## (daily refresh, 1)

- cross-category: kanzo (emanuele-em/kanzo) admission resolved for task-management, 921 stars as of 2026-11-03, AGPL-3.0 single-binary kanban board plus MCP server created 2026-10-25, zero independent coverage stated
- cross-category: Cloudroom (davidondrej/cloudroom) admission resolved for orchestration on the standalone-ADE line, 1,311 stars as of 2026-11-03, Apache-2.0, per-thread cloud sandbox and git branch with local and cloud teleport, launch-echo-only coverage (2-point, 1-comment HN 2026-10-17), GUI built on the surfaces member bb's framework
- cross-category: Personal Agent Protocol admission resolved for protocols, Sierra and Meta with Genesys, Instinct, Rocket, Shopify, Stripe, and Walmart (NiCE joined per CMSwire), v0.1 spec promised for October still unshipped as of 2026-11-03, beri.net pre-spec critique as the critical source
- cross-category: Friday (splashxmoon/friday, 29 stars), Agora (CaffeinatedSoftwareLLC/agora, 5 stars), and TaskHandoff (edgestorage/task-handoff, 5 stars) rejected on the thin-record below-band line, reopen on traction or coverage
- cross-category: toqprotocol/toq rejected on the thin dormant record (6 stars, pushed 2026-03-18, 0-comment 2-point Show HN), resolving the 2026-11-01 protocols handoff, reopen on traction or coverage
- cross-category: the 2026-11-02 stars tudorms/BookScan (2 stars, book ISBN scanner, dormant since 2025-11-30) and bookorbit/bookorbit (6,104 stars, consumer reading app) rejected out of scope, no agent story
- section-root: the-agentic-development-environment-landscape: rotation re-verification, every one of 17 URLs fetched 200, Air's claims re-verified unchanged against its live page, the Paseo reference line's AGPL corrected to Apache-2.0 where the 2026-11-01 body edit missed it, and Agent Orchestrator's supported-agent line moved from 26-plus to 35-plus; Orca's dated star count untouched.
- section-root: agentic-coding-tools-landscape: link re-verification (sixteen of eighteen fetched 200, Bloomberg and devops.com again 403 to scripted fetches), DeepSeek Harness newest prerelease to dsh-v0.2.2-alpha.3 (published 2026-11-03), Cursor X bundle unchanged, Gemini CLI docs stamp held at 2026-10-26 with the same banner.
- section-root: model-selection-for-coding-tasks: seven-page sweep with the Kimi floors moved again (input $0.152/$22.00 on Wafer's re-priced fast row, output $0.276/$9.60 on Wafer's us row after Sail's rows went to $0.224/$10.72, Relace fp4 the cheapest single row at $0.1529/$9.7471, Chutes' $9.50 row degraded, roster back to 30) and kimi-k2.7-code's floor held at $0.60/$3.00 on CoreWeave; DeepSeek's page still carries its free-of-charge Search-and-Fetch wording three days past the stated 2026-11-01 start; gpt-5.6-terra and gpt-5.6-luna still listed; every other anchor unchanged.
- section-root: model-provider-feature-matrix: synced with the guide's sweep, the flagship cell's floors moved and the workhorse cell held; all seven provider pricing pages re-fetched with every other cell unchanged.
- section-root: context-management-patterns: rotation re-verification, all nine pages 200, the five-file re-read wording corrected to the session's read-or-edited files chosen by recency, the 5,000/25,000 caps gaining oldest-dropped-first, and idle compaction folded in from the rewritten docs.
- section-root: the-tells-are-structural: link check, all eight cited sources 200, study figures and ruleset rule ids unchanged, star figures untouched.
- section-root: model-benchmark-matrix: link re-verification, every cited URL 200 except the PaperBench page's standing 403, Terminal-Bench still 4.0, as-of re-dated.
- agent-manager: v0.47.1 (2026-11-02) the latest release after v0.47.0 (2026-11-01), push 2026-11-03.
- agent-swarm: v2.7.8 (2026-11-02) closes the daily train.
- atlas: alpha-0.4.1-org-agent (2026-11-03) after the alpha-0.3.x line, the release body empty.
- crewai: 1.15.34 (2026-11-01) on GitHub and PyPI, push 2026-11-03.
- happier: push 2026-11-03, release count past one hundred on parallel dev tracks.
- hive: v1.0.14 (2026-11-02) continues the stable train, push 2026-11-02.
- looptroop: v0.6.3 (2026-11-02), commits through 2026-11-03.
- mastra: @mastra/core 1.81.0 (2026-11-02) added experimental storage-backed MCP tasks, restart-safe long-running execution.
- oh-my-codex: v0.21.46 (2026-11-02) the latest release.
- omnara: omnarad and cluster both at v0.2.16 (2026-11-03).
- openharness: the CLI stable line stepped from v0.4.97_cli (2026-10-28) onto v0.5.x with v0.5.31_cli (2026-11-03).
- openrig: v0.7.7 (2026-11-02).
- orca: v1.4.247 (2026-11-03) after v1.4.246 (2026-11-02), Android track at mobile-android-v0.0.62 (2026-11-02).
- paseo: v0.15.0 stable (2026-11-03), daemon restarts keep terminal programs with agent recovery and mobile terminals render natively.
- praisonai: v4.7.23 (2026-11-03), push 2026-11-03.
- ruflo: the 2026-11-01 run of four releases closing at v3.71.0.
- sandcastle: the release line returned with v0.13.0 and v0.14.0 (2026-11-02, native sandboxes the documented default, session resume for Copilot, Cursor, and OpenCode, E2B, Modal, and Fly.io Sprites providers, two sandbox-escape security fixes); #223 corrected (closed as completed the same day it was reported, PR #224); the dead aihero.dev/open-source reference replaced with aihero.dev/sandcastle.
- sim: v0.9.40 (2026-11-01) and v0.9.41 (2026-11-03), push 2026-11-03.
- superset: desktop-v2.0.3 (2026-11-01) after desktop-v2.0.2 (2026-10-29), push 2026-11-03.
- termio: v0.71.0 (2026-11-02) with v0.70.0 and v0.70.1 the same day.
- gascity: rotation re-verification, all cited sources live, push 2026-11-03, v1.5.1 still latest.
- gwq: rotation re-verification, all cited sources live, claims hold.
- happy-coder: rotation re-verification, all cited sources live, push 2026-11-03, cli-1.2.5 still latest.
- hcom: rotation re-verification, all cited sources live, claims hold.
- helmor: rotation re-verification corrected the dormancy record, the last default-branch commit is 2026-07-24 (the 2026-08-22 pushed_at was a side branch), the quiet spell over three months.
- jean: rotation re-verification, all cited sources live, push 2026-11-03, v1.0.13 still latest.
- metagpt: rotation re-verification, dormancy holds (last push 2026-01-21), OpenManus push refreshed to 2026-11-02.
- orkas: rotation re-verification, all cited sources live, push 2026-11-03, v2026.10.27 still latest.
- raven: rotation re-verification, all cited sources live, push 2026-11-03, v0.2.6 still latest.
- scion: rotation re-verification, all cited sources live, push 2026-11-03.
- squad: rotation re-verification, all cited sources live, push 2026-11-02, v1.1.0 still latest.
- the-perfect-orchestrator: rotation re-verification, all cited sources live, claims hold.
- vibe-kanban: rotation re-verification, all cited sources live, npm still 0.1.44 and the release list still stops at 0.1.44.
- orchestration: the feature matrix refreshed the sandcastle column on the release return (Platforms, Remote or SSH execution, Cloud execution option, Current status cells, the process-engines paragraph, and the choosing bullet).
- a2a: default branch quiet since the 2026-11-01 docs pass, the 2026-11-02 push was a side branch; spec stays v1.0.1.
- a2ui: Python wave 2026-11-02, a2ui-core 0.5.0 and agent SDK 0.10.0 both breaking (agentOnly-callable refusal in core; version-string format, file-resolve removal, per-path updateDataModel in the SDK, plus incremental Express streaming), adk and a2a at 0.2.0; spec table unchanged at v0.9.1 current with v1.0 a candidate.
- acp: stable train to v1.15.1 with schema-v1.29.1 (2026-11-02) after schema-v1.29.0 added unstable session and proxy methods and moved the client-system-prompt RFD to preview; v2 alpha at schema-v2.0.0-alpha.13; Rust SDK breaking 5.0.0 and TypeScript 2.4.0 (both 2026-11-02); agents list re-counted at 49.
- ag-ui: release train to release/2026-11-03; npm month ending 2026-11-02 read core 11,004,862 plus client 5,462,232 (about 16.5M combined); SDKs stay at 1.0.3.
- agent-host-protocol: train unchanged at v1.0.0, pushed 2026-11-03 on dependabot, 76 open issues and pull requests, crate 351,694 lifetime and npm 593,872 for 2026-10-02 to 2026-11-02.
- anp: rotation re-verified, every cited URL live, spec hub serves ANP 1.2, footprint unchanged (2, 1, 1 points), default-branch push 2026-10-30 recorded.
- llms-txt: rotation re-verified, every cited URL live, spec site still v2 (modified 2026-08-10), Anthropic's served file now 924 lines, footprint unchanged.
- mcp: pushes since 2026-10-31 are docs, dependabot, and working-group housekeeping; the spec revision stays 2026-07-28 (schema directory's newest dated folder unchanged).
- pic-standard: the 2026-11-02 push was a side branch, the default branch quiet since 2026-10-28; v0.9.1 stands.
- uhp: release train to v0.37.15 (2026-11-03) via v0.37.14; spec stays at its 2026-10-19 fifth version with the conformance suite at 2026.10.19.post4.
- webmcp: draft moved to its 2026-11-02 revision, an optional `outputSchema` on tool registration and discovery (issue #9 closed), the second API surface addition this month; 137 open issues hold.
- protocols: matrix WebMCP maturity cell moved to the 2026-11-02 draft; AG-UI prose figure refreshed to about 16.5M and AHP prose figures to roughly 946k combined.
- code-graph-rag: PyPI 0.5.0 (2026-11-03, 38 releases; NEWS headlines JavaScript change-signature read/write and the Rust toolchain bump), pushed 2026-11-03 at 522 open issues.
- docling: PyPI 2.146.0 (2026-11-03, 236 releases), pushed 2026-11-03 at 945 open issues.
- graphrag: pushed 2026-11-02 at 61 open issues; the default branch's latest commit is a maintenance-workflow action pin, inside the declared fix-only scope.
- knowhere: releases v1.2.41, v1.2.43, and v1.2.44 on 2026-11-02 (no v1.2.42 published), pushed 2026-11-02 at 39 open issues.
- langchain: 17,123 commits, pushed 2026-11-03.
- open-codebase-index: pushed 2026-11-02; trailing-month npm installs 5,480 to 2026-11-02 (eight zero days), roughly flat against 5,569.
- pageindex: PyPI 0.5.1 (2026-11-03, 55 releases), pushed 2026-11-03 at 154 open issues.
- ragflow: pushed 2026-11-03 at 1,301 open issues; v1.0.0-rc3 still latest; advisory record unchanged at eight.
- unstructured: pushed 2026-11-02; PyPI 0.27.36 remains latest.
- lightrag: rotation re-verification re-fetched every cited URL live, all claims unchanged; open issues 427 to 433, push unchanged at 2026-10-29.
- llamaindex: rotation re-verification re-fetched every cited URL live, all claims unchanged; 1,201 open issues counting pull requests; the docs root now carries a LlamaCloud-is-now-LlamaParse rename banner, consistent with the note's naming.
- retrieval-feature-matrix: maintenance row refreshed to 2026-11-03; no membership change.

## (recovery of the interrupted 2026-11-03 run, wave 2, appended 2026-11-04, glm-5.3-flash)

- hermes: recorded v0.22.6 (2026-11-02, about 776 pull requests since v0.22.5, curated notes again deferred to v0.23.0), with refreshed adoption numbers.
- openclaw: recorded v2026.10.10 (2026-11-03, the durability-and-surface train: redacted backups over PostgreSQL exports and plugin credentials, the Node compatibility window restored, Gateway streaming stall fixes, subagent-continuation reliability, first-class cloud and desktop session moves, a rebuilt Control UI) taking the latest-stable spot, with refreshed adoption numbers.
- octop: recorded v1.0.3b2 (2026-11-02, GitHub and PyPI the same day: TOTP and passkey sign-in beside passwords, a RagFlow knowledge-base connector, chat and session fixes) extending the v1.0.3 beta line, with refreshed adoption numbers.
- zeroclaw: rotation re-verification, every cited URL re-fetched live, v0.8.7 (2026-10-27) confirmed still the latest release, with refreshed adoption numbers.
- nanobot: rotation re-verification, every cited URL re-fetched live, v0.4.0 (2026-10-28) confirmed still the latest release with the Alpha classification current, with refreshed adoption numbers.
- assistant-runtimes: volatile refresh moved pushed-date and open-issue lines on the fourteen signaled notes (astrbot, anything-llm, eigent, langbot, nanobot, nanoclaw, octop, open-webui, openclaw, openwork, openworker, qwenpaw, zeroclaw, hermes), stars exempt; openwork pricing re-checked unchanged (the eighteenth-churn state holds), eigent pricing re-checked unchanged.
- assistant-runtimes: the feature matrix moved status cells (Hermes to v0.22.6, OpenClaw to v2026.10.10 with 7.7k, Octop to v1.0.3b2 with 791, AstrBot to 1,152); stars row untouched.
- assistant-runtimes: openhuman reads 42,511 stars on 2026-11-03, about +70 in three days, against OpenClaw's 393,794; the q13 scale trigger stays unfired, openhuman held.
- ante: recorded v0.3.2 (November 1): `ante usage` quota reporting without opening a session, the `max_request_images` catalog cap, trimmed built-in model lists, and tool-returned images and files staying attached to their producing calls.
- gptme: recorded stable v0.36.0 (November 2): the OpenCode Go DeepSeek provider, Windows Authenticode signing, opt-in project verification discovery, the managed default moving to claude-sonnet-5.5, and per-finding evidence fields on review findings; push refreshed to 2026-11-02.
- basic-memory: recorded the post-1.0 fix train (November 1 and 2): indexed file-conflict lookups, the folder-named-like-the-project permalink fix, note-move rejections on equivalent paths, and the Hermes plugin conformed to Hermes v0.22's provider contract; the opening PyPI figure moved to 1.0.0.
- claude-mem: recorded v15.9.0 (November 2): Devin CLI and Desktop install paths, the My Work manual Refresh now button, the remote-worker https setting, and the redaction batch; npm re-verified in sync at 15.9.0, trailing-month downloads 86,399.
- deja: recorded v0.23.4 (November 1, reverse commit attribution via `deja origin` across 43 harnesses, shell-layer recall, full CJK recall parity) and v0.23.5 (November 3, status-bar extensions for VS Code, Cursor, Windsurf, and Antigravity, a Raycast extension, and the standalone deja-reflect skill); push refreshed to 2026-11-03.
- funes: recorded v1.10.0 (November 1): the legacy BGE reranker replaced by GTE modernbert (always active under the default k 8 and candidates 30) and prompt language detected at index time and used as a recall hint; snapshot refreshed (pushed 2026-11-03).
- gbrain: the train continued to v0.60.559.0 (twenty-three releases, November 1 to 3), whose headline is the opt-in spring skill-loading mode writing a compact skill index instead of copying every bundled skill into the harness directory, with right-skill-first loads up on Claude Code (29 of 36 A/B trials versus 15 native) and standing tokens at about a quarter of native.
- hindsight: snapshot refresh only (pushed 2026-11-02, as of 2026-11-03), stars untouched.
- memos: snapshot refresh only (pushed 2026-11-02, as of 2026-11-03), stars untouched.
- memu: pending-work refresh (2026-10-30 through 11-03): the OpenRouter API-base fix for SDK embeddings and the Codex adapter upgrade adding CLI installation and hook removal to the memu-codex path; push refreshed.
- openviking: main-branch work extended through 11-03: distributed watch storage and scheduling, Studio management of scheduled Compile updates, a GLOBAL identity lifecycle with a token-role allowlist, cheaper multi-write metadata IO, and a Windows UTF-8 stdio fix; push refreshed.
- sno-station: recorded v1.7.3 (November 2): one agent can ping another while you type in its window, the ping waiting in the recipient's inbox; v1.7.2 still stands in tags and releases, so the release-history deletion has not recurred a third time.
- memory-feature-matrix: deja's integration cell gained the v0.23.5 status-bar and Raycast extensions, and Basic Memory's integration cell gained the Hermes Agent memory-provider plugin.
- bifrost: snapshot refresh (the helm-chart-v2.1.47 bump of 2026-11-02, pushed 2026-11-03, no component release past the 2026-10-29/30 train), stars untouched.
- llamafile: rotation re-verification, every cited URL re-fetched live, every claim held, 0.10.6 still latest and the repo pushed 2026-10-12 unchanged; nothing moved.
- localai: snapshot refresh (pushed 2026-11-03, the site's contributor count 256 to 265, the gallery counter still 1,255), stars untouched.
- openrouter: reference re-fetch pass (FAQ, pricing page, usagepricing, the Stripe announcement, ofox, truefoundry, costgoat, the models API, the gpt-6.1-sol-pro endpoints, and Azure's model table all re-fetched 2026-11-03) with every tracked fee, tier, and -pro finding unchanged.
- codeg: recorded v0.41.4 (November 2, inline math rendering, the duplicated remote-workspace terminal-output fix, the readable execution timeline, ZCode /rename session titles, the OpenCode compaction reserve as a context-window share, and bundled-agent updates) as the new latest release.
- openchamber: recorded v2.6.0 (November 2, the customizable sidebar sections, agents drawing tables, charts, steps, and forms with form answers returned as one reply, the Canary update channel carrying the Android and iOS apps, and the agent memory tool) as the new latest release.
- vibeyard: volatile re-verification on the pushed signal: the quiet broke on the code side, the repository pushed 2026-11-01 with the unreleased vibeyard-ctl external agent-control feature (pull request #169 closing issue #168), while the release train still ends at v0.3.8; the status, cautions, and bottom line rewritten.
- whiteboard: recorded v0.5.1 (November 1, browser share links with sign-in-required snapshot uploads and the experimental agent-drawn animations mode) as the new latest desktop release, added the share-upload caution per the privacy docs, and refreshed the open-work queue to eleven issues and thirty-two pull requests.
- model-access: experiential's stray updated-field bump from the dead run reverted; the note stands at its 2026-11-01 state for the next rotation.