## (daily refresh, 1)

- cross-category: stars scan found zero new stars since the 2026-10-25 checkpoint, proposed checkpoint unchanged
- cross-category: broad-source scan ran on all six sources, five unchanged since their last checks (andyrewlee newest commit 2026-10-31 already resolved, ai-for-developers 2026-09-18, awesome-claude-code content 2026-10-22, e2b-dev 2026-08-21, slavakurilyak 2026-10-04), AMO additions 2026-10-31 to 11-01 resolved
- cross-category: orchestration: the AMO #99 Herdr full-entry upgrade is source-side presentation of the herdr member, membership already holds, no action
- cross-category: orchestration: joxo (JoxoAI/joxo, 89 stars) rejected on the thin-record tail, reopen on traction, coverage, or open-sourcing
- section-root: agentic-coding-tools-landscape: rotation re-verification, DeepSeek Harness newest prerelease to dsh-v0.2.1-rc.5 (published 2026-10-30), ade-topic tail's Superset renamed Paradev per its formerly-Superset README, Cursor pricing re-read with the X bundle unchanged, Gemini CLI docs stamp held at 2026-10-26, links re-fetched with Bloomberg and devops.com again 403.
- section-root: the-agentic-development-environment-landscape: Superset renamed itself Paradev (ParadevAI org, Elastic License 2.0) and Paseo relicensed AGPL-3.0 to Apache-2.0 with Antigravity and Muse Code added, corrected in the leaderboard, top-five line, license axis, and references; all 17 URLs fetched 200 and Air's claims re-verified unchanged.
- section-root: model-selection-for-coding-tasks: Kimi K3 OpenRouter floors moved (input $0.149 on Wafer's new fast row, output $7.15 on Sail Research's fp4 row holding both legs at $0.1495/$7.15, Relace re-priced to $0.1824/$9.34, Makora to $0.50/$13.00, roster 30 to 29) with kimi-k2.7-code's floor held at $0.60/$3.00; all seven provider pricing pages re-fetched with every other anchor unchanged; DeepSeek Search-and-Fetch billing reached its stated 2026-11-01 start with the page still carrying the free-through-October wording.
- section-root: model-provider-feature-matrix: synced with the guide's Kimi-floor moves (flagship cell split floors, workhorse cell held); all seven provider pricing pages re-fetched, every other cell unchanged.
- section-root: context-management-patterns: link check, all nine cited pages fetched 200, no fact moved.
- section-root: the-tells-are-structural: link check, all eight cited sources fetched 200, study figures unchanged, star figures untouched.
- crewai: recorded 1.15.33 (2026-10-29) as the latest release on GitHub and PyPI.
- crewai: replaced the Wikipedia reference with the deletion log and recorded the 2026-10-30 LLMPROD deletion of the article as a caution.
- emdash: recorded v1.2.10 (2026-10-30) on the release train.
- multica: recorded v0.7.2 (2026-10-30) as the latest release.
- oh-my-codex: recorded v0.21.44 (2026-10-31) as the latest release, npm at 173 versions.
- omnara: recorded omnarad v0.2.15 and cluster v0.2.15 (both 2026-10-30) on the two release lines.
- sim: recorded v0.9.39 (2026-11-01) on the release train.
- flowise: refreshed npm downloads to 11,853 in the month ending 2026-10-29.
- ag2: corrected the stale PyPI reference description to the 1.2.2 tracking claim.
- apowerb: corrected the stale registry reference description to version 0.2.97.
- agent-teams: corrected the stale releases reference description to v2.18.4 latest.
- agent-manager: recorded v0.46.0 (2026-10-31) as the latest release.
- agent-swarm: recorded the v2.7.4 through v2.7.7 train (2026-10-30 to 2026-11-01).
- agentlas-os: recorded v1.2.72 (2026-11-01) as the latest release.
- crewplane: recorded v0.4.1 (2026-10-30) as the latest release.
- lanes: recorded v0.50.0 (2026-10-31) as the latest release.
- langgraph: recorded 1.2.19 (2026-10-30) as the latest release.
- lobehub: recorded v2.3.0 stable (2026-11-01) on the release train.
- looptroop: recorded v0.6.2 (2026-10-30) as the latest release.
- openharness: recorded the desktop-and-web line at v1.3.44_desktop and v1.3.83_web (both 2026-10-30).
- openrig: recorded v0.7.6 (2026-10-30) as the latest release.
- orca: recorded v1.4.245 (2026-10-30) as the latest desktop release.
- parallel-code: recorded v5.1.0 (2026-10-29) as the latest release.
- paseo: recorded v0.14.0 (2026-10-29) stable and the v0.15.0-beta.1 prerelease (2026-11-01).
- praisonai: recorded v4.7.22 (2026-10-30) as the latest release and praisonaiagents 1.7.20 on PyPI.
- ruflo: recorded the v3.63.9 through v3.68.0 train (2026-10-29 to 2026-11-01).
- t3code: recorded v0.1.4 through v0.1.6 as the stable line and the nightlies moving to v0.1.7.
- tuios: recorded v0.12.1 (2026-10-31) as the latest release.
- evoagentx: recorded the maintenance return continuing with pushes through 2026-10-31, release train still stopped at v0.1.4.
- bifrost: release train unchanged past the 2026-10-29/30 components, repo pushed 2026-11-01.
- experiential: pricing page plan-table rate rows cut to 10M/100M/1B tokens a day (from 9B/36B/54B) while the page's own FAQ keeps the old ceilings, one-key model count 943 to 958, price history row appended; PyPI 0.7.225 at 228 releases, repo pushed 2026-11-01.
- experiential: matrix billing-mechanics and price-trajectory cells moved with the 2026-11-01 rate-table cut.
- litellm: train head moved to v1.109.0-dev.2 (2026-10-30), v1.106.6 still the latest stable and PyPI latest, repo pushed 2026-11-01.
- llm-gateway: PAYG and DevPass pricing re-fetched unchanged, repo pushed 2026-11-01 with v1.23.0 still latest.
- localai: repo pushed 2026-11-01 with v4.12.1 still latest.
- ollama: repo pushed 2026-10-31 with v0.40.13 still latest.
- nanogpt: rotation re-verification, every cited source unchanged, the $12/60M-token-week Pro tier stands.
- cerebras-code: rotation re-verification, every cited source unchanged, Pro and Max still sold out at $50/$200.
- requesty: rotation re-verification, the company's own routing comparison rebuilt 2026-10-28 into Auto Routing content and now reading 600+ models, closing the 400-versus-600 disagreement, and a first HN story about the company at 1 point; the 5% markup unchanged.
- synthetic: rotation re-verification, every cited source unchanged, Go $9 / Standard $30 / Big $90 tiers stand.
- andrej-karpathy: rotation re-verified; Medium Software 2.0 page 403s automated fetches, reference now the 2026-10-06 archive snapshot; blog gained the HackerTube essay (2026-10-31); GitHub still ends at nanochat (2026-09-07).
- armin-ronacher: rotation re-verified; newest essay Custom Voices With Qwen3-TTS (2026-10-29), thirteen essays July 4 to October 29; lucumr Algolia query still grounds the cited point counts (996 at 1,058, Tower at 558).
- caleb-writes-code: rotation re-verified; newest upload CUDA is hard.. (2026-10-30), six uploads October 13 to 30; third-party FAQ reads 125K subscribers (2026-11-01), prose body still carries the stale record.
- lars-faye: rotation re-verified; every cited URL live, feed still ends July 22, course price unchanged; no claim moved.
- latent-space: rotation re-verified; newest issue Agents Prompt People (2026-10-31), AINews through October 31; www host now redirects to the bare domain and the AINews section moved to /news/; front page still shows no subscriber count.
- ray-amjad: moved the Pricing section to its mandated position between Cautions and Compared to; no content change.
- people-and-publications-feature-matrix: Ronacher cadence cell to thirteen essays July 4 to October 29, 2026; columns stay at thirty-three.
- people-and-publications: link, front matter (no type field, mandatory tags), section-order, matrix membership/sort/width, and index-list checks clean across all 33 notes.

## (daily refresh, 2)

- a2a: re-verified, spec stays v1.0.1 and the official CLI train v0.3.1, the 11-01 push is docs-only (broken-link and partner-link fixes, an antitrust policy page).
- acp: re-verified unchanged, trains still at v1.14.0 / schema-v1.28.0 and schema-v2.0.0-alpha.11 with the SDKs at Rust 3.6.0 and TypeScript 2.2.0, nothing newer tagged.
- ag-ui: downloads refreshed to about 15.5M combined in the month ending 10-31 (core 10,196,314, client 5,307,098); a community Swift SDK for iOS and macOS merged 10-31 (PR #1512), not yet in the README SDK table; release train stays release/2026-10-30.
- agents-md: rotation re-verified, every cited URL live, the 60k-project count and OpenAI's 88 nested files stand, changelog entries and the mods directory unchanged; AAIF press reference moved to its canonical aaif.io/news address.
- langchain-agent-protocol: rotation re-verified, every cited URL live, spec stays 0.1.6, bindings stay langchain-protocol 0.0.20, no dedicated launch thread, forks re-counted 63, push 10-30 dependabot-only.
- uhp: re-verified, spec stays at its 2026-10-19 fifth version with the suite at 2026.10.19.post4 and the train at v0.37.13, the 11-01 push is CI and kit-rename housekeeping.
- protocols-feature-matrix: AG-UI prose figure refreshed to about 15.5M combined downloads in the month ending 10-31; membership unchanged at thirteen.
- protocols: matrix columns and category index list matched to the thirteen members in case-insensitive title order, all internal links live, no type fields.
- chonkie: pushed 2026-10-31, trailing-month downloads re-verified unchanged, PyPI 1.7.0 remains latest.
- code-graph-rag: PyPI train reached 0.4.5 (2026-10-30, 36 releases; the 0.4 line gates a repository's `.cgr.md` out of the agent's system prompt until approved), pushed 2026-11-01, 541 open issues.
- knowhere: release v1.2.40 (2026-10-31, paired TOC boundary isolation recalibrated from the last confirmed physical page), pushed 2026-10-31; per-page pricing unchanged.
- langchain: repository activity refreshed (17,103 commits, pushed 2026-10-31); pricing untouched.
- ragflow: recorded v1.0.0-rc3 (2026-10-30, third and final release candidate per its own notes, rc2-schema compatible for direct upgrades); advisory record re-verified unchanged at eight.
- open-codebase-index: pushed 2026-10-31 (out-of-rotation refresh on the work-list signal); npm train remains paused at 0.38.2.
- semantic-code-search: rotation re-verification re-fetched every cited URL live; all claims unchanged (VS Code workspace-context page now dated 2026-10-28).
- tree-sitter-chunking: rotation re-verification re-fetched every cited URL live; all claims unchanged.
- retrieval-feature-matrix: maintenance row refreshed to 2026-11-01 (Code-Graph-RAG PyPI 0.4.5, Knowhere v1.2.40, RAGFlow v1.0.0-rc3); no membership change.
- retrieval: links, front matter, and as-of dates verified across the sixteen members; matrix and category index page matched to membership (columns and entries sorted case-insensitively); category fit re-checked, no moves.
- agent-sandbox: rotation re-verified, v1.0.9 (2026-10-29, router gRPC proxying and the router Helm chart) recorded with the v1.0.9 TCP 9090 NetworkPolicy widening added to the AllowAll caution
- aicontainer: volatile refresh, npm trailing-month downloads 516 to 517 (dated-range window), stale 505 in Cautions corrected, pushes still renovate branches
- artifact-fs: push advanced to 2026-11-01 on branch activity, main quiet since 2026-08-12, Artifacts pricing unchanged
- brig: v0.5.0 (2026-10-31) recorded, breaking removals plus the v1alpha1 policy envelope, secret broker and renewer seams, Claude OAuth refresh
- brood-box: rotation re-verified, v0.0.25 still latest, push on branch activity, HN search still zero hits
- cubesandbox: rotation re-verified, post-release train through 2026-11-01, v0.7.3 still latest, HN threads hold at 7, 5, and 3 points
- drop: rotation re-verified, firewall RuleSet train through 2026-10-30, v0.3.1 still latest
- e2b: 2.62.0 (2026-10-28) recorded, PyPI at 2.62.0, pricing page re-checked unchanged
- microsandbox: v0.7.12 (2026-10-31) recorded, nested virtualization support, cloud still private beta
- nemoclaw: volatile refresh, exactly-one-prerelease story holds, open issues and PRs at 808
- nono: v0.81.0 (2026-10-29) recorded and the fifteen-advisory disclosure record added (CVE-2026-47128 D-Bus sandbox escape, four high-severity bypasses), framed as disclosure evidence not an audit
- nvx: daily prerelease train advanced to 2026-10-31
- opensandbox: stable 1.2.0 (2026-10-27) recorded, OSEP-0025 egress work opened on main
- openshell: v0.1.6 (2026-10-27) recorded, gateways now refuse unauthenticated startup, open issues back above the launch peak
- overalls: trunk commits 1,746 to 2,243, launch still 3 November 2026
- sandstorm: v0.6.0 release-prep pass recorded (glibc and Docker packaging repairs), no tag yet
- yolobox: v0.19.12 and v0.19.13 recorded, train to seventy-two
- sandboxing-feature-matrix: maturity cells refreshed for nine members, prose counts corrected to twenty-four, nono disclosure clause added
- agentmeasure: v0.10.0 (2026-11-01) moves buyer review, task economics, period intake, cost drivers, and read-only MCP tools into a tagged CLI release; verovo PyPI package still unpublished (git-tag install), agentmeasure stays the last PyPI publish at 0.8.0
- agentsview: token-usage docs flipped back to schema version 5 (version 6 documented 2026-10-26 through 10-31, the eighth recorded flip); no release after v0.46.1, only CI and dependency commits since
- ccusage: no release after v20.0.46; trailing-month downloads refreshed to 813,384 (window 2026-10-03 to 11-01, ten zero days), claude-mem re-read at 72,879 in the same window
- codeburn: unreleased fixes recorded (Cursor 3.27 safe-storage unwrap, PowerShell tool as shell tool, Capacity Dock provider persistence, Antigravity userMessage attribution); pushed 2026-10-31 with an 11-01 side-branch push, npm still 0.9.27
- coucou: unreleased Windows and Linux merges from lazarevtill (Claude API model discovery, Flow save-failure survival) plus iPhone App Store iteration fixes since v0.5.8
- token-monitor: v0.84.0 (2026-11-01) adds Manus credits, Muse web quota, the floating Edge Dock capsule, and plugin live rates; README coverage moves to 48-plus tools (Manus the newest account-level row)
- git-ai: no release after v1.7.5 and no default-branch commit since 2026-10-20; the 10-31 push landed on side branches
- tokscale: rotation re-verification; source table moved to 61 named clients (from about 50), trailing-month downloads 122,835 (window 2026-10-03 to 11-01), twelve unreleased fixes landed 2026-10-30, npm still 4.20.1
- clawtrace: rotation re-verification, all cited URLs live, repository, plugin (0.1.23), pricing, and paper unchanged
- agent-analytics: rotation re-verification, all cited URLs live, repository (pushed 2026-10-09, LICENSE still absent), npm CLI 0.5.37, and zero-hit HN footprint unchanged
- session-analytics-feature-matrix: Tokscale cells and prose to 61 named clients, Token Monitor cells and prose to 48-plus tools, schema reading line back to version 5, breadth paragraph rewritten as a contested race (Tokscale 61 past agentsview's roughly 60)
- session-analytics: category index one-liners moved to Tokscale 61 named and Token Monitor 48-plus
- agent-native: volatile refresh, npm stable held 0.3.55 with downloads at 7,277 over the pinned window 2026-10-25 to 10-31 and the pack at 25 skills, framework pushes remain monorepo app development
- agent-plugins: rotation re-verification, all cited URLs live and every claim held, no figures moved
- evoskill: rotation re-verification, all claims held, and the Status records the v1 paper's venue, the First Workshop on Agent Skills (Agent Skills '26) at ACM CAIS 2026, per the v2 branch citation block

## (daily refresh, 3)

- software-factory: loki-mode - recorded the train passing v11.94.0 to reach v11.103.0 (nine minors since v11.94.0, npm in sync): .NET support with xUnit/NUnit/MSTest acceptance tests, package slimmed to 789 npm files with the Docker image now running the quality gates, run-branch cleanup with bundle saves and Bash secret-read denies, whole-issue runs up to four in parallel with splitting only after a failed whole attempt, labelled draft PRs for PARTIAL results, in-place answers to blocked runs with arbitrated Wall tests capping the Seal at PARTIAL; Docker pulls 306,269 (2026-11-01)
- software-factory: fabro - volatile refresh: nightly train at v0.403.0-nightly.0 (2026-10-31), pushed 2026-11-01, nightly-only distribution unchanged
- software-factory: fusion - volatile refresh: pushed 2026-11-01, v0.78.0-beta.9 and npm latest 0.77.0 unchanged with the stable lag at more than eight weeks, downloads re-baselined at 1,782 for the trailing month ending 2026-11-01, HN still no story
- software-factory: machinist - volatile refresh: 179 commits past v0.4.0, main's newest commit still 2026-10-29, v0.4.0 still the newest release, and the zero-coverage claim re-verified across three HN queries, all as of 2026-11-01
- software-factory: superplane - volatile refresh: pushed 2026-11-01, v1.0.0 stable and fleet-manager v0.1.7 still the newest tags; no material change
- software-factory: zeroshot - volatile refresh: train at v10.24.1 (2026-10-31, slow local Codex and Claude configuration probes tolerated up to sixty seconds), npm in sync
- software-factory: fluent - rotation re-verification: every cited URL re-fetched (repository and README, the five release-notes documents v0.2.0 through v0.6.0, fluent.computer, the Discord invite, agentskills.io) and all claims confirmed, including v0.6.0 still the newest release and no push since 2026-10-11; the invite API no longer returns a member count
- software-factory: super-simple-software-factory - rotation re-verification: every cited URL re-fetched (repository, example branch file tree with the .claude skills stamp, demo video, author site, huggingface/tau) and all claims confirmed, including the single commit on main and no push since 2026-08-04
- software-factory: software-factory-feature-matrix - extended Loki Mode's isolation cell for split-issue slices running in their own worktrees and branches (v11.99.0)
- software-factory: <category>: links, front matter, and as-of dates checked; matrix matched to membership and sorted case-insensitively; index entry list matched and alphabetical; category fit re-checked with no pivots
- spec-driven-development: mcp-probe-kit - admitted from the Engineering4AI MCP Servers entry (merged 2026-11-01): the protocol-native spec workflow column, 41 stars, 859 npm downloads a month, zero coverage stated; note, matrix column, and index entry added.
- spec-driven-development: cascade-v3 - rejected on the thin-tail precedent: spec-standard kind, 1 star, zero coverage, reopen on traction or coverage.
- spec-driven-development: sdd-skill - rejected on the thin-tail precedent: spec-toolkit skill, 1 star, zero coverage.
- spec-driven-development: design-os-studio - rejected from the category on the primary-artifact rule: the artifact is a declarative UI screen spec consumed by a design renderer, not a development contract; reported for surfaces.
- spec-driven-development: intent-router - recorded the second deflation (239 and 51 on 2026-10-14 to 89 and 17 on 2026-11-01), the release list grown to ten entries with v1.4.0 still newest.
- spec-driven-development: mycelium - recorded the v0.332.0 release (2026-10-31: native Agent Plugins 1.0 manifest, the gates run on Mistral Vibe for the first time).
- spec-driven-development: openspec - recorded the v1.16.0 release (2026-10-30: breaking Node.js 22.12.0 floor for npm installs, standalone binary unaffected) and refreshed the download figure (3,243,520 a month).
- spec-driven-development: pdd-kit - refreshed the volatile record: pushed 2026-10-31, npm downloads 200 to 1,101 a month.
- spec-driven-development: arc-kit, bmad-method, gsd, spec-kitty, superpowers - volatile pass: push dates and download figures refreshed, no releases past the recorded ones.
- spec-driven-development: cc-sdd - rotation re-verification (all sources alive): npm figure to 33,427 a month, release train unchanged at v3.1.0.
- spec-driven-development: spec-driven-develop - rotation re-verification (all sources alive): repository still quiet since 2026-07-26, no facts changed.
- spec-driven-development: spec-driven-development - category index entry list updated for MCP Probe Kit, OpenSpec one-liner's download figure refreshed.
- nimbalyst: recorded v0.82.4 (October 27, fixes across the file tree cap, external file opens, find-bar stalls, Claude Code sleep and question-card handling, Codex on Bedrock, and team tracker edits) atop the v0.82 pre-release train.
- continue: repository metadata pushes continue into November with the read-only notice standing.
- jetbrains: rotation re-verification; recorded Air Governance GA (October 22) and its $20/user/month Business plan, the results thread grown to 596 points, and the junie.jetbrains.com shell reading; the $8.33/$25.00 ladder stands dated 2026-10-22.
- windsurf: rotation re-verification; both redirects re-confirmed by header and the Devin ladder re-observed unchanged on devin.ai/pricing (200 after the October 22 404), re-observed 2026-11-01.
- px0: rotation re-verification; corrected the handoff list to the README's seven harnesses (Gemini CLI dropped upstream), recorded multi-forge PR review (GitLab, Gitea/Forgejo, Bitbucket Cloud), corrected the v0.1.19/v0.1.20 release-notes reading, train paused at v0.1.20.
- cursor: rotation re-verification; the November 12 OpenAI shutoff stands unrevised eleven days out and the X-fused pricing ladder is unchanged.
- surfaces: volatile pass on the flagged members found no other movement (bb still desktop-v0.48.1, cc-haha still v0.7.6, CodeNomad stable still v1.0.1 with the dev train at v1.0.1-dev-20261101, OpenChamber still v2.5.3, puppyone still v0.4.0, Zed prices unchanged).
- surfaces: links, front matter, as-of dates, matrix membership and case-insensitive sort, and the category index entry list all verified current; no matrix or index edits needed (no membership change, no cell-moving evidence).
- task-management: agentrq - Recorded v0.15.2 (the agentrq skill served over MCP, agentrqd serving in the background by default) and refreshed counts.
- task-management: beads - Refreshed counts (1,604 open issues, pushed 2026-11-01); v1.3.2 still the newest release.
- task-management: kata - Refreshed counts (49 open issues and pull requests, pushed 2026-11-01); v0.20.0 still the newest release.
- task-management: operon - Refreshed counts (28 forks, 17 open issues and pull requests); 4.4.0 still the newest release.
- task-management: ordewell - Recorded v0.12.0 (the waiting-on-you inbox, task revert, notify command, minimal Claude Code tool sets, batched supervisor wakes) and refreshed counts.
- task-management: pad - Recorded v0.19.0-rc.3 (account settings pinned to the signed-in account) and refreshed counts; v0.18.1 still the newest stable tag.
- task-management: automaker - Rotation re-verification, repository unchanged, fork count corrected to 588; corrected the pricing claim, Anthropic's article recording the 2026-06-15 Agent SDK credit-pool change paused before it took effect.
- task-management: ccpm - Rotation re-verification, nothing material changed, fork count refreshed to 843.
- task-management: plandb - Rotation re-verification, the stall holds, and the parent AgentField stack's pricing refreshed to a published $0, one-tier statement.
- task-management: task-management-feature-matrix - Refreshed the release and activity cells and corrected the Automaker Pricing cell.
- margin-lab: volatile re-verification after the 2026-10-30 push (first since 2026-07-31) and the site's model change: Codex tracker switched to GPT-6.1 Sol, new baseline from runs beginning 2026-10-30, eval-default commits by jjbouza, 30-day rates unchanged (81 percent Claude Code, 79 percent Codex), change panel now tags 1D/7D/30D statistically significant while the paused banner stands
- artificial-analysis: rotation re-verification with every cited URL re-fetched: 718 models (from 703), Intelligence Index v5.0 (announced 2026-10-27, nine evaluations, Knowledge Work/Coding/Science/General at 25 percent each), Coding Agent Index v2.0, Gemini 4 Carbon new #1 at 59, changelog entries through 30 October, the three HN critical comments re-verified inside their items
- benchlm: rotation re-verification with every cited URL re-fetched: 1,004 tracked, 724 benchmarks, 216 ranked (77 Supported), stamp October 29, leader Gemini 4 Carbon at 88.38 (Estimated, conditional range 78.7 to 98.1) with Claude Opus 5.5 at 86.29 the top Supported entry, confidence labels renamed High/Good/Moderate/Low
- benchmark-radar: volatile re-verification: badge 41,974 records over 97 days as of 2026-11-01, pushed 2026-11-01, 152 open issues, only bot-recorded snapshots since the 10-30 merges, v0.13.0 still the newest release
- bestvaluemodel: volatile re-verification: no changelog entries after the 10-31 DeepSeek price cut, bot refresh cadence continues, pushed 2026-11-01
- trackers-and-leaderboards: matrix cells refreshed from the run's re-verifications (Artificial Analysis 718 models, BenchLM 1,004/724/216/77 with the Oct 29 stamp, Benchmark Radar badge 41,974, Margin Lab Codex stack GPT-6.1 Sol/high); membership unchanged
- trackers-and-leaderboards: category index one-liners re-dated (Artificial Analysis 718 models, BenchLM 1,004 tracked); links, front matter, and as-of dates verified across all 13 notes, matrix columns and index list matched to membership and sorted

## (daily refresh, 4)

- harnesses: ante - recorded v0.3.1 (October 30): ante auth list --json, session credential pinning, OSC 7501 turn status, Antix catalog moves to Opus 5.5, GPT-6.1 Sol, Kimi K3.1 Pro
- harnesses: avante-nvim - recorded v0.5.0 (October 31), first feature release since v0.4.2: ACP support moved from Lua to a Rust library on the official ACP SDK, 0.6 to move the LLM backend; push refreshed
- harnesses: codex - recorded rust-v0.166.0 stable (October 29): transcript selection with search, rendered Markdown Q&A, GPT-6.1 Terra across bundled/Vertex/Bedrock catalogs, codex queue --resume, doctor --network-only
- harnesses: copilot-cli - prerelease train reached 1.0.106-1 and 1.0.106-2 (October 31 and November 1) behind the unchanged 1.0.105 stable; download window refreshed to 4,986,700 (month to November 1)
- harnesses: fx - push as-of refreshed to 2026-11-01, v0.0.16 still newest
- harnesses: goose - push refreshed to 2026-11-01, v1.57.0 still newest
- harnesses: jcode - recorded the opt-in v1.0.0 preview line (previews .24 and .30, both October 28, experimental binaries directing production to the stable channel) behind the stable train parked at v0.99.1; pushes to November 1
- harnesses: juggler - re-checked 2026-11-01, v0.7.9 still newest
- harnesses: kilo-code - rotation re-verification, all references live: prerelease train to v7.8.25 and jetbrains v7.2.1-rc.1 (October 27-28) behind unchanged v7.8.18 and jetbrains/v7.1.12 stables; pricing page re-verified with Teams and Kilo Pass tiers unchanged
- harnesses: mimo-code - rotation re-verification, all references live: commits 1,462, push 2026-10-31, v0.1.16 still newest, Token Plan and pay-as-you-go prices re-verified unchanged
- harnesses: nanocoder - rotation re-verification, all references live: push 2026-11-01, npm downloads 6,649 (month to November 1), v1.31.0 still newest
- harnesses: oh-my-pi - npm train reached 18.14.2 (October 31): withInactiveTools(context) breaking cleanup, intent-tracing blocking fix, steering-signal source carried to tools; push to November 1
- harnesses: om-o - train reached v5.1.55 (November 1): programming-skill check-test-junk and mutation-proof Bun scripts; Go scaffolder LF fix in 5.1.54 (5.1.52-53 unpublished); push to November 1
- harnesses: omnigent - push refreshed to 2026-11-01, v0.20.0 still newest
- harnesses: onecli - recorded v2.17.0 (October 31, hours after yesterday's rotation pass): PostgreSQL through the gateway, Zendesk and HeyReach integrations, readable approval cards
- harnesses: opencode - v2 train reached v2.2.5 (October 30, five stables in three days): desktop worktree and shell-mode shortcuts, comment-popup quote sends; v1.x parked at v1.19.5; push to November 1
- harnesses: openhands - push refreshed to 2026-11-01, v1.34.0 still newest
- harnesses: openinterpreter - rotation re-verification, all references live: recorded rust-v0.0.57 (October 31, maintained Codex 0.159.0 compatibility profile validated); push to November 1
- harnesses: qwen-code - recorded v0.26.5 (November 1): Generated UI default-on with removable card context, bounded SQL history queries for managed sessions, web-shell shortcuts; push to November 1
- harnesses: unreal-agent - push refreshed to 2026-10-29 (as of 2026-11-01), v0.3.1 still newest
- harnesses: zcode - rotation re-verification, all references live: desktop releases at v3.17.1 (October 30, read from GitHub releases after the site's installer page stopped exposing versions to direct fetch), disclosure-thread point counts re-verified unchanged
- harnesses: gemini-cli - rotation re-verification, all references live: commits about 6,569 (as of 2026-11-01), enterprise docs banner steering to Antigravity CLI confirmed, stable v0.66.0 unchanged
- harnesses: claude-code - volatile check clean, no cited claim moved; no edit
- harnesses: crush - volatile check clean, v0.99.0 still newest and nightlies continue; no edit
- harnesses: junie - volatile check clean, 3975.1 (October 31) consistent with the note's channel claims; no edit
- harnesses: kimi-code - volatile check clean, kimi-cli archived with final push 2026-09-22 re-verified against the live API; no edit
- harnesses: pi - volatile check clean, v1.4.0 still newest and the push-cadence claim holds; no edit
- harnesses: warp-agent-cli - volatile check clean, no verifiable claim moved (docs page JS-rendered, repository stars frozen); no edit
- baml: volatile re-verification after the 10-31 push, the 0.23.1 nightly train through the 20261030.a build (published 10-31), still no stable 0.23.1, forks 506 and open issues 366, npm trailing-month window re-read at 1,102,985 (2026-09-30 to 2026-10-29).
- cua-s1: volatile re-verification, host pushed 2026-11-01, the cua-s1 component untouched since the 10-20 security fix, the 10-30 cua-spaces v0.19.0-v0.19.2 releases and the 11-01 driver nightly not touching it.
- guardrails: volatile re-verification, pushed 2026-10-31 still branch activity, the default branch's newest commit still the August hub-retirement merge, v0.11.0 still latest.
- laya: volatile re-verification, 0.4.18 (10-30, the C++ ONNX backend laya_onnx), 0.4.19 (10-31, server-side routing diagnostics over HTTP), 0.4.20 (11-01, the Jev shared-state truncation warning) all published, PyPI at 0.4.20, pushed 2026-11-01.
- tool-eval-bench: volatile re-verification, pushed 2026-11-01 on two CI-action bumps (#327, #328), still no release since v3.0.0, forks 55.
- nanojev: rotation re-verification, all six references re-fetched and live, repo unchanged since 10-16 (forks 265), HN still 2 points zero comments, HF rolling counters re-read with a fresh as-of date (weights 1,284/88, dataset 1,370/11), stale day count refreshed.
- openai-structured-outputs: rotation re-verification, all six references re-fetched and live, the gpt-6-luna pricing example and the guide's gpt-6-astra lead unchanged, no claims changed.
- anthropic-structured-outputs: rotation re-verification, all five cited URLs re-fetched and live, the seventeen-model supported list and the tool-use token table unchanged.
- atomic-agents: rotation re-verification, all five cited URLs re-fetched and live, pushed still 2026-10-29 with the train and PyPI still at 2.15.0, nothing material moved.
- instructor: rotation re-verification, all five cited URLs re-fetched and live, pushed still 2026-10-26 and PyPI still 1.17.0, nothing material moved.
- hybrid-execution: matrix maintenance cells moved for the four push-signal members (BAML, Guardrails, Laya, tool-eval-bench), front matter to 2026-11-01.
- hybrid-execution: link, front matter, section-order, chart-markup, and day-count checks clean across all 31 notes; matrix at 13 rows by 32 cells aligned; index entry list matched and sorted.
- memory: claude-mem recorded v15.7.0 and v15.8.0 (My Work refresh no longer spills refused runs to the next logged-in agent after the hidden codex exec runs, newest-Haiku alias default, cloud viewer host and work_state sync); npm in sync at 15.8.0, trailing-month downloads 74,755.
- memory: deja recorded the unreleased post-v0.23.3 train (recall edit-diff hunks and missing-term promotion, RRF fusion of vector-sidecar hits, shared index permissions, DEJA_HOME_ROOTS, handoff state); push 2026-11-01.
- memory: gbrain train extended to v0.60.536.0 (quoted-as-source fences on every read, recall and list_pages source narrowing, opt-in private-page grants, GBRAIN_SESSION_AGENT, 3-page meaning-only search cap); pricing re-verified unchanged.
- memory: hindsight pending train extended (decision model never writes observation text, evidence dates on every piece); no release after v1.1.0.
- memory: openviking pending train extended with the Magpie integration plugin; no release after v0.5.2.1.
- memory: plur recorded v0.23.0 (hash-chained history with plur verify, checkpoints and session manifests, opt-in experimental Swarm storage); npm in sync at 0.23.0; matrix audit cell moved.
- memory: sno-station recorded v1.7.2 (conversations wait through login and usage interruptions) and the second release-history deletion (v1.7.1 gone from tags and releases); caution updated.
- memory: rotation re-verification of claude-obsidian, memoryfields, metaclaw, zep, and file-based-agent-memory, every cited URL re-fetched live, no facts changed beyond zep's Graphiti commit count (1,054 as of 2026-11-01).
- memory: volatile re-verification of basic-memory, funes, memmachine, memu, and screenpipe found only routine pushes and a rolling CLI build tag, no note changes.
- memory: TeleAI list's late 2026-10-31 additions resolved: Engramory rejected below the 294-star floor, two Graph Memory paper-section entries rejected on the standing family.
- evaluation-review: agent-qa - recorded the v0.2.4 (2026-10-31) and v0.2.5 (2026-11-01) releases and refreshed the activity line; npm tracks 0.2.5.
- evaluation-review: crit - recorded the v0.23.2 release (2026-10-31) and refreshed the activity line and the releases reference.
- evaluation-review: harnesstax - recorded another AgentBRANE dashboard-build republication (2026-10-30); the profiling traces remain unpublished.
- evaluation-review: plannotator - recorded the v0.28.39 and v0.28.40 (2026-10-30) and v0.28.42 (2026-10-31) releases and refreshed the activity line.
- evaluation-review: hermes-gate - activity line corrected: the 2026-10-29 repository push is a dependabot side-branch bump, the default branch last moved 2026-09-29 with a v0.1.8 branch prepared and unreleased; v0.1.7 unchanged.
- evaluation-review: hunk - npm weekly installs refreshed to 8,157 (2026-10-23 to 10-29) and the activity line to the 2026-11-01 push; v0.24.1 unchanged.
- evaluation-review: pushed-date refreshes folded into the deepeval, kiln, kitaru, langfuse, phoenix, and reviewbench activity lines, all releases unchanged.
- evaluation-review: feature matrix maturity cells refreshed for agent-qa (v0.2.5) and Crit (v0.23.2), star figures untouched.
- executions: aeon - refreshed counters (294 forks, 1,511 commits, pushed 2026-11-01) and proof-of-work counts (150 findings, 112 repositories, 5.4M stars)
- executions: claude-code-action - release train to v1.0.266 (2026-10-31), counters 2,237 forks, 853 open issues and pull requests
- executions: claude-code-hooks - fully re-verified in rotation with every cited URL re-fetched; the 33-event surface, five handler types, fail-open `if` filter, and the v2.1.267/v2.1.295 gates all re-confirmed; open issues roughly 16.2k
- executions: claude-code-routines - fully re-verified in rotation with every cited URL re-fetched; added Ultra to the plan list and dropped the v2.1.211 gate, which left the live docs page
- executions: codex-action - changelog extended with the 2026-10-30 UTF-8 subprocess-output commit; v1.13 still the newest tag; counters 182 forks, pushed 2026-10-31
- executions: github-agentic-workflows - recorded the medium advisory GHSA-fqvc-336c-4fp9 published 2026-10-31 (OTLP credentials, ranges still unverified per the advisory body); corrected the 0.93-line prerelease clause; forks 614
- executions: rivet-agents - refreshed counters (137 forks, 87 open issues and pull requests); pushed 2026-10-29 UTC unchanged
- executions: n8n - re-verified unchanged (n8n@2.45.7 a routine release, no note claim affected, forks still 61.3k)
- executions: trigger-dev - recorded the v4.8.3 release (2026-10-30), current-version claim moved from v4.8.2; pushed 2026-10-31

## (daily refresh, 5)

- assistant-runtimes: - astrbot - recorded v4.29.4 (2026-10-31, portable message buttons, Decision Provider, SerpApi Google News search, bot-deletion cleanup, PyPI-mirror TLS verification), adoption numbers refreshed
- assistant-runtimes: - anything-llm - rotation re-verification: every cited URL re-fetched live, v1.19.0 (2026-10-26) still latest, Cloud tiers (Basic $50, Pro $99) unchanged
- assistant-runtimes: - nanoclaw - rotation re-verification: every cited URL re-fetched live, v2026.10.0 (2026-10-09) still stable with the v2026.10.1 line at rc.2, credential sentence corrected to the README's pickable-gateway framing
- assistant-runtimes: - qwenpaw - rotation re-verification: every cited URL re-fetched live, v2.2.2.post1 (2026-10-22) still newest stable, v2.3.0-beta.2 (2026-10-30, PyPI only) recorded behind beta.1
- assistant-runtimes: - assistant-runtimes - volatile pass on the remaining ten flagged members: as-of figures and push dates refreshed, no release-line or status moves
- assistant-runtimes: - accomplish-ai/coworker - rejected: dead tombstone repo (README-only "no longer supported", no code, dormant since 2026-08-13), not the renamed fayazara/coworkers, which still exists unchanged
- automated-research: aris - November 1 docs refresh recorded (bilingual News announcing the model worker, Goal Pulse reminder), following October 31's optional model-worker MCP server for file authoring and writing skills, PR #486; release train still v0.4.28.
- automated-research: kapso - main's newest commits moved to the October 31 external-contributor packaging fixes (dev extra installs numpy and pandas, CI installs the dev extra alone); release train still v0.7.10.
- automated-research: local-deep-research - November 1 batch recorded (Zotero sync result counts in the status table, provider usage-limit guidance preserved through research failures, parser memory-cap test); release train still v1.10.7.
- automated-research: mole - six unreleased PRs merged October 31 recorded (evidence-based stopping on the traced headline figure, corrections and caveats extraction outside the claim cap, session-deadline call bounds, provider-refusal fail-fast, short-keyword lead searches, tunable verifier concurrency); v0.2.1 still latest.
- automated-research: autosci - volatile check clean, the October 30 WeChat QR refresh was already recorded, nothing since.
- automated-research: openresearch - volatile check clean, v0.2.23 still the latest stable release with nothing new since October 31.
- automated-research: autocontext - rotation re-verification, every cited URL re-fetched and live, commit counter refreshed (2,144 to 2,172 of about 2,244), no material change.
- automated-research: data-to-paper - rotation re-verification, every cited URL re-fetched and live, dormancy stands, no material change.
- automated-research: gpt-researcher - rotation re-verification, every cited URL re-fetched and live, release and package lines hold, no material change.
- automated-research: harmonic-aristotle - rotation re-verification, all seven citations live including the HN search re-run (6 hits) and the Erdos forum record of the Aristotle proof, no material change.
- automated-research: math-inc-gauss - rotation re-verification, all five references live, the comparator table and the caught Codex and OpenCode workaround disclosures re-confirmed on the benchmark page, no material change.
- automated-research: rotation pass done (autocontext, data-to-paper, gpt-researcher, harmonic-aristotle, math-inc-gauss); no membership, matrix, or index changes; full link sweep across all 251 category URLs found no dead links, bot-walled URLs (mathandai.org, erdosproblems.com, newscientist.com, venturebeat.com) confirmed alive on retry.
- code-review: greptile - rotation re-verification: every cited URL re-fetched live, all prices unchanged, Enterprise forge row widened to Bitbucket Data Center, Gitea, and Perforce P4
- code-review: ellipsis - rotation re-verification: every cited URL re-fetched live, all metered prices unchanged, the $100 credit now displayed on no fetched surface (org profile description emptied), CLI pushed October 31
- code-review: kodus - volatile re-verification: push moved to October 31, no release after selfhosted-2.2.7
- code-review: openqodex - volatile re-verification: push moved to November 1, openqodex@0.16.0 still latest, npm 1,276 weekly and 8,890 trailing month to November 1
- code-review: qodo - volatile re-verification: push moved to November 1, v0.49.0 still latest
- code-review: roborev - volatile re-verification: push moved to November 1, v0.74.0 still latest
- code-review: feature matrix intro note count corrected from thirteen to fourteen, OpenQodex npm cell refreshed to 8,890 trailing-month downloads (2026-11-01)
- code-review: links, front matter, as-of dates, matrix columns and row widths, and the index entry list all verified clean; chart markup compliant (theme=dark on dark sources only)
- code-review: kodustech/awesome-ai-code-review unchanged (pushed_at still 2026-06-28), its scan carries over, q21 evidence re-confirmed
- entroly: rotation re-verified; release 1.0.88 (2026-11-01) ships the PAC-KV compression, receipt-backed graph memory, and frontier codecs that main carried unreleased, plus 62 dogfood fixes and an action-gate scaffold; README documents Gemini CLI and OpenClaw hook surfaces; npm figure refreshed
- graft: npm packages at v0.28.1 (2026-10-30, patch without a changelog section); growth numbers refreshed; stale old-package version corrected
- rtk: dev-1.2.0 candidate train started (rc.599 as of 2026-11-01); stable remains v1.1.0; volatile numbers refreshed
- jevgrep: pushed 2026-10-30 with no release; forks, issues, and npm trailing-month figure refreshed
- headroom: pushed 2026-11-01 with no release; PyPI still 0.42.0; npm trailing-month figure refreshed
- repomix: pushed 2026-11-01 with no release; npm trailing-month figure refreshed
- repowise: pushed 2026-11-01 on main with no release after v0.59.0; forks, issues, npm, and PyPIstats refreshed
- sol-pi: 2026-11-01 push resolved as non-default-branch activity again (zero main commits since 2026-10-26), non-material, note untouched
- codealive: rotation re-verified, every cited URL intact, tier table and rates unchanged, no claim changed
- sourcegraph-code-context: rotation re-verified, every cited URL intact, $16K floor and credits model unchanged, newest-blog-post claim re-dated, no claim changed
- context-engines: matrix Entroly delivery cell updated for Gemini CLI and OpenClaw surfaces; membership and sort unchanged
- context-engines: source Meirtz/Awesome-Context-Engineering unchanged since 2026-10-31 (zero commits), scan carried over, no new entries
- mission-control: added from the task-management worker's routing, the MIT self-hosted operations plane dispatching tasks to OpenClaw, Claude Code, and Codex with an Aegis review approval record gating completion (6,424 stars, alpha, pushed 2026-10-28)
- control-planes: matrix extended to twenty-two columns with Mission Control in sorted position, index entry and Changes bullet added
- agentfield: candidate line ran to v0.1.146-rc.10 with no new stable past v0.1.145, PyPI holding at 0.1.145
- arifos: README known-gaps now record an external researcher security review in progress since 2026-08-25 with three findings landed; the self-measurement stamp held at 2026-10-29 (12 of 13 pass, F6 unmeasured)
- cc-safety-net: npm 2.7.1 stops remote-installer interpreter and PowerShell bypasses and pins the recursive-delete boundary against working-directory arguments
- hol-guard: coverage contract still unrenewed, 23 days past its 2026-10-09 expiry, page serving fetchers again, train holding at v3.58.0
- openappa: release train to v0.38.0 (breaking authority-read change, 2026-10-31) and v0.38.1 (2026-11-01)
- paperclip: backlog regrew again to 6,631, release line holding at v2026.1023.0
- tracekit: release train through v1.5.1 and v1.5.2 (PyPI in step), both without release notes
- veto: docs-only commit 2026-10-30, still no new tag past veto-sdk@2.9.3, Hosted tier selector first recorded
- jamf-ai-governance: full rotation re-verification clean, no drift beyond the Browser Insights FAQ naming JNUC 2026
- code-atelier-governance-sdk: full rotation re-verification clean, still dormant since 2026-07-23
- control-planes: awesome-ai-governance unchanged since the 2026-10-31 check (newest commit the keel-verifier add), scan carried over

## (daily refresh, 6)

- surfaces: BBARIT rejected on the thin-record tail, binary distribution ended 2026-10-18, the repo is now a pointer to a source-only MIT drop at 13 stars, zero independent coverage under both current and former names
- surfaces: Bodega One Code rejected on the thin-record tail, closed source with distribution repos at 47 and 2 stars, paid-tier licensing language withdrawn 2026-08-31, zero coverage
- surfaces: DESIGN:OS Studio rejection carried onto surfaces by mechanism, the declarative screen-spec artifact fails the coding-support spine here too (spec-driven-development ruling of 2026-11-01)
- orchestration: chorus admitted on the standalone-ADE line, AGPL-3.0 AI-DLC team harness, 1,216 stars as of 2026-11-01, 63 releases since June, launch-echo coverage (3-point Show HN), note, matrix column, and index entry added
- orchestration: happier admitted on the OpenHarness multi-machine-command-center line, MIT E2E-encrypted control room for 100-plus agents, 2,102 stars, zero HN coverage stated
- orchestration: nodeterm admitted on the terminal-family line, BUSL-1.1 Electron canvas terminal manager, 2,287 stars, 70 releases, $200/month Founding Sponsor tier seeded in price history
- orchestration: agtx admitted on the terminal-family line, Apache-2.0 Rust blackboard ADE, 1,728 stars, train stopped at v1.0.6 (2026-09-16), cooling noted
- orchestration: termio admitted on the terminal-family line, MIT macOS terminal-first ADE over the termiod daemon, 751 stars, v0.69.0 (2026-10-31), zero HN coverage stated
- orchestration: cezar admitted on the Omnara/Paseo control-center line, MIT VPS cockpit with worktree races and review gates, 904 stars, launch-echo coverage (15 points)
- orchestration: loushang (zhnt/loushang, 1,939 stars) rejected, its own agent kernel with no parallel/multi-agent/worktree surface, same-kind framework below the admitted tier while the tier question is open
- orchestration: cavekit (JuliusBrussee/cavekit, 1,156 stars) rejected for orchestration, a compressed SDD plugin over one SPEC.md, frozen August 2026, family development lives in the caveman bundle held out-of-scope pending q9
- orchestration: matrix extended to eighty-eight columns with the six topic-page admissions and the category index entry list extended, sorted, with Changes bullets
- orchestration: kyrolabs/awesome-ade judged a credible dedicated mapped source for the category (25 stars, 18 member entries, actively pushed), wiring and its back-catalog walk proposed to the owner
- hybrid-execution: portofcontext/pctx rejected on kind, a Code Mode tool-call transport and token-efficiency substrate with no structured-output, decision-model, or benchmark surface, the fourth and consistent decline after sandboxing, protocols, and executions
- assistant-runtimes: accomplish-ai/coworker, the kaushikb11 list's Openwork row, rejected as a dead tombstone (README-only, no code, dormant since 2026-08-13, 10,824 vestigial stars) and confirmed not the renamed fayazara/coworkers, which still exists unchanged

## (daily refresh, 7)

- orchestration: the ten remaining unlisted topic-page candidates rejected on the below-band line the six admissions set (termio's 751-star zero-coverage floor): Pane 595, vicoa 523, wmux 440, agentbox 336 (identity-checked, not the madarco/agentbox member), mulmoterminal 256, operator-oss 208, rove 181, tlbx 116, agetor 110, cleancode 108
- cross-category: get-bb/bb from the same sighting resolved as a membership match, the surfaces bb member's own subject repository
- cross-category: portofcontext/pctx closed out of scope with no claiming category after four kind declines, the Code-Mode tool-execution substrate question queued for the owner on the heretic precedent
- orchestration: orchestration-feature-matrix counts, Changes bullet, and updated stamp brought level with the six-column extension the follow-up had left unstamped