivet, AG2, Mastra, Langflow, and Superinterface. Verified 2026-06-03. |
| Batch 114 | Technical Freshness Audits | Verified & Closed | Audited Ripgrep, Temporal, Ansigpt, Gemini, and LlamaIndex.TS. Verified 2026-06-03. |
| Batch 115 | Technical Freshness Audits | Verified & Closed | Audited k3s-cluster-setup, infrastructure, prompt-catalogue, parea, and llmware. Verified 2026-06-07. |
| Batch 116 | AI Knowledge Freshness | Verified & Closed | Audited google-search, deepseek-r1, perplexity, etc. Verified 2026-06-20. |
| Batch 117 | Infrastructure & Auth | Verified & Closed | Audited tailscale, authentik, headscale. Verified 2026-06-21. |
| Batch 118 | Agent Frameworks | Verified & Closed | Audited nemo-retriever, letta, autoreason, gpt-researcher, bee-agent-framework. Verified 2026-06-20. |
| Batch 119 | Agentic Benchmarking | Verified & Closed | Audited sharp-ai, windsurf, etc. Verified 2026-06-21. |
| Batch 120 | Service Health & Audits | Verified & Closed | Audited matrix, element, syncthing. Verified 2026-06-21. |
| Batch 121 | Frameworks & Orchestration | Verified & Closed | Audited rivet, ag2, mastra, langflow. Verified 2026-06-21. |
| Batch 122 | Calendar & Task Orchestration | Verified & Closed | Audited amie, savvycal, sunsama, ticktick. Verified 2026-06-21. |
| Batch 123 | Workflow & Data Pipelines | Verified & Closed | Audited prefect, dagster, kestra, flyte. Verified 2026-06-21. |
| Batch 124 | Multi-Agent KnowledgeOps | Verified & Closed | Audited core architecture docs. Verified 2026-06-22. |
| Batch 125 | Knowledge Base Patterns | Verified & Closed | Audited learning-map, builder-index. Verified 2026-06-22. |
| Batch 126 | Playbook Freshness | Verified & Closed | Audited dev-workflow, scan-to-task. Verified 2026-06-22. |
| Batch 127 | Enterprise Tooling | Verified & Closed | Audited glean, hebbia, ramp. Verified 2026-06-22. |
| Batch 128 | Infrastructure & CLI | Verified & Closed | Audited exllamav2, gemini-cli, openrouter. Verified 2026-06-22. |
| Batch 129 | Local Inference & Providers | Verified & Closed | Audited lm-studio, sglang, localai, openai, gemini. Verified 2026-06-23. |
| Batch 130 | Agentic Workbenches | Verified & Closed | Audited lobehub, personaplex, anythingllm, heygen. Verified 2026-06-23. |
| Batch 131 | Search & Infrastructure | Verified & Closed | Audited exa_ai, weaviate, python, multion, giskard. Verified 2026-06-23. |
| Batch 132 | Specialized Benchmarking | Verified & Closed | Audited lakera-guard, assistant-bench, gaia, os-world. Verified 2026-06-23. |
| Batch 133 | Identity & Model Routing | Verified & Closed | Audited codestral, google-tasks, entra-id, model-routing. Verified 2026-06-23. |
| Batch 134 | AI Architectural Patterns | Verified & Closed | Audited fallback, search, extraction patterns. Verified 2026-06-23. |
| Batch 135 | High-Impact Tools | Verified & Closed | Audited milvus, pinecone, claude-desktop, goose, instructor. Verified 2026-06-24. |
| Batch 136 | Development Ops | Verified & Closed | Audited genkit, stitch, llmfit, vercel-ai-sdk. Verified 2026-06-21. |
| Batch 137 | Providers & Automation | Resolved | Audited pageindex, portkey, tavily, pipedream, puppeteer. (2026-06-24). |
| Batch 655 | Oldest Backlog Freshness Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for January 2027 technical freshness. Verified 2027-01-07. |
| Batch 656 | Oldest Backlog Freshness Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 658 | Oldest Backlog Freshness Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 659 | Oldest Backlog Freshness Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 660 | Oldest Backlog Freshness Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 662 | Oldest Backlog Freshness Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 663 | Oldest Backlog Freshness Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 664 | Oldest Backlog Freshness Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 665 | Oldest Backlog Freshness Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 666 | Oldest Backlog Freshness Audit | Verified & Closed | Audited searXNG-automation, excalidraw, focalboard, actual-budget, and audiobookshelf for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 667 | Oldest Backlog Freshness Audit | Verified & Closed | Audited authentik, cloudflare-mesh, drawio, element, and grocy for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 668 | Oldest Backlog Freshness Audit | Verified & Closed | Audited changedetection, gitea, habitica, headscale, and home-assistant for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 669 | Oldest Backlog Freshness Audit | Verified & Closed | Audited homebox, immich, inventory, it-tools, and jackett for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 670 | Oldest Backlog Freshness Audit | Verified & Closed | Audited jellyfin, kiwix, navidrome, nextcloud, and ollama for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 671 | Oldest Backlog Freshness Audit | Verified & Closed | Audited omni-tools, open-webui, paperless-ai, paperless-ngx, and plex-automation for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 672 | Oldest Backlog Freshness Audit | Verified & Closed | Audited plex, portracker, prowlarr, qbittorrent-automation, and qbittorrent for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 673 | Oldest Backlog Freshness Audit | Verified & Closed | Audited storj, litellm, tailscale, mealie, and n8n for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 675 | Oldest Backlog Freshness Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 676 | Oldest Backlog Freshness Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 677 | Oldest Backlog Freshness Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 678 | Oldest Service Docs Audit | Verified & Closed | Audited syncthing, gitea, changedetection, habitica, and headscale for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 679 | Oldest Service Docs Audit | Verified & Closed | Audited home-assistant, homebox, immich, inventory, and it-tools for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 680 | Oldest Service Docs Audit | Verified & Closed | Audited jackett, jellyfin, kiwix, grocy, and mealie for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 681 | Architecture Docs Audit | Verified & Closed | Audited multi_agent_knowledgeops, infrastructure, flows, component_map, and automated_contributions for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 682 | Oldest Documentation Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 683 | Oldest Backlog & Non-Compliant Audit | Verified & Closed | Audited mentat, searXNG-automation, radicale-automation, qbittorrent-automation, and plex-automation for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 684 | Agent Framework Docs Audit | Verified & Closed | Audited agency-agents, agency-swarm, agentic-automation-canvas, agentic-workbench, and agno for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 685 | Oldest Backlog Docs Audit | Verified & Closed | Audited standards, CONTRIBUTING, syncthing, gitea, and changedetection for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 686 | Framework Docs Audit | Verified & Closed | Audited ag2, autogen-studio, autogen, aws-kiro, and axolotl for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 687 | Infrastructure Docs Audit | Verified & Closed | Audited aphrodite-engine, azure-ai-gateway, beellama-cpp, chroma, and clawrouter for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 688 | Provider Docs Audit | Verified & Closed | Audited anthropic, aws-bedrock, azure-ai-search, azure-openai, and baseten for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 689 | Provider Docs Audit | Verified & Closed | Audited bigswitch, codestral, cohere, deepseek, and exa_ai for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 690 | Provider Docs Audit | Verified & Closed | Audited exaone, fireworks, glm, google-ai-studio, and groq for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 691 | Oldest Intake Issues Processing | Verified & Closed | Processed IFTTT, JMAP, Material for MkDocs, v0.dev, and Next.js intake entries. Verified 2027-01-07. |
| Batch 692 | Oldest Intake Issues Processing | Verified & Closed | Processed Tailwind CSS, Bloomberg Terminal, OAuth 2.0 / OIDC, DeepSpeed, and Pydantic intake entries. Verified 2027-01-07. |
| Batch 693 | Oldest Intake Issues Processing | Verified & Closed | Processed Docker Compose, Podman, llama.app, Zilliz, and Hera Python SDK intake entries. Verified 2027-01-07. |
| Batch 694 | Oldest Intake Issues Processing | Verified & Closed | Processed Weights & Biases (Core), Hailuo AI, and Nebius Group intake entries. Verified 2027-01-07. |
| Batch 695 | AI Provider Docs Audit | Verified & Closed | Audited huggingface, internlm, katcoderair, lfm-encoders, and liquid-ai for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 696 | AI Provider Docs Audit | Verified & Closed | Audited microsoft-graph, minimax, mistral, monolith, and moonshot for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 697 | AI Provider Docs Audit | Verified & Closed | Audited nebius, nvidia, openpangu, perplexity, and poolside for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 698 | AI Provider Docs Audit | Verified & Closed | Audited portkey, replicate, soofi, tavily, and together for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 699 | AI Agent Framework Docs Audit | Verified & Closed | Audited anthropic-agent-skills, autoreason, aws-dogwood, bee-agent-framework, and claude-skills-ecosystem for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 700 | AI Agent Framework Docs Audit | Verified & Closed | Audited cline, composio, deerflow, documentation-writer, and gemini-managed-agents for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 701 | AI Agent Framework Docs Audit | Verified & Closed | Audited gemini-robotics, goose, gpt-researcher, home-admin-tools, and kiro-crew for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 702 | AI Agent Framework Docs Audit | Verified & Closed | Audited letta, mem0, multi-agent-systems, multion, and nemo-retriever for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 703 | AI Agent Framework Docs Audit | Verified & Closed | Audited nanoclaw, open-agents, perplexity-agent-api, phidata, and replit-agent for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 704 | AI Agent Framework Docs Audit | Verified & Closed | Audited roo-code, superpowers, symphony, worldclaw, and airops for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 705 | Automation & Orchestration Docs Audit | Verified & Closed | Audited atlassian-jira-mcp, browser-use, chronos-mcp, clihub, and codegraphcontext for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 706 | Automation & Orchestration Docs Audit | Verified & Closed | Audited gnu-make, google-workspace-cli, gumloop, hashicorp-vault, and ifttt for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 707 | Automation & Orchestration Docs Audit | Verified & Closed | Deepened llmware; audited just, lightpanda, make, and makefile-mcp for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 708 | Automation & Orchestration Docs Audit | Verified & Closed | Deepened mcp-servers; audited mcp-registry, mcp, open-interpreter, and open-webui-computer for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 709 | Automation & Orchestration Docs Audit | Verified & Closed | Deepened vellum; audited picnic, pipedream, playwright-mcp, pulse-mcp, and puppeteer for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 710 | Benchmarking Docs Audit | Verified & Closed | Deepened alpaca-eval and asdiv; audited arc, assistant-bench, and bigcodebench for early January 2027 technical freshness. Verified 2027-01-07. |
| Batch 711 | Benchmarking Docs Audit | Verified & Closed | Deepened chatbot-arena, deepeval, dream, evalplus, and gaia with Mermaid architecture diagrams and FastMCP patterns. Verified 2027-01-07. |
| Batch 712 | Benchmarking Docs Audit | Verified & Closed | Deepened giskard, gpqa, gsm8k, helm, and human-eval with Mermaid architecture diagrams and FastMCP patterns. Verified 2027-01-07. |
| Batch 713 | Benchmarking Docs Audit | Verified & Closed | Deepened inspect-ai, intercode, judgegpt, lakera-guard, and livecodebench with Mermaid architecture diagrams and FastMCP patterns. Verified 2027-01-07. |
| Batch 714 | Benchmarking Docs Audit | Verified & Closed | Deepened gpt-red, humanitys-last-exam, langsmith, llmperf, and lm-evaluation-harness with Mermaid architecture diagrams and FastMCP 3.1 patterns. Verified 2027-01-07. |
| Batch 715 | Benchmarking Docs Audit | Verified & Closed | Deepened longcli-bench, math-benchmark, mbpp, mmlu, and mt-bench with Mermaid architecture diagrams, FastMCP 3.1 patterns, and Pydantic v2 schemas. Verified 2027-01-07. |
| Batch 716 | Benchmarking Docs Audit | Verified & Closed | Deepened multipl-e, ollama-benchmark-cli, opencompass, os-world, and pa-bench with Mermaid architecture diagrams, FastMCP 3.1 patterns, and Pydantic v2 schemas. Verified 2027-01-07. |
| Batch 717 | Benchmarking Docs Audit | Verified & Closed | Deepened promptfoo, sharp-ai, supermetal, swe-bench, and terminal-bench with Mermaid architecture diagrams, FastMCP 3.1 patterns, and Pydantic v2 schemas. Verified 2027-01-07. |
| Batch 719 | Calendar & Tasks Docs Audit | Verified & Closed | Deepened todoist, vimcal, any-do, outlook, and reclaim with Mermaid architecture diagrams, FastMCP 3.1 patterns, and Pydantic v2 schemas. Verified 2027-01-07. |
| Batch 720 | Infrastructure Docs Audit | Verified & Closed | Deepened lancedb, llama-app, llama-swap, podman, and ramalama with Mermaid architecture diagrams, FastMCP 3.1 patterns, and Pydantic v2 schemas. Verified 2027-01-07. |
| Batch 721 | Infrastructure & AI Tools Deepening | Verified & Closed | Deepened privategpt, zilliz, hera, hailuo-ai, and docker-compose with Mermaid architecture diagrams, FastMCP 3.1 patterns, and Pydantic v2 schemas. Verified 2027-01-07. |
Action Plan for Remaining Work (Action C)¶
The following tasks are identified for future Ralph-loop runs to maintain the "High Confidence" standard:
- Access Matrix Freshness: Updated (2026-05-23) (Perplexity Gmail/Calendar updated to 🟢; Aider MCP updated to 🟠).
- Confidence: high