Live Fragility Measurements & Adaptive Recheck Schedule
Computes live hazard urgency fragility_score * (elapsed_hours / ttl_hours), halves recheck intervals on drift, and scales stable intervals 1.25x up to 720h.
| Watch & Status | Target | Kind | Fragility & Hazard | Hysteresis Window |
|---|---|---|---|---|
v27-watch-005DRIFT_DETECTED |
CISA Known Exploited Vulnerabilities JSON https://www.cisa.gov/sites/default/files/feeds/known_exploited_vulnerabilities.json |
security_feed |
Fragility: 0.93 Hazard: 70.4879 |
TTL: 2h / Recheck: 0.5h Flips: 1, Stable: 0 |
v27-watch-015DRIFT_DETECTED |
UN OCHA ReliefWeb Humanitarian Flash Updates https://reliefweb.int/updates/rss.xml |
humanitarian_feed |
Fragility: 0.9 Hazard: 68.2141 |
TTL: 2h / Recheck: 0.5h Flips: 1, Stable: 0 |
v27-watch-006DRIFT_DETECTED |
Cloudflare Developer Changelog XML https://developers.cloudflare.com/changelog/rss/index.xml |
rss_feed |
Fragility: 0.79 Hazard: 29.8705 |
TTL: 4h / Recheck: 1h Flips: 1, Stable: 0 |
v27-watch-004UNREACHABLE |
Cloud Ollama v1 Model Catalog & Digest Feed https://ollama.com/v1 |
model_endpoint |
Fragility: 0.79 Hazard: 29.8704 |
TTL: 4h / Recheck: 1h Flips: 0, Stable: 0 |
v27-watch-007STALE_DUE |
GitHub Official Changelog RSS https://github.blog/changelog/feed/ |
rss_feed |
Fragility: 0.73 Hazard: 28.7269 |
TTL: 4h / Recheck: 2h Flips: 0, Stable: 0 |
v27-watch-001DRIFT_DETECTED |
Anthropic Claude API Token & Cache Pricing https://platform.claude.com/docs/en/about-claude/pricing |
pricing_spec |
Fragility: 0.89 Hazard: 22.4854 |
TTL: 6h / Recheck: 1.5h Flips: 1, Stable: 0 |
v27-watch-002UNREACHABLE |
OpenAI API Model & Batch Pricing Table https://openai.com/api/pricing/ |
pricing_spec |
Fragility: 0.86 Hazard: 21.6781 |
TTL: 6h / Recheck: 1.5h Flips: 0, Stable: 0 |
v27-watch-009STALE_DUE |
Anthropic Claude Code Releases Atom https://github.com/anthropics/claude-code/releases.atom |
rss_feed |
Fragility: 0.78 Hazard: 20.593 |
TTL: 6h / Recheck: 3h Flips: 0, Stable: 0 |
v27-watch-008STALE_DUE |
OpenCode CLI Releases Atom Feed https://github.com/sst/opencode/releases.atom |
rss_feed |
Fragility: 0.77 Hazard: 20.3611 |
TTL: 6h / Recheck: 3h Flips: 0, Stable: 0 |
v27-watch-003STALE_DUE |
Google Gemini API Context & Grounding Pricing https://ai.google.dev/gemini-api/docs/pricing |
pricing_spec |
Fragility: 0.82 Hazard: 16.5699 |
TTL: 8h / Recheck: 4h Flips: 0, Stable: 0 |
v27-watch-014STALE_DUE |
Anthropic Model Retirement Schedule https://platform.claude.com/docs/en/about-claude/model-deprecations |
deprecation_schedule |
Fragility: 0.81 Hazard: 16.216 |
TTL: 8h / Recheck: 4h Flips: 0, Stable: 0 |
v27-watch-012STALE_DUE |
LiveCodeBench Rolling Contest Window https://livecodebench.github.io/ |
benchmark_leaderboard |
Fragility: 0.76 Hazard: 10.3333 |
TTL: 12h / Recheck: 6h Flips: 0, Stable: 0 |
v27-watch-013STALE_DUE |
Berkeley Function Calling Leaderboard v3 https://gorilla.cs.berkeley.edu/leaderboard.html |
benchmark_leaderboard |
Fragility: 0.72 Hazard: 9.7595 |
TTL: 12h / Recheck: 6h Flips: 0, Stable: 0 |
v27-watch-011STALE_DUE |
GitHub Official MCP Server Toolset Schema https://github.com/github/github-mcp-server |
mcp_endpoint |
Fragility: 0.71 Hazard: 9.5795 |
TTL: 12h / Recheck: 6h Flips: 0, Stable: 0 |
v27-watch-010STALE_DUE |
Cloudflare Official MCP Server Tool Schema https://github.com/cloudflare/mcp-server-cloudflare |
mcp_endpoint |
Fragility: 0.68 Hazard: 9.1889 |
TTL: 12h / Recheck: 6h Flips: 0, Stable: 0 |
v27-watch-022FRESH |
Ollama Official Model Library Digest Directory https://ollama.com/library |
model_endpoint |
Fragility: 0.61 Hazard: 7.8109 |
TTL: 12h / Recheck: 6h Flips: 0, Stable: 0 |
v27-watch-016FRESH |
OpenAI API Deprecations & Shutdowns https://platform.openai.com/docs/deprecations |
deprecation_schedule |
Fragility: 0.64 Hazard: 4.0975 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-054FRESH |
Simon Willison Weblog Everything Atom https://simonwillison.net/atom/everything/ |
rss_feed |
Fragility: 0.31 Hazard: 3.9824 |
TTL: 12h / Recheck: 6h Flips: 0, Stable: 0 |
v27-watch-017FRESH |
Google Gemini Model Retirement Tracker https://ai.google.dev/gemini-api/docs/deprecations |
deprecation_schedule |
Fragility: 0.62 Hazard: 3.9695 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-018FRESH |
Artificial Analysis Speed & Price Methodology https://artificialanalysis.ai/methodology |
pricing_spec |
Fragility: 0.58 Hazard: 3.7134 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-068FRESH |
Aider Polyglot Coding Benchmark https://aider.chat/docs/leaderboards/ |
benchmark_leaderboard |
Fragility: 0.24 Hazard: 3.0832 |
TTL: 12h / Recheck: 6h Flips: 0, Stable: 0 |
v27-watch-047FRESH |
Kubernetes Official Project Feed https://kubernetes.io/feed.xml |
rss_feed |
Fragility: 0.18 Hazard: 2.3124 |
TTL: 12h / Recheck: 6h Flips: 0, Stable: 0 |
frag_arch_teleon_llmsSTALE_DUE |
https://architecture.teleon.dev/llms.txt https://architecture.teleon.dev/llms.txt |
llms_txt |
Fragility: 0.35 Hazard: 2.2056 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 2 |
frag_agentregister_si_llmsSTALE_DUE |
https://agentregister.si/llms.txt https://agentregister.si/llms.txt |
llms_txt |
Fragility: 0.35 Hazard: 2.2056 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 2 |
v27-watch-075FRESH |
Sentry Official Error & Trace MCP https://github.com/getsentry/sentry-mcp |
mcp_endpoint |
Fragility: 0.17 Hazard: 2.1839 |
TTL: 12h / Recheck: 6h Flips: 0, Stable: 0 |
v27-watch-020FRESH |
Perplexity Sonar API Token & Search Pricing https://docs.perplexity.ai/guides/pricing |
pricing_spec |
Fragility: 0.59 Hazard: 1.8887 |
TTL: 48h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-061FRESH |
SWE-bench Multilingual https://www.swebench.com/multilingual.html |
benchmark_leaderboard |
Fragility: 0.14 Hazard: 1.7985 |
TTL: 12h / Recheck: 6h Flips: 0, Stable: 0 |
v27-watch-019FRESH |
Mistral AI API & Model Tier Pricing https://mistral.ai/products/la-plateforme#pricing |
pricing_spec |
Fragility: 0.55 Hazard: 1.7607 |
TTL: 48h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-069FRESH |
PostgreSQL Reference MCP Server https://github.com/modelcontextprotocol/servers/tree/main/src/postgres |
mcp_endpoint |
Fragility: 0.25 Hazard: 1.6058 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-048FRESH |
TigerBeetle Distributed Financial Storage RSS https://tigerbeetle.com/blog/rss.xml |
rss_feed |
Fragility: 0.21 Hazard: 1.3489 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-041FRESH |
Cloudflare Engineering Blog RSS https://blog.cloudflare.com/rss/ |
rss_feed |
Fragility: 0.18 Hazard: 1.1562 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-021FRESH |
AWS Bedrock On-Demand & Batch Pricing https://aws.amazon.com/bedrock/pricing/ |
pricing_spec |
Fragility: 0.52 Hazard: 1.1097 |
TTL: 72h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-062FRESH |
TAU-bench (Tool-Agent-User) https://github.com/sierra-research/tau-bench |
benchmark_leaderboard |
Fragility: 0.17 Hazard: 1.0919 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-049FRESH |
arXiv cs.AI Artificial Intelligence Daily RSS https://export.arxiv.org/rss/cs.AI |
rss_feed |
Fragility: 0.32 Hazard: 1.0277 |
TTL: 48h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-063FRESH |
OSWorld Multimodal Desktop Eval https://os-world.github.io/ |
benchmark_leaderboard |
Fragility: 0.28 Hazard: 0.8993 |
TTL: 48h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-036FRESH |
Official Model Context Protocol Registry Spec https://modelcontextprotocol.io/registry/about |
mcp_endpoint |
Fragility: 0.28 Hazard: 0.8963 |
TTL: 48h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-034FRESH |
AgentStudios Creative 3D MCP Endpoint https://agentstudios.si/connect |
mcp_endpoint |
Fragility: 0.13 Hazard: 0.8323 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-056FRESH |
OpenAI Official News & Model Releases RSS https://openai.com/news/rss.xml |
rss_feed |
Fragility: 0.25 Hazard: 0.8029 |
TTL: 48h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-030FRESH |
AgentFoundry 8-File Kit MCP Endpoint https://getagentfoundry.si/connect |
mcp_endpoint |
Fragility: 0.12 Hazard: 0.7683 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-033FRESH |
AgentAFK Overnight Pack MCP Endpoint https://agentafk.si/connect |
mcp_endpoint |
Fragility: 0.12 Hazard: 0.7683 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-023FRESH |
Hugging Face Hub Model Metadata API https://huggingface.co/docs/hub/api |
model_endpoint |
Fragility: 0.34 Hazard: 0.7256 |
TTL: 72h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-026FRESH |
FindAgentFiles Nutrition MCP Endpoint https://findagentfiles.com/connect |
mcp_endpoint |
Fragility: 0.11 Hazard: 0.7043 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-027FRESH |
ContextShim Interception MCP Endpoint https://contextshim.com/connect |
mcp_endpoint |
Fragility: 0.11 Hazard: 0.7043 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-029FRESH |
AgentFeeds Stream MCP Endpoint https://agentfeeds.si/connect |
mcp_endpoint |
Fragility: 0.11 Hazard: 0.7043 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-032FRESH |
DontBeAMeatProxy Delegation Card MCP https://dontbeameatproxy.si/connect |
mcp_endpoint |
Fragility: 0.11 Hazard: 0.7043 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-035FRESH |
BurnTokensNowUseLater Spare-Token MCP https://burntokensnowuselater.com/connect |
mcp_endpoint |
Fragility: 0.11 Hazard: 0.7043 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-057FRESH |
Anthropic Alignment & Model Research Stream https://www.anthropic.com/research |
rss_feed |
Fragility: 0.3 Hazard: 0.6423 |
TTL: 72h / Recheck: 36h Flips: 0, Stable: 0 |
v27-watch-076FRESH |
AGENTS.md Open Repository Standard Spec https://agents.md/ |
harness_artifact |
Fragility: 0.1 Hazard: 0.6423 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-025FRESH |
AgentQueues Fenced Lease MCP Endpoint https://agentqueues.si/connect |
mcp_endpoint |
Fragility: 0.1 Hazard: 0.6402 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-028FRESH |
AgentRegister Verification MCP Endpoint https://agentregister.si/connect |
mcp_endpoint |
Fragility: 0.1 Hazard: 0.6402 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-064FRESH |
Cybench Cybersecurity Agent Benchmark https://cybench.github.io/ |
benchmark_leaderboard |
Fragility: 0.27 Hazard: 0.5781 |
TTL: 72h / Recheck: 36h Flips: 0, Stable: 0 |
v27-watch-070FRESH |
Microsoft Playwright MCP Server https://github.com/microsoft/playwright-mcp |
mcp_endpoint |
Fragility: 0.18 Hazard: 0.5781 |
TTL: 48h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-024FRESH |
Teleon Shared Primitives MCP Gateway https://mcp.teleon.dev |
mcp_endpoint |
Fragility: 0.09 Hazard: 0.5762 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-031FRESH |
BurnTokensForGood SDG Commons MCP https://burntokensforgood.org/connect |
mcp_endpoint |
Fragility: 0.09 Hazard: 0.5762 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-078FRESH |
Cloudflare Workers Best Practices SKILL.md https://github.com/cloudflare/skills |
harness_artifact |
Fragility: 0.23 Hazard: 0.4924 |
TTL: 72h / Recheck: 36h Flips: 0, Stable: 0 |
v27-watch-077FRESH |
AgentSkills Portable SKILL.md Reference Pack https://agentskills.io/ |
harness_artifact |
Fragility: 0.15 Hazard: 0.4817 |
TTL: 48h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-042FRESH |
PostgreSQL Core Version Releases RSS https://www.postgresql.org/versions.rss |
rss_feed |
Fragility: 0.14 Hazard: 0.4496 |
TTL: 48h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-055FRESH |
Lilian Weng Lil'Log Deep Survey RSS https://lilianweng.github.io/index.xml |
rss_feed |
Fragility: 0.06 Hazard: 0.3854 |
TTL: 24h / Recheck: 12h Flips: 0, Stable: 0 |
v27-watch-043FRESH |
SQLite Official Release News Log https://www.sqlite.org/news.html |
rss_feed |
Fragility: 0.17 Hazard: 0.364 |
TTL: 72h / Recheck: 36h Flips: 0, Stable: 0 |
v27-watch-050FRESH |
arXiv cs.CL Computation and Language Daily RSS https://export.arxiv.org/rss/cs.CL |
rss_feed |
Fragility: 0.16 Hazard: 0.3426 |
TTL: 72h / Recheck: 36h Flips: 0, Stable: 0 |
v27-watch-038FRESH |
Baltor Decision Collections JSONFeed https://baltor.ai/feeds/sources.json |
surface_manifest |
Fragility: 0.09 Hazard: 0.2881 |
TTL: 48h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-044FRESH |
Fly.io Engineering & Infra Feed https://fly.io/blog/feed.xml |
rss_feed |
Fragility: 0.31 Hazard: 0.2845 |
TTL: 168h / Recheck: 84h Flips: 0, Stable: 0 |
v27-watch-058FRESH |
arXiv cs.LG Machine Learning Daily RSS https://export.arxiv.org/rss/cs.LG |
rss_feed |
Fragility: 0.29 Hazard: 0.2661 |
TTL: 168h / Recheck: 84h Flips: 0, Stable: 0 |
v27-watch-037FRESH |
Baltor Canonical Ecosystem Index JSON https://index.baltor.ai/index.json |
surface_manifest |
Fragility: 0.08 Hazard: 0.2561 |
TTL: 48h / Recheck: 24h Flips: 0, Stable: 0 |
v27-watch-039DRIFT_DETECTED |
Teleon Shared Fabric llms.txt Manifest https://teleon.dev/llms.txt |
surface_manifest |
Fragility: 0.12 Hazard: 0.2521 |
TTL: 72h / Recheck: 12h Flips: 1, Stable: 0 |
v27-watch-079FRESH |
Cloudflare Durable Objects Coordination SKILL.md https://github.com/cloudflare/skills |
harness_artifact |
Fragility: 0.27 Hazard: 0.2478 |
TTL: 168h / Recheck: 84h Flips: 0, Stable: 0 |
v27-watch-071FRESH |
SQLite Reference MCP Server https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite |
mcp_endpoint |
Fragility: 0.11 Hazard: 0.2355 |
TTL: 72h / Recheck: 36h Flips: 0, Stable: 0 |
v27-watch-051FRESH |
arXiv cs.SE Software Engineering Daily RSS https://export.arxiv.org/rss/cs.SE |
rss_feed |
Fragility: 0.18 Hazard: 0.1652 |
TTL: 168h / Recheck: 84h Flips: 0, Stable: 0 |
v27-watch-072FRESH |
Filesystem Scoped Reference MCP Server https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem |
mcp_endpoint |
Fragility: 0.14 Hazard: 0.1285 |
TTL: 168h / Recheck: 84h Flips: 0, Stable: 0 |
v27-watch-052FRESH |
Ollama Cloud & Model Library Releases https://ollama.com/blog |
rss_feed |
Fragility: 0.27 Hazard: 0.1239 |
TTL: 336h / Recheck: 168h Flips: 0, Stable: 0 |
v27-watch-073FRESH |
Semgrep Static Analysis MCP Server https://github.com/semgrep/mcp |
mcp_endpoint |
Fragility: 0.27 Hazard: 0.1239 |
TTL: 336h / Recheck: 168h Flips: 0, Stable: 0 |
v27-watch-065FRESH |
GAIA General AI Assistants https://huggingface.co/spaces/gaia-benchmark/leaderboard |
benchmark_leaderboard |
Fragility: 0.13 Hazard: 0.1193 |
TTL: 168h / Recheck: 84h Flips: 0, Stable: 0 |
v27-watch-059FRESH |
SWE-bench Verified https://www.swebench.com/ |
benchmark_leaderboard |
Fragility: 0.24 Hazard: 0.1101 |
TTL: 336h / Recheck: 168h Flips: 0, Stable: 0 |
v27-watch-074FRESH |
Stripe Official Agent Toolkit MCP https://github.com/stripe/agent-toolkit |
mcp_endpoint |
Fragility: 0.32 Hazard: 0.0685 |
TTL: 720h / Recheck: 360h Flips: 0, Stable: 0 |
v27-watch-066FRESH |
AppWorld Multi-App Agent Benchmark https://appworld.dev/ |
benchmark_leaderboard |
Fragility: 0.14 Hazard: 0.0642 |
TTL: 336h / Recheck: 168h Flips: 0, Stable: 0 |
v27-watch-053FRESH |
Hugging Face Research & Hub Feed https://huggingface.co/blog/feed.xml |
rss_feed |
Fragility: 0.29 Hazard: 0.0621 |
TTL: 720h / Recheck: 360h Flips: 0, Stable: 0 |
v27-watch-045FRESH |
Tailscale Engineering Blog XML https://tailscale.com/blog/index.xml |
rss_feed |
Fragility: 0.13 Hazard: 0.0596 |
TTL: 336h / Recheck: 168h Flips: 0, Stable: 0 |
v27-watch-080FRESH |
Cloudflare Agents SDK Stateful Routing SKILL.md https://github.com/cloudflare/skills |
harness_artifact |
Fragility: 0.13 Hazard: 0.0596 |
TTL: 336h / Recheck: 168h Flips: 0, Stable: 0 |
v27-watch-067FRESH |
BrowseComp Deep Web Foraging Eval https://openai.com/index/browsecomp/ |
benchmark_leaderboard |
Fragility: 0.26 Hazard: 0.0557 |
TTL: 720h / Recheck: 360h Flips: 0, Stable: 0 |
v27-watch-046FRESH |
AWS What's New Recent Announcements Feed https://aws.amazon.com/about-aws/whats-new/recent/feed/ |
rss_feed |
Fragility: 0.22 Hazard: 0.0471 |
TTL: 720h / Recheck: 360h Flips: 0, Stable: 0 |