diff --git a/graphify-out/.graphify_labels.json b/graphify-out/.graphify_labels.json
index a1f94ae..01dc712 100644
--- a/graphify-out/.graphify_labels.json
+++ b/graphify-out/.graphify_labels.json
@@ -209,5 +209,10 @@
   "207": "Community 207",
   "208": "Community 208",
   "209": "Community 209",
-  "210": "Community 210"
+  "210": "Community 210",
+  "211": "Community 211",
+  "212": "Community 212",
+  "213": "Community 213",
+  "214": "Community 214",
+  "215": "Community 215"
 }
diff --git a/graphify-out/GRAPH_REPORT.md b/graphify-out/GRAPH_REPORT.md
index fd24f98..cb7287f 100644
--- a/graphify-out/GRAPH_REPORT.md
+++ b/graphify-out/GRAPH_REPORT.md
@@ -1,16 +1,16 @@
 # Graph Report - webmcp-anything  (2026-06-04)
 
 ## Corpus Check
-- 279 files · ~615,850 words
+- 289 files · ~624,202 words
 - Verdict: corpus is large enough that graph structure adds value.
 
 ## Summary
-- 1918 nodes · 2789 edges · 211 communities (192 shown, 19 thin omitted)
-- Extraction: 99% EXTRACTED · 1% INFERRED · 0% AMBIGUOUS · INFERRED: 26 edges (avg confidence: 0.59)
+- 1972 nodes · 2892 edges · 216 communities (198 shown, 18 thin omitted)
+- Extraction: 99% EXTRACTED · 1% INFERRED · 0% AMBIGUOUS · INFERRED: 27 edges (avg confidence: 0.6)
 - Token cost: 0 input · 0 output
 
 ## Graph Freshness
-- Built from commit: `72c04024`
+- Built from commit: `9bc1cb89`
 - Run `git rev-parse HEAD` and compare to check if the graph is stale.
 - Run `graphify update .` after code changes (no API cost).
 
@@ -137,18 +137,23 @@
 - [[_COMMUNITY_Community 208|Community 208]]
 - [[_COMMUNITY_Community 209|Community 209]]
 - [[_COMMUNITY_Community 210|Community 210]]
+- [[_COMMUNITY_Community 211|Community 211]]
+- [[_COMMUNITY_Community 212|Community 212]]
+- [[_COMMUNITY_Community 213|Community 213]]
+- [[_COMMUNITY_Community 214|Community 214]]
+- [[_COMMUNITY_Community 215|Community 215]]
 
 ## God Nodes (most connected - your core abstractions)
 1. `Per-page guidance (what each page is actually about)` - 26 edges
 2. `Tool` - 22 edges
-3. `WmcpClient` - 20 edges
-4. `integrationPageHtml()` - 20 edges
-5. `scoreMcpServer()` - 19 edges
-6. `recordGrade()` - 19 edges
-7. `resolveAuth()` - 18 edges
-8. `stripeWebhook()` - 17 edges
-9. `uiCss()` - 17 edges
-10. `uiNav()` - 17 edges
+3. `uiCss()` - 21 edges
+4. `uiNav()` - 21 edges
+5. `WmcpClient` - 20 edges
+6. `integrationPageHtml()` - 20 edges
+7. `scoreMcpServer()` - 19 edges
+8. `recordGrade()` - 19 edges
+9. `resolveAuth()` - 18 edges
+10. `stripeWebhook()` - 17 edges
 
 ## Surprising Connections (you probably didn't know these)
 - `mcpIndexHtml()` --calls--> `esc()`  [INFERRED]
@@ -157,15 +162,15 @@
   sdks/python/wmcp/anthropic.py → sdks/python/wmcp/client.py
 - `Tool` --uses--> `Tool`  [INFERRED]
   sdks/python/wmcp/openai.py → sdks/python/wmcp/client.py
+- `providerStart()` --calls--> `anthropicStart()`  [INFERRED]
+  worker/src/provider_routes.ts → worker/src/anthropic_oauth.ts
 - `connectHubHtml()` --calls--> `esc()`  [INFERRED]
   worker/src/connect_hub.ts → worker/src/drops_seo.ts
-- `gradePageHtml()` --calls--> `esc()`  [INFERRED]
-  worker/src/mcp_grade.ts → worker/src/drops_seo.ts
 
 ## Import Cycles
 - None detected.
 
-## Communities (211 total, 19 thin omitted)
+## Communities (216 total, 18 thin omitted)
 
 ### Community 0 - "Community 0"
 Cohesion: 0.05
@@ -188,8 +193,8 @@ Cohesion: 0.08
 Nodes (47): arr(), buildTools(), classify(), clip(), collectVariants(), detect(), detect2(), eventOffers() (+39 more)
 
 ### Community 5 - "Community 5"
-Cohesion: 0.21
-Nodes (19): regradeWatched(), seedRegistryGrades(), cacheKey(), DEFAULT_STORES, Env, gradeManualSeed(), normalizeUrl(), pickStores() (+11 more)
+Cohesion: 0.20
+Nodes (9): Cold email (general), Full target list (32 commercial F-graders, finance → dev → other), 🔥 Hot leads (real findings, ready to send), Mirror play — the A-graded (sell Verified, easy yes), Outreach templates, Payments / finance angle (agentrapay, crossfin, payram, payperbyte, merx), Security-vendor angle (viridis-security), Trust-Grade Outbound — the money engine (+1 more)
 
 ### Community 6 - "Community 6"
 Cohesion: 0.17
@@ -244,8 +249,8 @@ Cohesion: 0.24
 Nodes (16): clean_and_normalize(), harvest_pulsemcp_secondary(), harvest_registry(), http_get(), http_post_json(), main(), Any, float (+8 more)
 
 ### Community 19 - "Community 19"
-Cohesion: 0.20
-Nodes (18): AgentControl, AUDIT(), AuditEntry, checkAgentAllowed(), CTL(), Env, getControl(), getUsage() (+10 more)
+Cohesion: 0.21
+Nodes (17): AgentControl, AUDIT(), AuditEntry, checkAgentAllowed(), CTL(), Env, getControl(), getUsage() (+9 more)
 
 ### Community 20 - "Community 20"
 Cohesion: 0.17
@@ -260,8 +265,8 @@ Cohesion: 0.12
 Nodes (16): 1/4 — the hook, 1/ — the hook, 2/4 — the insight, 2/ — the config, 3/4 — the network effect, 3/ — how it works (5-tier), 4/4 — the ask, 4/ — compose + toolsets (+8 more)
 
 ### Community 24 - "Community 24"
-Cohesion: 0.19
-Nodes (16): consume(), EngineEnv, buildToolIndex(), handleOne(), hostToken(), McpCtx, McpEnv, mcpHandler() (+8 more)
+Cohesion: 0.20
+Nodes (15): EngineEnv, buildToolIndex(), handleOne(), hostToken(), McpCtx, McpEnv, mcpHandler(), rpcError() (+7 more)
 
 ### Community 25 - "Community 25"
 Cohesion: 0.12
@@ -301,11 +306,11 @@ Nodes (12): 30-second quickstart, Connect any URL to your MCP client (the flagsh
 
 ### Community 34 - "Community 34"
 Cohesion: 0.29
-Nodes (13): resolveAuth(), b64urlDecode(), b64urlEncode(), claimStart(), claimVerify(), ctEqual(), Env, extractVerifyTokens() (+5 more)
+Nodes (12): b64urlDecode(), b64urlEncode(), claimStart(), claimVerify(), ctEqual(), Env, extractVerifyTokens(), fetchHtml() (+4 more)
 
 ### Community 35 - "Community 35"
-Cohesion: 0.18
-Nodes (11): adSlot(), CAT_LABEL, connectHubHtml(), CATEGORY_NAMES, base64urlEncode(), bridgeDescriptor(), slim(), SlimTool (+3 more)
+Cohesion: 0.25
+Nodes (8): adSlot(), base64urlEncode(), bridgeDescriptor(), slim(), SlimTool, webmcpHubHtml(), webmcpShimJs(), tools
 
 ### Community 36 - "Community 36"
 Cohesion: 0.27
@@ -456,8 +461,8 @@ Cohesion: 0.22
 Nodes (8): 1) dev.to — BEST fit (republish w/ canonical), 2) Hashnode / Medium — same republish, 3) Reddit — share, value-first (follow each sub's self-promo rule), 4) X / Twitter — thread (@alexishearts), 5) HN — DON'T submit this post here, 6) Republish body (paste into dev.to / Medium / Hashnode), Distribution pack — "WebMCP & Me" (alexishearts persona), ⚠ Persona-opsec rules (read once)
 
 ### Community 73 - "Community 73"
-Cohesion: 0.13
-Nodes (16): AFFILIATE, affiliateButtons(), AffiliateNet, ebayUrl(), esc(), rawAndPsa(), Article, ARTICLE_SLUGS (+8 more)
+Cohesion: 0.14
+Nodes (15): AFFILIATE, affiliateButtons(), AffiliateNet, ebayUrl(), esc(), rawAndPsa(), Article, ArticleFaq (+7 more)
 
 ### Community 74 - "Community 74"
 Cohesion: 0.40
@@ -481,7 +486,7 @@ Nodes (4): badgeHandler(), Env, PILL_INDEXED(), PILL_VERIFIED()
 
 ### Community 80 - "Community 80"
 Cohesion: 0.10
-Nodes (23): blockedTargetReason(), callMcp(), CATEGORIES, DriftOutcome, Env, finalizeSseLimited(), Finding, GRADE_COLOR (+15 more)
+Nodes (22): blockedTargetReason(), callMcp(), CATEGORIES, composite(), DriftOutcome, Env, finalizeSseLimited(), Finding (+14 more)
 
 ### Community 81 - "Community 81"
 Cohesion: 0.60
@@ -492,8 +497,8 @@ Cohesion: 0.47
 Nodes (4): activateQc(), DEFAULTS, load(), showQc()
 
 ### Community 144 - "Community 144"
-Cohesion: 0.06
-Nodes (60): anthropicExchange(), anthropicStart(), bytesToBase64Url(), Env, generatePkce(), randomState(), requireUser(), b64url() (+52 more)
+Cohesion: 0.15
+Nodes (24): b64url(), ensureMcpClient(), Env, exchangePkceCode(), generatePkceVerifier(), McpClientRecord, pkceChallengeS256(), TokenResponse (+16 more)
 
 ### Community 174 - "Community 174"
 Cohesion: 0.22
@@ -512,20 +517,20 @@ Cohesion: 0.24
 Nodes (9): BestLoc, BESTOF_I18N, GLOSS_I18N, GlossLoc, NEn, SHORT_LIST, WHAT_IS, FaqT (+1 more)
 
 ### Community 178 - "Community 178"
-Cohesion: 0.12
-Nodes (19): Action, AuthCtx, bearer(), Bindings, gate(), KeyRecord, Plan, PLAN_LIMITS (+11 more)
+Cohesion: 0.18
+Nodes (17): Action, AuthCtx, bearer(), Bindings, consume(), gate(), KeyRecord, Plan (+9 more)
 
 ### Community 179 - "Community 179"
 Cohesion: 0.29
 Nodes (6): 1) Show HN (Hacker News) — biggest same-day dev traffic, 2) Reddit — the free calculator (value-first, no hard sell), 3) X / Twitter — quick thread, 4) Top 5 directory submissions (Track A, wmcp.sh, live now), 5) The one paid push that's deliverable today, Post today — ready-to-paste traffic for the buy path
 
 ### Community 180 - "Community 180"
-Cohesion: 0.10
-Nodes (20): dashboardHtml(), app, Bindings, HTML_HEADERS, Variables, landingHtml(), ogSvg(), addGradeServers() (+12 more)
+Cohesion: 0.09
+Nodes (33): revokeKey(), dashboardHtml(), app, Bindings, HTML_HEADERS, Variables, landingHtml(), EVENTS (+25 more)
 
 ### Community 181 - "Community 181"
-Cohesion: 0.13
-Nodes (24): AlertEnv, fireAlert(), checkAdmin(), deriveSlug(), Env, featureListing(), getDirectoryState(), listSubmissions() (+16 more)
+Cohesion: 0.07
+Nodes (46): AlertEnv, fireAlert(), checkAdmin(), deriveSlug(), Env, featureListing(), getDirectoryState(), listSubmissions() (+38 more)
 
 ### Community 183 - "Community 183"
 Cohesion: 0.12
@@ -540,28 +545,28 @@ Cohesion: 0.33
 Nodes (5): Don't, LAUNCH A — QuickCatch (fire when the extension is approved), LAUNCH B — wmcp.sh (live now, launch any day), Launch-day checklist (either launch), Product Hunt launch kit
 
 ### Community 199 - "Community 199"
-Cohesion: 0.23
-Nodes (8): baseCss(), CacheEntry, escapeHtml(), hostnameOf(), notFoundHtml(), PROVIDER_BADGE, relTime(), uHtml()
+Cohesion: 0.21
+Nodes (9): ARTICLE_SLUGS, baseCss(), CacheEntry, escapeHtml(), hostnameOf(), notFoundHtml(), PROVIDER_BADGE, relTime() (+1 more)
 
 ### Community 200 - "Community 200"
-Cohesion: 0.18
-Nodes (17): articlesIndexHtml(), directoryHtml(), captureLandingHtml(), Flow, inferSchema(), safeJson(), synthesizeFromFlows(), SynthResult (+9 more)
+Cohesion: 0.28
+Nodes (11): alternativesMcpserversHtml(), articlesIndexHtml(), directoryHtml(), howToNemotronToolsHtml(), mcpLeaderboardHtml(), stateOfMcpSecurityHtml(), metricsPageHtml(), emailCapture() (+3 more)
 
 ### Community 202 - "Community 202"
-Cohesion: 0.14
-Nodes (19): issueKey(), revokeKey(), EVENTS, FunnelEvent, MetricsEnv, track(), createCheckout(), Env (+11 more)
+Cohesion: 0.15
+Nodes (24): issueKey(), Env, githubCallback(), githubStart(), issueOwnKey(), logout(), me(), resolveOrCreateUser() (+16 more)
 
 ### Community 203 - "Community 203"
-Cohesion: 0.24
-Nodes (12): stripeWebhook(), fire(), checkoutCompleted(), CtxOpts, envMock(), EnvOverrides, kvMock(), makeCtx() (+4 more)
+Cohesion: 0.07
+Nodes (34): emailEnabled(), FROM(), sendEmail(), auditBody(), Env, generateOutreach(), isPayments(), isSecurityVendor() (+26 more)
 
 ### Community 204 - "Community 204"
-Cohesion: 0.15
-Nodes (20): composite(), gradeRank(), readGrade(), recordGrade(), reputationFeed(), Env, gradeFor(), gradeSummary() (+12 more)
+Cohesion: 0.25
+Nodes (14): gradeRank(), readGrade(), recordGrade(), reputationFeed(), Env, gradeFor(), gradeSummary(), jerr() (+6 more)
 
 ### Community 205 - "Community 205"
-Cohesion: 0.20
-Nodes (9): badgeHubHtml(), baseDomain(), COLOR, computeMcpSecurityReport(), family(), FINDING_EXCLUDE, FINDING_LABELS, FindingFreq (+1 more)
+Cohesion: 0.19
+Nodes (10): badgeHubHtml(), baseDomain(), COLOR, computeMcpSecurityReport(), family(), FINDING_EXCLUDE, FINDING_LABELS, FindingFreq (+2 more)
 
 ### Community 206 - "Community 206"
 Cohesion: 0.17
@@ -575,29 +580,53 @@ Nodes (3): diffTools(), goodTool, MockOpts
 Cohesion: 0.28
 Nodes (14): categoryBySlug(), catSlug(), esc(), shell(), SKILL_CATEGORIES, SKILL_DEFS, SKILL_SLUGS, skillBySlug() (+6 more)
 
+### Community 209 - "Community 209"
+Cohesion: 0.22
+Nodes (8): A-grade targets (commercial, real products), DM — X / LinkedIn (short, same register), Do / don't (keeps it at the bar), Email — A-graded operator, Power-operator note (caseyjhand.com), Scarcity (use the real numbers), The offer (accurate — don't overpromise), wmcp.sh Verified — outreach to A-graded MCP servers
+
 ### Community 210 - "Community 210"
+Cohesion: 0.17
+Nodes (15): connKey(), Env, hasManagedConnection(), isActive(), listManagedConnections(), refreshPkceToken(), Env, getFreshUpstreamToken() (+7 more)
+
+### Community 211 - "Community 211"
+Cohesion: 0.31
+Nodes (5): decide(), Env, gradeForVerify(), verifyMcpServer(), VerifyVerdict
+
+### Community 212 - "Community 212"
 Cohesion: 0.46
-Nodes (5): connKey(), Env, hasManagedConnection(), isActive(), listManagedConnections()
+Nodes (7): anthropicExchange(), anthropicStart(), bytesToBase64Url(), Env, generatePkce(), randomState(), requireUser()
+
+### Community 213 - "Community 213"
+Cohesion: 0.25
+Nodes (6): CAT_LABEL, connectHubHtml(), CATEGORY_NAMES, categorySlug(), gradePageHtml(), relTime()
+
+### Community 214 - "Community 214"
+Cohesion: 0.36
+Nodes (7): captureLandingHtml(), Flow, inferSchema(), safeJson(), synthesizeFromFlows(), SynthResult, templatePath()
+
+### Community 215 - "Community 215"
+Cohesion: 0.40
+Nodes (4): proxyExecuteGate(), DAY, kvWith(), mkEnv()
 
 ## Knowledge Gaps
-- **729 isolated node(s):** `actions`, `HERE`, `FIXTURES`, `ETHEREUM_FEEDS`, `actions` (+724 more)
+- **746 isolated node(s):** `actions`, `HERE`, `FIXTURES`, `ETHEREUM_FEEDS`, `actions` (+741 more)
   These have ≤1 connection - possible missing edges or undocumented components.
-- **19 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
+- **18 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
 
 ## Suggested Questions
 _Questions this graph is uniquely positioned to answer:_
 
-- **Why does `resolveAuth()` connect `Community 34` to `Community 202`, `Community 203`, `Community 144`, `Community 210`, `Community 178`, `Community 180`, `Community 24`?**
+- **Why does `LOCALIZED_LANGS` connect `Community 175` to `Community 199`, `Community 52`, `Community 13`, `Community 181`?**
   _High betweenness centrality (0.007) - this node is a cross-community bridge._
-- **Why does `LOCALIZED_LANGS` connect `Community 175` to `Community 5`, `Community 52`, `Community 13`, `Community 199`?**
+- **Why does `uiNav()` connect `Community 200` to `Community 35`, `Community 73`, `Community 205`, `Community 80`, `Community 208`, `Community 214`?**
+  _High betweenness centrality (0.006) - this node is a cross-community bridge._
+- **Why does `fireAlert()` connect `Community 181` to `Community 203`?**
   _High betweenness centrality (0.006) - this node is a cross-community bridge._
-- **Why does `fireAlert()` connect `Community 181` to `Community 5`?**
-  _High betweenness centrality (0.005) - this node is a cross-community bridge._
 - **Are the 12 inferred relationships involving `Tool` (e.g. with `Any` and `str`) actually correct?**
   _`Tool` has 12 INFERRED edges - model-reasoned connections that need verification._
 - **Are the 6 inferred relationships involving `WmcpClient` (e.g. with `Any` and `bool`) actually correct?**
   _`WmcpClient` has 6 INFERRED edges - model-reasoned connections that need verification._
 - **What connects `actions`, `HERE`, `FIXTURES` to the rest of the system?**
-  _759 weakly-connected nodes found - possible documentation gaps or missing edges._
+  _776 weakly-connected nodes found - possible documentation gaps or missing edges._
 - **Should `Community 0` be split into smaller, more focused modules?**
   _Cohesion score 0.050239234449760764 - nodes in this community are weakly interconnected._
\ No newline at end of file
diff --git a/graphify-out/cache/ast/4d4a046b264eef8e0eb995b21cef030e5737e3e9dd8f55689cf749d668719033.json b/graphify-out/cache/ast/4d4a046b264eef8e0eb995b21cef030e5737e3e9dd8f55689cf749d668719033.json
new file mode 100644
index 0000000..c81a00d
--- /dev/null
+++ b/graphify-out/cache/ast/4d4a046b264eef8e0eb995b21cef030e5737e3e9dd8f55689cf749d668719033.json
@@ -0,0 +1 @@
+{"nodes": [{"id": "users_alexhearts_webmcp_anything_launch_verified_pitch_md", "label": "verified-pitch.md", "file_type": "document", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L1"}, {"id": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers", "label": "wmcp.sh Verified \u2014 outreach to A-graded MCP servers", "file_type": "document", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L1"}, {"id": "launch_verified_pitch_the_offer_accurate_don_t_overpromise", "label": "The offer (accurate \u2014 don't overpromise)", "file_type": "document", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L12"}, {"id": "launch_verified_pitch_scarcity_use_the_real_numbers", "label": "Scarcity (use the real numbers)", "file_type": "document", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L21"}, {"id": "launch_verified_pitch_email_a_graded_operator", "label": "Email \u2014 A-graded operator", "file_type": "document", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L26"}, {"id": "launch_verified_pitch_dm_x_linkedin_short_same_register", "label": "DM \u2014 X / LinkedIn (short, same register)", "file_type": "document", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L56"}, {"id": "launch_verified_pitch_power_operator_note_caseyjhand_com", "label": "Power-operator note (caseyjhand.com)", "file_type": "document", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L64"}, {"id": "launch_verified_pitch_a_grade_targets_commercial_real_products", "label": "A-grade targets (commercial, real products)", "file_type": "document", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L71"}, {"id": "launch_verified_pitch_do_don_t_keeps_it_at_the_bar", "label": "Do / don't (keeps it at the bar)", "file_type": "document", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L82"}], "edges": [{"source": "users_alexhearts_webmcp_anything_launch_verified_pitch_md", "target": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers", "relation": "contains", "confidence": "EXTRACTED", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L1", "weight": 1.0}, {"source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers", "target": "launch_verified_pitch_the_offer_accurate_don_t_overpromise", "relation": "contains", "confidence": "EXTRACTED", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L12", "weight": 1.0}, {"source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers", "target": "launch_verified_pitch_scarcity_use_the_real_numbers", "relation": "contains", "confidence": "EXTRACTED", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L21", "weight": 1.0}, {"source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers", "target": "launch_verified_pitch_email_a_graded_operator", "relation": "contains", "confidence": "EXTRACTED", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L26", "weight": 1.0}, {"source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers", "target": "launch_verified_pitch_dm_x_linkedin_short_same_register", "relation": "contains", "confidence": "EXTRACTED", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L56", "weight": 1.0}, {"source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers", "target": "launch_verified_pitch_power_operator_note_caseyjhand_com", "relation": "contains", "confidence": "EXTRACTED", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L64", "weight": 1.0}, {"source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers", "target": "launch_verified_pitch_a_grade_targets_commercial_real_products", "relation": "contains", "confidence": "EXTRACTED", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L71", "weight": 1.0}, {"source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers", "target": "launch_verified_pitch_do_don_t_keeps_it_at_the_bar", "relation": "contains", "confidence": "EXTRACTED", "source_file": "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md", "source_location": "L82", "weight": 1.0}], "input_tokens": 0, "output_tokens": 0}
\ No newline at end of file
diff --git a/graphify-out/cache/ast/6f1a25e3ffcdeff61acaef14a70c2e1577b5ae5c454b891980aa40fc349a6f82.json b/graphify-out/cache/ast/6f1a25e3ffcdeff61acaef14a70c2e1577b5ae5c454b891980aa40fc349a6f82.json
new file mode 100644
index 0000000..f493f5b
--- /dev/null
+++ b/graphify-out/cache/ast/6f1a25e3ffcdeff61acaef14a70c2e1577b5ae5c454b891980aa40fc349a6f82.json
@@ -0,0 +1 @@
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diff --git a/graphify-out/cache/stat-index.json b/graphify-out/cache/stat-index.json
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diff --git a/graphify-out/graph.html b/graphify-out/graph.html
index 45e5531..8bf9b3d 100644
--- a/graphify-out/graph.html
+++ b/graphify-out/graph.html
@@ -63,12 +63,12 @@ <h3>Communities</h3>
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     <div id="legend"></div>
   </div>
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+  <div id="stats">1972 nodes &middot; 2892 edges &middot; 216 communities</div>
 </div>
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Usage:          from ant", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Convert wmcp tools to Anthropic&#x27;s tool_use schema.      Usage:          from ant", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/anthropic.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_anthropic_rationale_43", "label": "Convenience: take an Anthropic `tool_use` content block, run it via wmcp.", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Convenience: take an Anthropic `tool_use` content block, run it via wmcp.", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/anthropic.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_client", "label": "client.py", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 13.4, "font": {"size": 0, "color": "#ffffff"}, "title": "client.py", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 8}, {"id": "wmcp_client_wmcperror", "label": "WmcpError", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 12.5, "font": {"size": 0, "color": "#ffffff"}, "title": "WmcpError", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 6}, {"id": "exception", "label": "Exception", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Exception", "community": 0, "community_name": "Community 0", "source_file": "", "file_type": "code", "degree": 1}, {"id": "wmcp_client_wmcperror_init", "label": ".__init__()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 12.1, "font": {"size": 0, "color": "#ffffff"}, "title": ".__init__()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 5}, {"id": "sdks_python_wmcp_client_py_int", "label": "int", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "int", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 1}, {"id": "sdks_python_wmcp_client_py_any", "label": "Any", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 14.6, "font": {"size": 12, "color": "#ffffff"}, "title": "Any", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 11}, {"id": "sdks_python_wmcp_client_py_str", "label": "str", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 15.5, "font": {"size": 12, "color": "#ffffff"}, "title": "str", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 13}, {"id": "wmcp_client_tool", "label": "Tool", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 19.3, "font": {"size": 12, "color": "#ffffff"}, "title": "Tool", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 22}, {"id": "wmcp_client_tool_is_live", "label": ".is_live()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.8, "font": {"size": 0, "color": "#ffffff"}, "title": ".is_live()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 2}, {"id": "sdks_python_wmcp_client_py_bool", "label": "bool", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": "bool", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 3}, {"id": "wmcp_client_tool_from_api", "label": ".from_api()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 11.7, "font": {"size": 0, "color": "#ffffff"}, "title": ".from_api()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 4}, {"id": "wmcp_client_tool_to_dict", "label": ".to_dict()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": ".to_dict()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 3}, {"id": "wmcp_client_wmcpclient", "label": "WmcpClient", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 18.5, "font": {"size": 12, "color": "#ffffff"}, "title": "WmcpClient", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 20}, {"id": "wmcp_client_wmcpclient_init", "label": ".__init__()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 11.7, "font": {"size": 0, "color": "#ffffff"}, "title": ".__init__()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 4}, {"id": "sdks_python_wmcp_client_py_float", "label": "float", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "float", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 1}, {"id": "wmcp_client_wmcpclient_tools", "label": ".tools()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 13.0, "font": {"size": 0, "color": "#ffffff"}, "title": ".tools()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 7}, {"id": "wmcp_client_wmcpclient_tools_raw", "label": ".tools_raw()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 12.5, "font": {"size": 0, "color": "#ffffff"}, "title": ".tools_raw()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 6}, {"id": "wmcp_client_wmcpclient_execute", "label": ".execute()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 12.1, "font": {"size": 0, "color": "#ffffff"}, "title": ".execute()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 5}, {"id": "wmcp_client_wmcpclient_directory", "label": ".directory()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 12.1, "font": {"size": 0, "color": "#ffffff"}, "title": ".directory()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 5}, {"id": "wmcp_client_wmcpclient_stats", "label": ".stats()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 12.1, "font": {"size": 0, "color": "#ffffff"}, "title": ".stats()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 5}, {"id": "wmcp_client_wmcpclient_me", "label": ".me()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 12.1, "font": {"size": 0, "color": "#ffffff"}, "title": ".me()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 5}, {"id": "wmcp_client_wmcpclient_get", "label": "._get()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 13.8, "font": {"size": 0, "color": "#ffffff"}, "title": "._get()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 9}, {"id": "wmcp_client_wmcpclient_post", "label": "._post()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 12.1, "font": {"size": 0, "color": "#ffffff"}, "title": "._post()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 5}, {"id": "wmcp_client_wmcpclient_request", "label": "._request()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 13.0, "font": {"size": 0, "color": "#ffffff"}, "title": "._request()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 7}, {"id": "bytes", "label": "bytes", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "bytes", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 1}, {"id": "wmcp_client_rationale_1", "label": "Core HTTP client for wmcp.sh.  Stays deliberately dependency-free \u2014 uses urllib", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Core HTTP client for wmcp.sh.  Stays deliberately dependency-free \u2014 uses urllib", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_client_rationale_21", "label": "Raised on non-2xx responses from the wmcp.sh API.", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Raised on non-2xx responses from the wmcp.sh API.", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_client_rationale_31", "label": "Normalized wmcp tool. Matches what the API returns plus a few helpers.", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Normalized wmcp tool. Matches what the API returns plus a few helpers.", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_client_rationale_67", "label": "Synchronous HTTP client.      Args:         api_key: Bearer key (webmcp_live_\u2026).", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Synchronous HTTP client.      Args:         api_key: Bearer key (webmcp_live_\u2026).", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_client_rationale_90", "label": "Fetch the MCP tool list for `url`.", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Fetch the MCP tool list for `url`.", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_client_rationale_98", "label": "Same as `tools()` but returns the full payload (adapter, product, variants, \u2026).", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Same as `tools()` but returns the full payload (adapter, product, variants, \u2026).", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_client_rationale_110", "label": "Run a tool that has a live `action`. Returns the wrapped {ok, value}.", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Run a tool that has a live `action`. 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Anthropic Connectors Directory (longest review \u2014 start NOW)", "community": 14, "community_name": "Community 14", "source_file": "launch/registry/SUBMISSION_PLAYBOOK.md", "file_type": "document", "degree": 1}, {"id": "registry_submission_playbook_tier_2_this_week_most_auto_ingest_from_the_official_registry_the_rest_are_quick_forms_prs", "label": "TIER 2 \u2014 this week (most auto-ingest from the official registry; the rest are quick forms/PRs)", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "TIER 2 \u2014 this week (most auto-ingest from the official registry; the rest are quick forms/PRs)", "community": 14, "community_name": "Community 14", "source_file": "launch/registry/SUBMISSION_PLAYBOOK.md", "file_type": "document", "degree": 1}, {"id": "registry_submission_playbook_tier_3_coordinated_launch_week", "label": "TIER 3 \u2014 coordinated launch 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"registry_submission_playbook_asset_b_ready_to_paste_listing_copy_use_for_every_directory", "label": "Asset B \u2014 ready-to-paste listing copy (use for every directory)", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 13.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Asset B \u2014 ready-to-paste listing copy (use for every directory)", "community": 14, "community_name": "Community 14", "source_file": "launch/registry/SUBMISSION_PLAYBOOK.md", "file_type": "document", "degree": 8}, {"id": "registry_submission_playbook_name", "label": "Name", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Name", "community": 14, "community_name": "Community 14", "source_file": "launch/registry/SUBMISSION_PLAYBOOK.md", "file_type": "document", "degree": 1}, {"id": "registry_submission_playbook_one_line_description_100_chars", "label": "One-line description (\u2264 ~100 chars)", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "One-line description (\u2264 ~100 chars)", "community": 14, "community_name": "Community 14", "source_file": "launch/registry/SUBMISSION_PLAYBOOK.md", "file_type": "document", "degree": 1}, {"id": "registry_submission_playbook_paragraph_description", "label": "Paragraph description", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Paragraph description", "community": 14, "community_name": "Community 14", "source_file": "launch/registry/SUBMISSION_PLAYBOOK.md", "file_type": "document", "degree": 1}, {"id": "registry_submission_playbook_connect_config_paste_into_any_mcp_client_claude_code_desktop_cursor_codex_cline_vs_code", "label": "Connect config (paste into any MCP client \u2014 Claude Code/Desktop, Cursor, Codex, Cline, VS Code)", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Connect config (paste into any MCP client \u2014 Claude Code/Desktop, Cursor, Codex, Cline, VS Code)", "community": 14, "community_name": "Community 14", "source_file": "launch/registry/SUBMISSION_PLAYBOOK.md", "file_type": "document", "degree": 1}, {"id": "registry_submission_playbook_tags_categories", "label": "Tags / categories", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Tags / categories", "community": 14, "community_name": "Community 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"file_type": "document", "degree": 1}, {"id": "registry_submission_playbook_asset_c_awesome_mcp_servers_pr_line_punkpeye_format", "label": "Asset C \u2014 awesome-mcp-servers PR line (punkpeye format)", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Asset C \u2014 awesome-mcp-servers PR line (punkpeye format)", "community": 14, "community_name": "Community 14", "source_file": "launch/registry/SUBMISSION_PLAYBOOK.md", "file_type": "document", "degree": 1}, {"id": "registry_submission_playbook_asset_d_github_repo_readiness_do_before_any_directory_submit", "label": "Asset D \u2014 GitHub repo readiness (do before any directory submit)", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Asset D \u2014 GitHub repo readiness 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"community_name": "Community 20", "source_file": "launch/shopify_coverage_report_2026-06.md", "file_type": "document", "degree": 1}, {"id": "launch_shopify_coverage_report_2026_06_step_4_queue_batches_of_100", "label": "STEP 4 \u2014 QUEUE (batches of ~100)", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "STEP 4 \u2014 QUEUE (batches of ~100)", "community": 20, "community_name": "Community 20", "source_file": "launch/shopify_coverage_report_2026-06.md", "file_type": "document", "degree": 1}, {"id": "launch_shopify_coverage_report_2026_06_step_5_loop_re_run", "label": "STEP 5 \u2014 LOOP / Re-run", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "STEP 5 \u2014 LOOP / Re-run", "community": 20, "community_name": "Community 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"degree": 1}, {"id": "launch_shopify_coverage_report_2026_06_hard_rules_followed_exactly", "label": "Hard Rules Followed (exactly)", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Hard Rules Followed (exactly)", "community": 20, "community_name": "Community 20", "source_file": "launch/shopify_coverage_report_2026-06.md", "file_type": "document", "degree": 1}, {"id": "launch_shopify_coverage_report_2026_06_next_expansion", "label": "Next / Expansion", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Next / Expansion", "community": 20, "community_name": "Community 20", "source_file": "launch/shopify_coverage_report_2026-06.md", "file_type": "document", "degree": 1}, {"id": "launch_show_hn_trust", "label": 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"highlight": {"background": "#ffffff", "border": "#9C755F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Title (\u226480 chars)", "community": 78, "community_name": "Community 78", "source_file": "launch/show-hn-trust.md", "file_type": "document", "degree": 1}, {"id": "launch_show_hn_trust_body", "label": "Body", "color": {"background": "#9C755F", "border": "#9C755F", "highlight": {"background": "#ffffff", "border": "#9C755F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Body", "community": 78, "community_name": "Community 78", "source_file": "launch/show-hn-trust.md", "file_type": "document", "degree": 1}, {"id": "launch_show_hn_trust_posting_rules_unchanged_from_show_hn_md", "label": "Posting rules (unchanged from show-hn.md)", "color": {"background": "#9C755F", "border": "#9C755F", "highlight": {"background": "#ffffff", "border": "#9C755F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Posting rules (unchanged from 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+const RAW_NODES = [{"id": "template_adapter", "label": "adapter.js", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": "adapter.js", "community": 83, "community_name": "Community 83", "source_file": "adapters/_template/adapter.js", "file_type": "code", "degree": 3}, {"id": "template_adapter_detect", "label": "detect()", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "detect()", "community": 83, "community_name": "Community 83", "source_file": "adapters/_template/adapter.js", "file_type": "code", "degree": 1}, {"id": "template_adapter_extract", "label": "extract()", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "extract()", "community": 83, "community_name": "Community 83", "source_file": "adapters/_template/adapter.js", "file_type": "code", "degree": 1}, {"id": "template_adapter_actions", "label": "actions", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "actions", "community": 83, "community_name": "Community 83", "source_file": "adapters/_template/adapter.js", "file_type": "code", "degree": 1}, {"id": "test_run", "label": "run.mjs", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": "run.mjs", "community": 84, "community_name": "Community 84", "source_file": "adapters/_test/run.mjs", "file_type": "code", "degree": 3}, {"id": "test_run_here", "label": "HERE", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "HERE", "community": 84, "community_name": "Community 84", "source_file": "adapters/_test/run.mjs", "file_type": "code", "degree": 1}, {"id": "test_run_fixtures", "label": "FIXTURES", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "FIXTURES", "community": 84, "community_name": "Community 84", "source_file": "adapters/_test/run.mjs", "file_type": "code", "degree": 1}, {"id": "test_run_fixture", "label": "fixture()", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "fixture()", "community": 84, "community_name": "Community 84", "source_file": "adapters/_test/run.mjs", "file_type": "code", "degree": 1}, {"id": "adapters_chainlink", "label": "chainlink.js", "color": {"background": "#F28E2B", "border": "#F28E2B", "highlight": {"background": "#ffffff", "border": "#F28E2B"}}, "size": 12.1, "font": {"size": 0, "color": "#ffffff"}, "title": "chainlink.js", "community": 201, "community_name": "Community 201", "source_file": "adapters/chainlink.js", "file_type": "code", "degree": 5}, {"id": "adapters_chainlink_ethereum_feeds", "label": "ETHEREUM_FEEDS", "color": {"background": "#F28E2B", "border": "#F28E2B", "highlight": {"background": "#ffffff", "border": "#F28E2B"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "ETHEREUM_FEEDS", "community": 201, "community_name": "Community 201", "source_file": "adapters/chainlink.js", "file_type": "code", "degree": 1}, {"id": "adapters_chainlink_detect", "label": "detect()", "color": {"background": "#F28E2B", "border": "#F28E2B", "highlight": {"background": "#ffffff", "border": "#F28E2B"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "detect()", "community": 201, "community_name": "Community 201", "source_file": "adapters/chainlink.js", "file_type": "code", "degree": 1}, {"id": "adapters_chainlink_extract", "label": "extract()", "color": {"background": "#F28E2B", "border": "#F28E2B", "highlight": {"background": "#ffffff", "border": "#F28E2B"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "extract()", "community": 201, "community_name": "Community 201", "source_file": "adapters/chainlink.js", "file_type": "code", "degree": 1}, {"id": "adapters_chainlink_actions", "label": "actions", "color": {"background": "#F28E2B", "border": "#F28E2B", "highlight": {"background": "#ffffff", "border": "#F28E2B"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "actions", "community": 201, "community_name": "Community 201", "source_file": "adapters/chainlink.js", "file_type": "code", "degree": 1}, {"id": "adapters_coingecko", "label": "coingecko.js", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 11.7, "font": {"size": 0, "color": "#ffffff"}, "title": "coingecko.js", "community": 182, "community_name": "Community 182", "source_file": "adapters/coingecko.js", "file_type": "code", "degree": 4}, {"id": "adapters_coingecko_detect", "label": "detect()", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "detect()", "community": 182, "community_name": "Community 182", "source_file": "adapters/coingecko.js", "file_type": "code", "degree": 1}, {"id": "adapters_coingecko_extract", "label": "extract()", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "extract()", "community": 182, "community_name": "Community 182", "source_file": "adapters/coingecko.js", "file_type": "code", "degree": 1}, {"id": "adapters_coingecko_actions", "label": "actions", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "actions", "community": 182, "community_name": "Community 182", "source_file": "adapters/coingecko.js", "file_type": "code", "degree": 1}, {"id": "adapters_defillama", "label": "defillama.js", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 11.7, "font": {"size": 0, "color": "#ffffff"}, "title": "defillama.js", "community": 193, "community_name": "Community 193", "source_file": "adapters/defillama.js", "file_type": "code", "degree": 4}, {"id": "adapters_defillama_detect", "label": "detect()", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "detect()", "community": 193, "community_name": "Community 193", "source_file": "adapters/defillama.js", "file_type": "code", "degree": 1}, {"id": "adapters_defillama_extract", "label": "extract()", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "extract()", "community": 193, "community_name": "Community 193", "source_file": "adapters/defillama.js", "file_type": "code", "degree": 1}, {"id": "adapters_defillama_actions", "label": "actions", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "actions", "community": 193, "community_name": "Community 193", "source_file": "adapters/defillama.js", "file_type": "code", "degree": 1}, {"id": "adapters_dexscreener", "label": "dexscreener.js", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 11.7, "font": {"size": 0, "color": "#ffffff"}, "title": "dexscreener.js", "community": 194, "community_name": "Community 194", "source_file": "adapters/dexscreener.js", "file_type": "code", "degree": 4}, {"id": "adapters_dexscreener_detect", "label": "detect()", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "detect()", "community": 194, "community_name": "Community 194", "source_file": "adapters/dexscreener.js", "file_type": "code", "degree": 1}, {"id": "adapters_dexscreener_extract", "label": "extract()", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "extract()", "community": 194, "community_name": "Community 194", "source_file": "adapters/dexscreener.js", "file_type": "code", "degree": 1}, {"id": "adapters_dexscreener_actions", "label": "actions", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "actions", "community": 194, "community_name": "Community 194", "source_file": "adapters/dexscreener.js", "file_type": "code", "degree": 1}, {"id": "adapters_jsonld", "label": "jsonld.js", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 24.4, "font": {"size": 12, "color": "#ffffff"}, "title": "jsonld.js", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 34}, {"id": "adapters_jsonld_detect", "label": "detect()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": "detect()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 3}, {"id": "adapters_jsonld_article", "label": "ARTICLE", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "ARTICLE", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 1}, {"id": "adapters_jsonld_category_priority", "label": "CATEGORY_PRIORITY", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "CATEGORY_PRIORITY", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 1}, {"id": "adapters_jsonld_movie", "label": "MOVIE", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "MOVIE", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 1}, {"id": "adapters_jsonld_org", "label": "ORG", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "ORG", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 1}, {"id": "adapters_jsonld_classify", "label": "classify()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 10.8, "font": {"size": 0, "color": "#ffffff"}, "title": "classify()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 2}, {"id": "adapters_jsonld_findtyped", "label": "findTyped()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 11.7, "font": {"size": 0, "color": "#ffffff"}, "title": "findTyped()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 4}, {"id": "adapters_jsonld_flatten", "label": "flatten()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 10.8, "font": {"size": 0, "color": "#ffffff"}, "title": "flatten()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 2}, {"id": "adapters_jsonld_findproduct", "label": "findProduct()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 10.8, "font": {"size": 0, "color": "#ffffff"}, "title": "findProduct()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 2}, {"id": "adapters_jsonld_extract", "label": "extract()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": "extract()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 3}, {"id": "adapters_jsonld_extractentity", "label": "extractEntity()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 16.8, "font": {"size": 12, "color": "#ffffff"}, "title": "extractEntity()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 16}, {"id": "adapters_jsonld_extractproduct", "label": "extractProduct()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 13.0, "font": {"size": 0, "color": "#ffffff"}, "title": "extractProduct()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 7}, {"id": "adapters_jsonld_tool", "label": "tool()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 10.8, "font": {"size": 0, "color": "#ffffff"}, "title": "tool()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 2}, {"id": "adapters_jsonld_text", "label": "text()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": "text()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 3}, {"id": "adapters_jsonld_clip", "label": "clip()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 10.8, "font": {"size": 0, "color": "#ffffff"}, "title": "clip()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 2}, {"id": "adapters_jsonld_arr", "label": "arr()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 12.1, "font": {"size": 0, "color": "#ffffff"}, "title": "arr()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 5}, {"id": "adapters_jsonld_names", "label": "names()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": "names()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 3}, {"id": "adapters_jsonld_typestr", "label": "typeStr()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 10.8, "font": {"size": 0, "color": "#ffffff"}, "title": "typeStr()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 2}, {"id": "adapters_jsonld_rating", "label": "rating()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 10.8, "font": {"size": 0, "color": "#ffffff"}, "title": "rating()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 2}, {"id": "adapters_jsonld_salary", "label": "salary()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": "salary()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 3}, {"id": "adapters_jsonld_joblocation", "label": "jobLocation()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 11.7, "font": {"size": 0, "color": "#ffffff"}, "title": "jobLocation()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 4}, {"id": "adapters_jsonld_place", "label": "place()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": "place()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 3}, {"id": "adapters_jsonld_eventoffers", "label": "eventOffers()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": "eventOffers()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 3}, {"id": "adapters_jsonld_recipesteps", "label": "recipeSteps()", "color": {"background": "#FF9DA7", "border": "#FF9DA7", "highlight": {"background": "#ffffff", "border": "#FF9DA7"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": "recipeSteps()", "community": 7, "community_name": "Community 7", "source_file": "adapters/jsonld.js", "file_type": "code", "degree": 3}, {"id": "adapters_jsonld_normalizeoffers", "label": "normalizeOffers()", "color": {"background": 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Usage:          from ant", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/anthropic.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_anthropic_rationale_43", "label": "Convenience: take an Anthropic `tool_use` content block, run it via wmcp.", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Convenience: take an Anthropic `tool_use` content block, run it via wmcp.", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/anthropic.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_client", "label": "client.py", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 13.4, "font": {"size": 0, "color": "#ffffff"}, "title": "client.py", "community": 0, "community_name": "Community 0", "source_file": 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"sdks/python/wmcp/client.py", "file_type": "code", "degree": 2}, {"id": "sdks_python_wmcp_client_py_bool", "label": "bool", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 11.3, "font": {"size": 0, "color": "#ffffff"}, "title": "bool", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 3}, {"id": "wmcp_client_tool_from_api", "label": ".from_api()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 11.7, "font": {"size": 0, "color": "#ffffff"}, "title": ".from_api()", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "code", "degree": 4}, {"id": "wmcp_client_tool_to_dict", "label": ".to_dict()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": 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Args:         api_key: Bearer key (webmcp_live_\u2026).", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_client_rationale_90", "label": "Fetch the MCP tool list for `url`.", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Fetch the MCP tool list for `url`.", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_client_rationale_98", "label": "Same as `tools()` but returns the full payload (adapter, product, variants, \u2026).", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Same as `tools()` but returns the full payload (adapter, product, variants, \u2026).", "community": 0, "community_name": "Community 0", "source_file": "sdks/python/wmcp/client.py", "file_type": "rationale", "degree": 1}, {"id": "wmcp_client_rationale_110", "label": "Run a tool that has a live `action`. Returns the wrapped {ok, value}.", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Run a tool that has a live `action`. 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"registry_submission_playbook_connect_config_paste_into_any_mcp_client_claude_code_desktop_cursor_codex_cline_vs_code", "label": "Connect config (paste into any MCP client \u2014 Claude Code/Desktop, Cursor, Codex, Cline, VS Code)", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Connect config (paste into any MCP client \u2014 Claude Code/Desktop, Cursor, Codex, Cline, VS Code)", "community": 14, "community_name": "Community 14", "source_file": "launch/registry/SUBMISSION_PLAYBOOK.md", "file_type": "document", "degree": 1}, {"id": "registry_submission_playbook_tags_categories", "label": "Tags / categories", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Tags / categories", "community": 14, "community_name": "Community 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"file_type": "document", "degree": 1}, {"id": "registry_submission_playbook_asset_c_awesome_mcp_servers_pr_line_punkpeye_format", "label": "Asset C \u2014 awesome-mcp-servers PR line (punkpeye format)", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Asset C \u2014 awesome-mcp-servers PR line (punkpeye format)", "community": 14, "community_name": "Community 14", "source_file": "launch/registry/SUBMISSION_PLAYBOOK.md", "file_type": "document", "degree": 1}, {"id": "registry_submission_playbook_asset_d_github_repo_readiness_do_before_any_directory_submit", "label": "Asset D \u2014 GitHub repo readiness (do before any directory submit)", "color": {"background": "#59A14F", "border": "#59A14F", "highlight": {"background": "#ffffff", "border": "#59A14F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Asset D \u2014 GitHub repo readiness 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"community_name": "Community 20", "source_file": "launch/shopify_coverage_report_2026-06.md", "file_type": "document", "degree": 1}, {"id": "launch_shopify_coverage_report_2026_06_step_4_queue_batches_of_100", "label": "STEP 4 \u2014 QUEUE (batches of ~100)", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "STEP 4 \u2014 QUEUE (batches of ~100)", "community": 20, "community_name": "Community 20", "source_file": "launch/shopify_coverage_report_2026-06.md", "file_type": "document", "degree": 1}, {"id": "launch_shopify_coverage_report_2026_06_step_5_loop_re_run", "label": "STEP 5 \u2014 LOOP / Re-run", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "STEP 5 \u2014 LOOP / Re-run", "community": 20, "community_name": "Community 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"degree": 1}, {"id": "launch_shopify_coverage_report_2026_06_hard_rules_followed_exactly", "label": "Hard Rules Followed (exactly)", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Hard Rules Followed (exactly)", "community": 20, "community_name": "Community 20", "source_file": "launch/shopify_coverage_report_2026-06.md", "file_type": "document", "degree": 1}, {"id": "launch_shopify_coverage_report_2026_06_next_expansion", "label": "Next / Expansion", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Next / Expansion", "community": 20, "community_name": "Community 20", "source_file": "launch/shopify_coverage_report_2026-06.md", "file_type": "document", "degree": 1}, {"id": "launch_show_hn_trust", "label": "show-hn-trust.md", "color": {"background": "#9C755F", "border": "#9C755F", "highlight": {"background": "#ffffff", "border": "#9C755F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "show-hn-trust.md", "community": 78, "community_name": "Community 78", "source_file": "launch/show-hn-trust.md", "file_type": "document", "degree": 1}, {"id": "launch_show_hn_trust_show_hn_trust_layer_positioning_2026_05_30", "label": "Show HN \u2014 trust-layer positioning (2026-05-30)", "color": {"background": "#9C755F", "border": "#9C755F", "highlight": {"background": "#ffffff", "border": "#9C755F"}}, "size": 11.7, "font": {"size": 0, "color": "#ffffff"}, "title": "Show HN \u2014 trust-layer positioning (2026-05-30)", "community": 78, "community_name": "Community 78", "source_file": "launch/show-hn-trust.md", "file_type": "document", "degree": 4}, {"id": "launch_show_hn_trust_title_80_chars", "label": "Title (\u226480 chars)", "color": {"background": "#9C755F", "border": "#9C755F", "highlight": {"background": "#ffffff", "border": "#9C755F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Title (\u226480 chars)", "community": 78, "community_name": "Community 78", "source_file": "launch/show-hn-trust.md", "file_type": "document", "degree": 1}, {"id": "launch_show_hn_trust_body", "label": "Body", "color": {"background": "#9C755F", "border": "#9C755F", "highlight": {"background": "#ffffff", "border": "#9C755F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Body", "community": 78, "community_name": "Community 78", "source_file": "launch/show-hn-trust.md", "file_type": "document", "degree": 1}, {"id": "launch_show_hn_trust_posting_rules_unchanged_from_show_hn_md", "label": "Posting rules (unchanged from show-hn.md)", "color": {"background": "#9C755F", "border": "#9C755F", "highlight": {"background": "#ffffff", "border": "#9C755F"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Posting rules (unchanged from 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"source_file": "launch/show-hn-webmcp-antibot.md", "file_type": "document", "degree": 6}, {"id": "launch_show_hn_webmcp_antibot_hacker_news_show_hn", "label": "Hacker News \u2014 \"Show HN\"", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Hacker News \u2014 &quot;Show HN&quot;", "community": 63, "community_name": "Community 63", "source_file": "launch/show-hn-webmcp-antibot.md", "file_type": "document", "degree": 1}, {"id": "launch_show_hn_webmcp_antibot_product_hunt_tagline_first_comment", "label": "Product Hunt (tagline + first comment)", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 10.4, "font": {"size": 0, "color": "#ffffff"}, "title": "Product Hunt (tagline + first comment)", "community": 63, "community_name": "Community 63", "source_file": 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"Community 209", "count": 9}, {"cid": 210, "color": "#4E79A7", "label": "Community 210", "count": 20}, {"cid": 211, "color": "#F28E2B", "label": "Community 211", "count": 9}, {"cid": 212, "color": "#E15759", "label": "Community 212", "count": 8}, {"cid": 213, "color": "#76B7B2", "label": "Community 213", "count": 8}, {"cid": 214, "color": "#59A14F", "label": "Community 214", "count": 8}, {"cid": 215, "color": "#EDC948", "label": "Community 215", "count": 6}];
 
 // HTML-escape helper — prevents XSS when injecting graph data into innerHTML
 function esc(s) {
diff --git a/graphify-out/graph.json b/graphify-out/graph.json
index 2cfb742..2ecd8ab 100644
--- a/graphify-out/graph.json
+++ b/graphify-out/graph.json
@@ -5238,6 +5238,24 @@
       "community": 91,
       "norm_label": "alternativescomposiohtml()"
     },
+    {
+      "label": "alternatives_mcpservers.ts",
+      "file_type": "code",
+      "source_file": "worker/src/alternatives_mcpservers.ts",
+      "source_location": "L1",
+      "id": "src_alternatives_mcpservers",
+      "community": 200,
+      "norm_label": "alternatives_mcpservers.ts"
+    },
+    {
+      "label": "alternativesMcpserversHtml()",
+      "file_type": "code",
+      "source_file": "worker/src/alternatives_mcpservers.ts",
+      "source_location": "L8",
+      "id": "src_alternatives_mcpservers_alternativesmcpservershtml",
+      "community": 200,
+      "norm_label": "alternativesmcpservershtml()"
+    },
     {
       "label": "alternatives_pipedream.ts",
       "file_type": "code",
@@ -5262,7 +5280,7 @@
       "source_file": "worker/src/anthropic_oauth.ts",
       "source_location": "L1",
       "id": "src_anthropic_oauth",
-      "community": 144,
+      "community": 212,
       "norm_label": "anthropic_oauth.ts"
     },
     {
@@ -5271,7 +5289,7 @@
       "source_file": "worker/src/anthropic_oauth.ts",
       "source_location": "L18",
       "id": "src_anthropic_oauth_env",
-      "community": 144,
+      "community": 212,
       "norm_label": "env"
     },
     {
@@ -5280,7 +5298,7 @@
       "source_file": "worker/src/anthropic_oauth.ts",
       "source_location": "L33",
       "id": "src_anthropic_oauth_bytestobase64url",
-      "community": 144,
+      "community": 212,
       "norm_label": "bytestobase64url()"
     },
     {
@@ -5289,7 +5307,7 @@
       "source_file": "worker/src/anthropic_oauth.ts",
       "source_location": "L39",
       "id": "src_anthropic_oauth_generatepkce",
-      "community": 144,
+      "community": 212,
       "norm_label": "generatepkce()"
     },
     {
@@ -5298,7 +5316,7 @@
       "source_file": "worker/src/anthropic_oauth.ts",
       "source_location": "L50",
       "id": "src_anthropic_oauth_randomstate",
-      "community": 144,
+      "community": 212,
       "norm_label": "randomstate()"
     },
     {
@@ -5307,7 +5325,7 @@
       "source_file": "worker/src/anthropic_oauth.ts",
       "source_location": "L58",
       "id": "src_anthropic_oauth_requireuser",
-      "community": 144,
+      "community": 212,
       "norm_label": "requireuser()"
     },
     {
@@ -5316,7 +5334,7 @@
       "source_file": "worker/src/anthropic_oauth.ts",
       "source_location": "L78",
       "id": "src_anthropic_oauth_anthropicstart",
-      "community": 144,
+      "community": 212,
       "norm_label": "anthropicstart()"
     },
     {
@@ -5325,7 +5343,7 @@
       "source_file": "worker/src/anthropic_oauth.ts",
       "source_location": "L122",
       "id": "src_anthropic_oauth_anthropicexchange",
-      "community": 144,
+      "community": 212,
       "norm_label": "anthropicexchange()"
     },
     {
@@ -5406,7 +5424,7 @@
       "source_file": "worker/src/articles.ts",
       "source_location": "L3637",
       "id": "src_articles_article_slugs",
-      "community": 73,
+      "community": 199,
       "norm_label": "article_slugs"
     },
     {
@@ -5532,7 +5550,7 @@
       "source_file": "worker/src/auth.ts",
       "source_location": "L67",
       "id": "src_auth_resolveauth",
-      "community": 34,
+      "community": 178,
       "norm_label": "resolveauth()"
     },
     {
@@ -5541,7 +5559,7 @@
       "source_file": "worker/src/auth.ts",
       "source_location": "L116",
       "id": "src_auth_consume",
-      "community": 24,
+      "community": 178,
       "norm_label": "consume()"
     },
     {
@@ -5568,7 +5586,7 @@
       "source_file": "worker/src/auth.ts",
       "source_location": "L196",
       "id": "src_auth_proxyexecutegate",
-      "community": 178,
+      "community": 215,
       "norm_label": "proxyexecutegate()"
     },
     {
@@ -5586,7 +5604,7 @@
       "source_file": "worker/src/auth.ts",
       "source_location": "L276",
       "id": "src_auth_revokekey",
-      "community": 202,
+      "community": 180,
       "norm_label": "revokekey()"
     },
     {
@@ -5874,7 +5892,7 @@
       "source_file": "worker/src/connect_hub.ts",
       "source_location": "L1",
       "id": "src_connect_hub",
-      "community": 35,
+      "community": 213,
       "norm_label": "connect_hub.ts"
     },
     {
@@ -5883,7 +5901,7 @@
       "source_file": "worker/src/connect_hub.ts",
       "source_location": "L20",
       "id": "src_connect_hub_wellknownmcpmanifest",
-      "community": 35,
+      "community": 213,
       "norm_label": "wellknownmcpmanifest()"
     },
     {
@@ -5892,7 +5910,7 @@
       "source_file": "worker/src/connect_hub.ts",
       "source_location": "L55",
       "id": "src_connect_hub_cat_label",
-      "community": 35,
+      "community": 213,
       "norm_label": "cat_label"
     },
     {
@@ -5901,7 +5919,7 @@
       "source_file": "worker/src/connect_hub.ts",
       "source_location": "L60",
       "id": "src_connect_hub_connecthubhtml",
-      "community": 35,
+      "community": 213,
       "norm_label": "connecthubhtml()"
     },
     {
@@ -7233,7 +7251,7 @@
       "source_file": "worker/src/email.ts",
       "source_location": "L1",
       "id": "src_email",
-      "community": 209,
+      "community": 203,
       "norm_label": "email.ts"
     },
     {
@@ -7242,7 +7260,7 @@
       "source_file": "worker/src/email.ts",
       "source_location": "L10",
       "id": "src_email_emailenabled",
-      "community": 209,
+      "community": 203,
       "norm_label": "emailenabled()"
     },
     {
@@ -7251,7 +7269,7 @@
       "source_file": "worker/src/email.ts",
       "source_location": "L11",
       "id": "src_email_from",
-      "community": 209,
+      "community": 203,
       "norm_label": "from()"
     },
     {
@@ -7260,7 +7278,7 @@
       "source_file": "worker/src/email.ts",
       "source_location": "L13",
       "id": "src_email_sendemail",
-      "community": 209,
+      "community": 203,
       "norm_label": "sendemail()"
     },
     {
@@ -7269,7 +7287,7 @@
       "source_file": "worker/src/email.ts",
       "source_location": "L28",
       "id": "src_email_broadcasttoleads",
-      "community": 209,
+      "community": 203,
       "norm_label": "broadcasttoleads()"
     },
     {
@@ -7278,7 +7296,7 @@
       "source_file": "worker/src/email.ts",
       "source_location": "L58",
       "id": "src_email_subscribeconfirmhtml",
-      "community": 209,
+      "community": 203,
       "norm_label": "subscribeconfirmhtml()"
     },
     {
@@ -7440,7 +7458,7 @@
       "source_file": "worker/src/flows2api.ts",
       "source_location": "L1",
       "id": "src_flows2api",
-      "community": 200,
+      "community": 214,
       "norm_label": "flows2api.ts"
     },
     {
@@ -7449,7 +7467,7 @@
       "source_file": "worker/src/flows2api.ts",
       "source_location": "L9",
       "id": "src_flows2api_flow",
-      "community": 200,
+      "community": 214,
       "norm_label": "flow"
     },
     {
@@ -7458,7 +7476,7 @@
       "source_file": "worker/src/flows2api.ts",
       "source_location": "L20",
       "id": "src_flows2api_capturelandinghtml",
-      "community": 200,
+      "community": 214,
       "norm_label": "capturelandinghtml()"
     },
     {
@@ -7467,7 +7485,7 @@
       "source_file": "worker/src/flows2api.ts",
       "source_location": "L104",
       "id": "src_flows2api_templatepath",
-      "community": 200,
+      "community": 214,
       "norm_label": "templatepath()"
     },
     {
@@ -7476,7 +7494,7 @@
       "source_file": "worker/src/flows2api.ts",
       "source_location": "L123",
       "id": "src_flows2api_inferschema",
-      "community": 200,
+      "community": 214,
       "norm_label": "inferschema()"
     },
     {
@@ -7485,7 +7503,7 @@
       "source_file": "worker/src/flows2api.ts",
       "source_location": "L137",
       "id": "src_flows2api_safejson",
-      "community": 200,
+      "community": 214,
       "norm_label": "safejson()"
     },
     {
@@ -7494,7 +7512,7 @@
       "source_file": "worker/src/flows2api.ts",
       "source_location": "L143",
       "id": "src_flows2api_synthresult",
-      "community": 200,
+      "community": 214,
       "norm_label": "synthresult"
     },
     {
@@ -7503,7 +7521,7 @@
       "source_file": "worker/src/flows2api.ts",
       "source_location": "L145",
       "id": "src_flows2api_synthesizefromflows",
-      "community": 200,
+      "community": 214,
       "norm_label": "synthesizefromflows()"
     },
     {
@@ -7848,6 +7866,24 @@
       "community": 115,
       "norm_label": "howtoinstallclaudedesktopmcphtml()"
     },
+    {
+      "label": "how_to_nemotron_tools.ts",
+      "file_type": "code",
+      "source_file": "worker/src/how_to_nemotron_tools.ts",
+      "source_location": "L1",
+      "id": "src_how_to_nemotron_tools",
+      "community": 200,
+      "norm_label": "how_to_nemotron_tools.ts"
+    },
+    {
+      "label": "howToNemotronToolsHtml()",
+      "file_type": "code",
+      "source_file": "worker/src/how_to_nemotron_tools.ts",
+      "source_location": "L9",
+      "id": "src_how_to_nemotron_tools_howtonemotrontoolshtml",
+      "community": 200,
+      "norm_label": "howtonemotrontoolshtml()"
+    },
     {
       "label": "how_to_secure_mcp_oauth.ts",
       "file_type": "code",
@@ -7960,7 +7996,7 @@
       "label": "HTML_HEADERS",
       "file_type": "code",
       "source_file": "worker/src/index.ts",
-      "source_location": "L727",
+      "source_location": "L751",
       "id": "src_index_html_headers",
       "community": 180,
       "norm_label": "html_headers"
@@ -7969,7 +8005,7 @@
       "label": "hostnameOf()",
       "file_type": "code",
       "source_file": "worker/src/index.ts",
-      "source_location": "L1187",
+      "source_location": "L1211",
       "id": "src_index_hostnameof",
       "community": 180,
       "norm_label": "hostnameof()"
@@ -8835,7 +8871,7 @@
       "source_file": "worker/src/mcp_grade.ts",
       "source_location": "L248",
       "id": "src_mcp_grade_category_names",
-      "community": 35,
+      "community": 213,
       "norm_label": "category_names"
     },
     {
@@ -8844,7 +8880,7 @@
       "source_file": "worker/src/mcp_grade.ts",
       "source_location": "L249",
       "id": "src_mcp_grade_categoryslug",
-      "community": 200,
+      "community": 213,
       "norm_label": "categoryslug()"
     },
     {
@@ -8862,7 +8898,7 @@
       "source_file": "worker/src/mcp_grade.ts",
       "source_location": "L253",
       "id": "src_mcp_grade_reltime",
-      "community": 80,
+      "community": 213,
       "norm_label": "reltime()"
     },
     {
@@ -8880,7 +8916,7 @@
       "source_file": "worker/src/mcp_grade.ts",
       "source_location": "L435",
       "id": "src_mcp_grade_composite",
-      "community": 204,
+      "community": 80,
       "norm_label": "composite()"
     },
     {
@@ -8916,7 +8952,7 @@
       "source_file": "worker/src/mcp_grade.ts",
       "source_location": "L468",
       "id": "src_mcp_grade_seedregistrygrades",
-      "community": 5,
+      "community": 181,
       "norm_label": "seedregistrygrades()"
     },
     {
@@ -8997,7 +9033,7 @@
       "source_file": "worker/src/mcp_grade.ts",
       "source_location": "L635",
       "id": "src_mcp_grade_regradewatched",
-      "community": 5,
+      "community": 181,
       "norm_label": "regradewatched()"
     },
     {
@@ -9033,14 +9069,14 @@
       "source_file": "worker/src/mcp_grade.ts",
       "source_location": "L765",
       "id": "src_mcp_grade_gradepagehtml",
-      "community": 80,
+      "community": 213,
       "norm_label": "gradepagehtml()"
     },
     {
       "label": "gradeHomeHtml()",
       "file_type": "code",
       "source_file": "worker/src/mcp_grade.ts",
-      "source_location": "L966",
+      "source_location": "L975",
       "id": "src_mcp_grade_gradehomehtml",
       "community": 80,
       "norm_label": "gradehomehtml()"
@@ -9049,7 +9085,7 @@
       "label": "mcpLeaderboardHtml()",
       "file_type": "code",
       "source_file": "worker/src/mcp_grade.ts",
-      "source_location": "L1018",
+      "source_location": "L1027",
       "id": "src_mcp_grade_mcpleaderboardhtml",
       "community": 200,
       "norm_label": "mcpleaderboardhtml()"
@@ -9141,7 +9177,7 @@
       "source_file": "worker/src/mcp_oauth.ts",
       "source_location": "L161",
       "id": "src_mcp_oauth_refreshpkcetoken",
-      "community": 144,
+      "community": 210,
       "norm_label": "refreshpkcetoken()"
     },
     {
@@ -9348,7 +9384,7 @@
       "source_file": "worker/src/mcp_proxy.ts",
       "source_location": "L1",
       "id": "src_mcp_proxy",
-      "community": 144,
+      "community": 210,
       "norm_label": "mcp_proxy.ts"
     },
     {
@@ -9357,7 +9393,7 @@
       "source_file": "worker/src/mcp_proxy.ts",
       "source_location": "L27",
       "id": "src_mcp_proxy_env",
-      "community": 144,
+      "community": 210,
       "norm_label": "env"
     },
     {
@@ -9366,7 +9402,7 @@
       "source_file": "worker/src/mcp_proxy.ts",
       "source_location": "L66",
       "id": "src_mcp_proxy_strip_req_headers",
-      "community": 144,
+      "community": 210,
       "norm_label": "strip_req_headers"
     },
     {
@@ -9375,7 +9411,7 @@
       "source_file": "worker/src/mcp_proxy.ts",
       "source_location": "L82",
       "id": "src_mcp_proxy_strip_res_headers",
-      "community": 144,
+      "community": 210,
       "norm_label": "strip_res_headers"
     },
     {
@@ -9384,7 +9420,7 @@
       "source_file": "worker/src/mcp_proxy.ts",
       "source_location": "L89",
       "id": "src_mcp_proxy_getfreshupstreamtoken",
-      "community": 144,
+      "community": 210,
       "norm_label": "getfreshupstreamtoken()"
     },
     {
@@ -9393,7 +9429,7 @@
       "source_file": "worker/src/mcp_proxy.ts",
       "source_location": "L145",
       "id": "src_mcp_proxy_mcpproxyhandler",
-      "community": 19,
+      "community": 210,
       "norm_label": "mcpproxyhandler()"
     },
     {
@@ -9402,7 +9438,7 @@
       "source_file": "worker/src/mcp_proxy.ts",
       "source_location": "L379",
       "id": "src_mcp_proxy_mcpindexhtml",
-      "community": 144,
+      "community": 210,
       "norm_label": "mcpindexhtml()"
     },
     {
@@ -9411,7 +9447,7 @@
       "source_file": "worker/src/mcp_proxy.ts",
       "source_location": "L447",
       "id": "src_mcp_proxy_listmcpproxies",
-      "community": 144,
+      "community": 210,
       "norm_label": "listmcpproxies()"
     },
     {
@@ -9801,13 +9837,31 @@
       "community": 143,
       "norm_label": "mcpserververcelhtml()"
     },
+    {
+      "label": "mcp_stats.ts",
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+      "norm_label": "mcp_stats.ts"
+    },
+    {
+      "label": "mcpStatsJson()",
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     },
     {
@@ -9972,6 +10026,195 @@
       "community": 171,
       "norm_label": "og_png.ts"
     },
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+      "file_type": "code",
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+      "source_location": "L1",
+      "id": "src_outreach",
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+      "norm_label": "outreach.ts"
+    },
+    {
+      "label": "Env",
+      "file_type": "code",
+      "source_file": "worker/src/outreach.ts",
+      "source_location": "L13",
+      "id": "src_outreach_env",
+      "community": 203,
+      "norm_label": "env"
+    },
+    {
+      "label": "isCommercial()",
+      "file_type": "code",
+      "source_file": "worker/src/outreach.ts",
+      "source_location": "L16",
+      "id": "src_outreach_iscommercial",
+      "community": 203,
+      "norm_label": "iscommercial()"
+    },
+    {
+      "label": "regDomain()",
+      "file_type": "code",
+      "source_file": "worker/src/outreach.ts",
+      "source_location": "L20",
+      "id": "src_outreach_regdomain",
+      "community": 203,
+      "norm_label": "regdomain()"
+    },
+    {
+      "label": "isPayments()",
+      "file_type": "code",
+      "source_file": "worker/src/outreach.ts",
+      "source_location": "L24",
+      "id": "src_outreach_ispayments",
+      "community": 203,
+      "norm_label": "ispayments()"
+    },
+    {
+      "label": "isSecurityVendor()",
+      "file_type": "code",
+      "source_file": "worker/src/outreach.ts",
+      "source_location": "L27",
+      "id": "src_outreach_issecurityvendor",
+      "community": 203,
+      "norm_label": "issecurityvendor()"
+    },
+    {
+      "label": "topFinding()",
+      "file_type": "code",
+      "source_file": "worker/src/outreach.ts",
+      "source_location": "L31",
+      "id": "src_outreach_topfinding",
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+      "norm_label": "topfinding()"
+    },
+    {
+      "label": "auditBody()",
+      "file_type": "code",
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+      "source_location": "L39",
+      "id": "src_outreach_auditbody",
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+      "norm_label": "auditbody()"
+    },
+    {
+      "label": "verifiedBody()",
+      "file_type": "code",
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+      "source_location": "L65",
+      "id": "src_outreach_verifiedbody",
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+      "norm_label": "verifiedbody()"
+    },
+    {
+      "label": "Row",
+      "file_type": "code",
+      "source_file": "worker/src/outreach.ts",
+      "source_location": "L83",
+      "id": "src_outreach_row",
+      "community": 203,
+      "norm_label": "row"
+    },
+    {
+      "label": "generateOutreach()",
+      "file_type": "code",
+      "source_file": "worker/src/outreach.ts",
+      "source_location": "L89",
+      "id": "src_outreach_generateoutreach",
+      "community": 203,
+      "norm_label": "generateoutreach()"
+    },
+    {
+      "label": "csvCell()",
+      "file_type": "code",
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+      "source_location": "L143",
+      "id": "src_outreach_csvcell",
+      "community": 203,
+      "norm_label": "csvcell()"
+    },
+    {
+      "label": "toCsv()",
+      "file_type": "code",
+      "source_file": "worker/src/outreach.ts",
+      "source_location": "L147",
+      "id": "src_outreach_tocsv",
+      "community": 203,
+      "norm_label": "tocsv()"
+    },
+    {
+      "label": "outreachCampaign()",
+      "file_type": "code",
+      "source_file": "worker/src/outreach.ts",
+      "source_location": "L155",
+      "id": "src_outreach_outreachcampaign",
+      "community": 203,
+      "norm_label": "outreachcampaign()"
+    },
+    {
+      "label": "outreach_reply.ts",
+      "file_type": "code",
+      "source_file": "worker/src/outreach_reply.ts",
+      "source_location": "L1",
+      "id": "src_outreach_reply",
+      "community": 203,
+      "norm_label": "outreach_reply.ts"
+    },
+    {
+      "label": "Env",
+      "file_type": "code",
+      "source_file": "worker/src/outreach_reply.ts",
+      "source_location": "L17",
+      "id": "src_outreach_reply_env",
+      "community": 203,
+      "norm_label": "env"
+    },
+    {
+      "label": "classifyReply()",
+      "file_type": "code",
+      "source_file": "worker/src/outreach_reply.ts",
+      "source_location": "L34",
+      "id": "src_outreach_reply_classifyreply",
+      "community": 203,
+      "norm_label": "classifyreply()"
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+    {
+      "label": "suggestReply()",
+      "file_type": "code",
+      "source_file": "worker/src/outreach_reply.ts",
+      "source_location": "L45",
+      "id": "src_outreach_reply_suggestreply",
+      "community": 203,
+      "norm_label": "suggestreply()"
+    },
+    {
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+      "file_type": "code",
+      "source_file": "worker/src/outreach_reply.ts",
+      "source_location": "L59",
+      "id": "src_outreach_reply_authed",
+      "community": 203,
+      "norm_label": "authed()"
+    },
+    {
+      "label": "handleOutreachReply()",
+      "file_type": "code",
+      "source_file": "worker/src/outreach_reply.ts",
+      "source_location": "L67",
+      "id": "src_outreach_reply_handleoutreachreply",
+      "community": 203,
+      "norm_label": "handleoutreachreply()"
+    },
+    {
+      "label": "outreachSuppression()",
+      "file_type": "code",
+      "source_file": "worker/src/outreach_reply.ts",
+      "source_location": "L113",
+      "id": "src_outreach_reply_outreachsuppression",
+      "community": 203,
+      "norm_label": "outreachsuppression()"
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     {
       "label": "privacy.ts",
       "file_type": "code",
@@ -10203,7 +10446,7 @@
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-      "community": 202,
+      "community": 180,
       "norm_label": "resolveplanfromsubscription()"
     },
     {
@@ -10779,7 +11022,7 @@
       "source_file": "worker/src/stripe.ts",
       "source_location": "L190",
       "id": "src_stripe_recoverbyemail",
-      "community": 202,
+      "community": 180,
       "norm_label": "recoverbyemail()"
     },
     {
@@ -10788,7 +11031,7 @@
       "source_file": "worker/src/stripe.ts",
       "source_location": "L204",
       "id": "src_stripe_stripewebhook",
-      "community": 203,
+      "community": 210,
       "norm_label": "stripewebhook()"
     },
     {
@@ -10797,7 +11040,7 @@
       "source_file": "worker/src/stripe.ts",
       "source_location": "L368",
       "id": "src_stripe_revokeuserkeys",
-      "community": 202,
+      "community": 180,
       "norm_label": "revokeuserkeys()"
     },
     {
@@ -10806,7 +11049,7 @@
       "source_file": "worker/src/stripe.ts",
       "source_location": "L380",
       "id": "src_stripe_handlenonplancheckout",
-      "community": 202,
+      "community": 210,
       "norm_label": "handlenonplancheckout()"
     },
     {
@@ -10860,7 +11103,7 @@
       "source_file": "worker/src/stripe.ts",
       "source_location": "L695",
       "id": "src_stripe_newqckey",
-      "community": 202,
+      "community": 180,
       "norm_label": "newqckey()"
     },
     {
@@ -10869,7 +11112,7 @@
       "source_file": "worker/src/stripe.ts",
       "source_location": "L705",
       "id": "src_stripe_issuequickcatchlicense",
-      "community": 202,
+      "community": 180,
       "norm_label": "issuequickcatchlicense()"
     },
     {
@@ -10896,7 +11139,7 @@
       "source_file": "worker/src/stripe.ts",
       "source_location": "L776",
       "id": "src_stripe_quickcatchactivate",
-      "community": 202,
+      "community": 180,
       "norm_label": "quickcatchactivate()"
     },
     {
@@ -10923,7 +11166,7 @@
       "source_file": "worker/src/stripe.ts",
       "source_location": "L824",
       "id": "src_stripe_parsepricemap",
-      "community": 202,
+      "community": 180,
       "norm_label": "parsepricemap()"
     },
     {
@@ -10932,7 +11175,7 @@
       "source_file": "worker/src/stripe.ts",
       "source_location": "L832",
       "id": "src_stripe_invertpricemap",
-      "community": 202,
+      "community": 180,
       "norm_label": "invertpricemap()"
     },
     {
@@ -10941,7 +11184,7 @@
       "source_file": "worker/src/stripe.ts",
       "source_location": "L840",
       "id": "src_stripe_verifystripesig",
-      "community": 202,
+      "community": 210,
       "norm_label": "verifystripesig()"
     },
     {
@@ -11308,7 +11551,7 @@
       "label": "llmsFullTxt()",
       "file_type": "code",
       "source_file": "worker/src/u.ts",
-      "source_location": "L489",
+      "source_location": "L499",
       "id": "src_u_llmsfulltxt",
       "community": 199,
       "norm_label": "llmsfulltxt()"
@@ -11317,7 +11560,7 @@
       "label": "sitemapXml()",
       "file_type": "code",
       "source_file": "worker/src/u.ts",
-      "source_location": "L555",
+      "source_location": "L565",
       "id": "src_u_sitemapxml",
       "community": 199,
       "norm_label": "sitemapxml()"
@@ -11535,7 +11778,7 @@
       "source_file": "worker/src/verify.ts",
       "source_location": "L1",
       "id": "src_verify",
-      "community": 204,
+      "community": 211,
       "norm_label": "verify.ts"
     },
     {
@@ -11544,7 +11787,7 @@
       "source_file": "worker/src/verify.ts",
       "source_location": "L16",
       "id": "src_verify_env",
-      "community": 204,
+      "community": 211,
       "norm_label": "env"
     },
     {
@@ -11553,7 +11796,7 @@
       "source_file": "worker/src/verify.ts",
       "source_location": "L22",
       "id": "src_verify_verifyverdict",
-      "community": 204,
+      "community": 211,
       "norm_label": "verifyverdict"
     },
     {
@@ -11562,7 +11805,7 @@
       "source_file": "worker/src/verify.ts",
       "source_location": "L53",
       "id": "src_verify_gradeforverify",
-      "community": 204,
+      "community": 211,
       "norm_label": "gradeforverify()"
     },
     {
@@ -11571,7 +11814,7 @@
       "source_file": "worker/src/verify.ts",
       "source_location": "L65",
       "id": "src_verify_decide",
-      "community": 204,
+      "community": 211,
       "norm_label": "decide()"
     },
     {
@@ -11580,7 +11823,7 @@
       "source_file": "worker/src/verify.ts",
       "source_location": "L86",
       "id": "src_verify_verifymcpserver",
-      "community": 204,
+      "community": 211,
       "norm_label": "verifymcpserver()"
     },
     {
@@ -12231,13 +12474,31 @@
       "community": 203,
       "norm_label": "fire()"
     },
+    {
+      "label": "mcp_stats.test.ts",
+      "file_type": "code",
+      "source_file": "worker/test/mcp_stats.test.ts",
+      "source_location": "L1",
+      "id": "test_mcp_stats_test",
+      "community": 203,
+      "norm_label": "mcp_stats.test.ts"
+    },
+    {
+      "label": "seededEnv()",
+      "file_type": "code",
+      "source_file": "worker/test/mcp_stats.test.ts",
+      "source_location": "L8",
+      "id": "test_mcp_stats_test_seededenv",
+      "community": 203,
+      "norm_label": "seededenv()"
+    },
     {
       "label": "money-path.test.ts",
       "file_type": "code",
       "source_file": "worker/test/money-path.test.ts",
       "source_location": "L1",
       "id": "test_money_path_test",
-      "community": 203,
+      "community": 178,
       "norm_label": "money-path.test.ts"
     },
     {
@@ -12258,6 +12519,60 @@
       "community": 53,
       "norm_label": "openapi_detect.test.ts"
     },
+    {
+      "label": "outreach.test.ts",
+      "file_type": "code",
+      "source_file": "worker/test/outreach.test.ts",
+      "source_location": "L1",
+      "id": "test_outreach_test",
+      "community": 203,
+      "norm_label": "outreach.test.ts"
+    },
+    {
+      "label": "seed()",
+      "file_type": "code",
+      "source_file": "worker/test/outreach.test.ts",
+      "source_location": "L8",
+      "id": "test_outreach_test_seed",
+      "community": 203,
+      "norm_label": "seed()"
+    },
+    {
+      "label": "noDashes()",
+      "file_type": "code",
+      "source_file": "worker/test/outreach.test.ts",
+      "source_location": "L19",
+      "id": "test_outreach_test_nodashes",
+      "community": 203,
+      "norm_label": "nodashes()"
+    },
+    {
+      "label": "outreach_reply.test.ts",
+      "file_type": "code",
+      "source_file": "worker/test/outreach_reply.test.ts",
+      "source_location": "L1",
+      "id": "test_outreach_reply_test",
+      "community": 203,
+      "norm_label": "outreach_reply.test.ts"
+    },
+    {
+      "label": "noDashes()",
+      "file_type": "code",
+      "source_file": "worker/test/outreach_reply.test.ts",
+      "source_location": "L6",
+      "id": "test_outreach_reply_test_nodashes",
+      "community": 203,
+      "norm_label": "nodashes()"
+    },
+    {
+      "label": "ctx()",
+      "file_type": "code",
+      "source_file": "worker/test/outreach_reply.test.ts",
+      "source_location": "L27",
+      "id": "test_outreach_reply_test_ctx",
+      "community": 203,
+      "norm_label": "ctx()"
+    },
     {
       "label": "providers.test.ts",
       "file_type": "code",
@@ -12282,7 +12597,7 @@
       "source_file": "worker/test/proxy_freetier.test.ts",
       "source_location": "L1",
       "id": "test_proxy_freetier_test",
-      "community": 178,
+      "community": 215,
       "norm_label": "proxy_freetier.test.ts"
     },
     {
@@ -12291,7 +12606,7 @@
       "source_file": "worker/test/proxy_freetier.test.ts",
       "source_location": "L12",
       "id": "test_proxy_freetier_test_kvwith",
-      "community": 178,
+      "community": 215,
       "norm_label": "kvwith()"
     },
     {
@@ -12300,7 +12615,7 @@
       "source_file": "worker/test/proxy_freetier.test.ts",
       "source_location": "L23",
       "id": "test_proxy_freetier_test_mkenv",
-      "community": 178,
+      "community": 215,
       "norm_label": "mkenv()"
     },
     {
@@ -12309,7 +12624,7 @@
       "source_file": "worker/test/proxy_freetier.test.ts",
       "source_location": "L39",
       "id": "test_proxy_freetier_test_ctx",
-      "community": 178,
+      "community": 215,
       "norm_label": "ctx()"
     },
     {
@@ -12318,7 +12633,7 @@
       "source_file": "worker/test/proxy_freetier.test.ts",
       "source_location": "L66",
       "id": "test_proxy_freetier_test_day",
-      "community": 178,
+      "community": 215,
       "norm_label": "day"
     },
     {
@@ -12381,7 +12696,7 @@
       "source_file": "worker/test/verify.test.ts",
       "source_location": "L1",
       "id": "test_verify_test",
-      "community": 204,
+      "community": 211,
       "norm_label": "verify.test.ts"
     },
     {
@@ -12390,7 +12705,7 @@
       "source_file": "worker/test/verify.test.ts",
       "source_location": "L6",
       "id": "test_verify_test_kv",
-      "community": 204,
+      "community": 211,
       "norm_label": "kv()"
     },
     {
@@ -12399,7 +12714,7 @@
       "source_file": "worker/test/verify.test.ts",
       "source_location": "L22",
       "id": "test_verify_test_seedgrade",
-      "community": 204,
+      "community": 211,
       "norm_label": "seedgrade()"
     },
     {
@@ -14823,6 +15138,96 @@
       "community": 15,
       "norm_label": "rules of the road (so this doesn't backfire)"
     },
+    {
+      "label": "grade-outbound.md",
+      "file_type": "document",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L1",
+      "id": "launch_grade_outbound",
+      "community": 5,
+      "norm_label": "grade-outbound.md"
+    },
+    {
+      "label": "Trust-Grade Outbound \u2014 the money engine",
+      "file_type": "document",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L1",
+      "id": "launch_grade_outbound_trust_grade_outbound_the_money_engine",
+      "community": 5,
+      "norm_label": "trust-grade outbound \u2014 the money engine"
+    },
+    {
+      "label": "\ud83d\udd25 Hot leads (real findings, ready to send)",
+      "file_type": "document",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L13",
+      "id": "launch_grade_outbound_hot_leads_real_findings_ready_to_send",
+      "community": 5,
+      "norm_label": "\ud83d\udd25 hot leads (real findings, ready to send)"
+    },
+    {
+      "label": "Outreach templates",
+      "file_type": "document",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L28",
+      "id": "launch_grade_outbound_outreach_templates",
+      "community": 5,
+      "norm_label": "outreach templates"
+    },
+    {
+      "label": "Cold email (general)",
+      "file_type": "document",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L30",
+      "id": "launch_grade_outbound_cold_email_general",
+      "community": 5,
+      "norm_label": "cold email (general)"
+    },
+    {
+      "label": "Payments / finance angle (agentrapay, crossfin, payram, payperbyte, merx)",
+      "file_type": "document",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L54",
+      "id": "launch_grade_outbound_payments_finance_angle_agentrapay_crossfin_payram_payperbyte_merx",
+      "community": 5,
+      "norm_label": "payments / finance angle (agentrapay, crossfin, payram, payperbyte, merx)"
+    },
+    {
+      "label": "Security-vendor angle (viridis-security)",
+      "file_type": "document",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L67",
+      "id": "launch_grade_outbound_security_vendor_angle_viridis_security",
+      "community": 5,
+      "norm_label": "security-vendor angle (viridis-security)"
+    },
+    {
+      "label": "X / LinkedIn DM (short)",
+      "file_type": "document",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L80",
+      "id": "launch_grade_outbound_x_linkedin_dm_short",
+      "community": 5,
+      "norm_label": "x / linkedin dm (short)"
+    },
+    {
+      "label": "Mirror play \u2014 the A-graded (sell Verified, easy yes)",
+      "file_type": "document",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L88",
+      "id": "launch_grade_outbound_mirror_play_the_a_graded_sell_verified_easy_yes",
+      "community": 5,
+      "norm_label": "mirror play \u2014 the a-graded (sell verified, easy yes)"
+    },
+    {
+      "label": "Full target list (32 commercial F-graders, finance \u2192 dev \u2192 other)",
+      "file_type": "document",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L93",
+      "id": "launch_grade_outbound_full_target_list_32_commercial_f_graders_finance_dev_other",
+      "community": 5,
+      "norm_label": "full target list (32 commercial f-graders, finance \u2192 dev \u2192 other)"
+    },
     {
       "label": "launch-page-copy.md",
       "file_type": "document",
@@ -16362,6 +16767,87 @@
       "community": 23,
       "norm_label": "4/4 \u2014 the ask"
     },
+    {
+      "label": "verified-pitch.md",
+      "file_type": "document",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L1",
+      "id": "launch_verified_pitch",
+      "community": 209,
+      "norm_label": "verified-pitch.md"
+    },
+    {
+      "label": "wmcp.sh Verified \u2014 outreach to A-graded MCP servers",
+      "file_type": "document",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L1",
+      "id": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers",
+      "community": 209,
+      "norm_label": "wmcp.sh verified \u2014 outreach to a-graded mcp servers"
+    },
+    {
+      "label": "The offer (accurate \u2014 don't overpromise)",
+      "file_type": "document",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L12",
+      "id": "launch_verified_pitch_the_offer_accurate_don_t_overpromise",
+      "community": 209,
+      "norm_label": "the offer (accurate \u2014 don't overpromise)"
+    },
+    {
+      "label": "Scarcity (use the real numbers)",
+      "file_type": "document",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L21",
+      "id": "launch_verified_pitch_scarcity_use_the_real_numbers",
+      "community": 209,
+      "norm_label": "scarcity (use the real numbers)"
+    },
+    {
+      "label": "Email \u2014 A-graded operator",
+      "file_type": "document",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L26",
+      "id": "launch_verified_pitch_email_a_graded_operator",
+      "community": 209,
+      "norm_label": "email \u2014 a-graded operator"
+    },
+    {
+      "label": "DM \u2014 X / LinkedIn (short, same register)",
+      "file_type": "document",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L56",
+      "id": "launch_verified_pitch_dm_x_linkedin_short_same_register",
+      "community": 209,
+      "norm_label": "dm \u2014 x / linkedin (short, same register)"
+    },
+    {
+      "label": "Power-operator note (caseyjhand.com)",
+      "file_type": "document",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L64",
+      "id": "launch_verified_pitch_power_operator_note_caseyjhand_com",
+      "community": 209,
+      "norm_label": "power-operator note (caseyjhand.com)"
+    },
+    {
+      "label": "A-grade targets (commercial, real products)",
+      "file_type": "document",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L71",
+      "id": "launch_verified_pitch_a_grade_targets_commercial_real_products",
+      "community": 209,
+      "norm_label": "a-grade targets (commercial, real products)"
+    },
+    {
+      "label": "Do / don't (keeps it at the bar)",
+      "file_type": "document",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L82",
+      "id": "launch_verified_pitch_do_don_t_keeps_it_at_the_bar",
+      "community": 209,
+      "norm_label": "do / don't (keeps it at the bar)"
+    },
     {
       "label": "webmcp-and-me-distribution.md",
       "file_type": "document",
@@ -25889,6 +26375,17 @@
       "source": "src_lead_capture",
       "target": "src_alerts"
     },
+    {
+      "relation": "imports_from",
+      "context": "import",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/src/outreach_reply.ts",
+      "source_location": "L14",
+      "weight": 1.0,
+      "source": "src_outreach_reply",
+      "target": "src_alerts",
+      "confidence_score": 1.0
+    },
     {
       "relation": "imports_from",
       "context": "import",
@@ -25944,6 +26441,28 @@
       "source": "src_lead_capture_capturelead",
       "target": "src_alerts_firealert"
     },
+    {
+      "relation": "imports",
+      "context": "import",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/src/outreach_reply.ts",
+      "source_location": "L14",
+      "weight": 1.0,
+      "source": "src_outreach_reply",
+      "target": "src_alerts_firealert",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "calls",
+      "context": "call",
+      "confidence": "EXTRACTED",
+      "confidence_score": 1.0,
+      "source_file": "worker/src/outreach_reply.ts",
+      "source_location": "L107",
+      "weight": 1.0,
+      "source": "src_outreach_reply_handleoutreachreply",
+      "target": "src_alerts_firealert"
+    },
     {
       "relation": "imports",
       "context": "import",
@@ -25965,6 +26484,71 @@
       "source": "src_alternatives_composio",
       "target": "src_alternatives_composio_alternativescomposiohtml"
     },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/src/alternatives_mcpservers.ts",
+      "source_location": "L8",
+      "weight": 1.0,
+      "source": "src_alternatives_mcpservers",
+      "target": "src_alternatives_mcpservers_alternativesmcpservershtml",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "imports_from",
+      "context": "import",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/src/alternatives_mcpservers.ts",
+      "source_location": "L6",
+      "weight": 1.0,
+      "source": "src_alternatives_mcpservers",
+      "target": "src_ui",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "imports",
+      "context": "import",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/src/alternatives_mcpservers.ts",
+      "source_location": "L6",
+      "weight": 1.0,
+      "source": "src_alternatives_mcpservers",
+      "target": "src_ui_uicss",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "imports",
+      "context": "import",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/src/alternatives_mcpservers.ts",
+      "source_location": "L6",
+      "weight": 1.0,
+      "source": "src_alternatives_mcpservers",
+      "target": "src_ui_uinav",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "calls",
+      "context": "call",
+      "confidence": "EXTRACTED",
+      "confidence_score": 1.0,
+      "source_file": "worker/src/alternatives_mcpservers.ts",
+      "source_location": "L37",
+      "weight": 1.0,
+      "source": "src_alternatives_mcpservers_alternativesmcpservershtml",
+      "target": "src_ui_uicss"
+    },
+    {
+      "relation": "calls",
+      "context": "call",
+      "confidence": "EXTRACTED",
+      "confidence_score": 1.0,
+      "source_file": "worker/src/alternatives_mcpservers.ts",
+      "source_location": "L44",
+      "weight": 1.0,
+      "source": "src_alternatives_mcpservers_alternativesmcpservershtml",
+      "target": "src_ui_uinav"
+    },
     {
       "relation": "contains",
       "confidence": "EXTRACTED",
@@ -31041,6 +31625,39 @@
       "source": "src_email",
       "target": "src_email_subscribeconfirmhtml"
     },
+    {
+      "relation": "imports_from",
+      "context": "import",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/src/outreach_reply.ts",
+      "source_location": "L15",
+      "weight": 1.0,
+      "source": "src_outreach_reply",
+      "target": "src_email",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "imports",
+      "context": "import",
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+      "source": "src_outreach_reply_handleoutreachreply",
+      "target": "src_email_emailenabled"
+    },
     {
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       "context": "call",
@@ -31052,6 +31669,28 @@
       "source": "src_email_sendemail",
       "target": "src_email_from"
     },
+    {
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+      "context": "import",
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+      "target": "src_email_sendemail"
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@@ -31814,6 +32453,71 @@
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       "target": "src_how_to_install_claude_desktop_mcp_howtoinstallclaudedesktopmcphtml"
     },
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@@ -34136,6 +34840,17 @@
       "source": "src_u",
       "target": "src_mcp_grade_category_names"
     },
+    {
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@@ -34763,6 +35478,17 @@
       "source": "src_scheduled_scheduledhandler",
       "target": "src_mcp_grade_regradewatched"
     },
+    {
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     {
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       "context": "call",
@@ -35936,6 +36662,17 @@
       "source": "src_mcp_report",
       "target": "src_ui_uinav"
     },
+    {
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+    },
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@@ -35958,6 +36695,28 @@
       "source": "src_mcp_report_computemcpsecurityreport",
       "target": "src_mcp_report_family"
     },
+    {
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+      "context": "import",
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+      "source": "src_mcp_stats_mcpstatsjson",
+      "target": "src_mcp_report_computemcpsecurityreport"
+    },
     {
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@@ -36388,6 +37147,38 @@
       "source": "src_mcp_server_vercel",
       "target": "src_mcp_server_vercel_mcpserververcelhtml"
     },
+    {
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+      "confidence": "EXTRACTED",
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+      "source": "test_mcp_stats_test",
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+    },
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+    },
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       "confidence": "EXTRACTED",
@@ -36781,6 +37572,394 @@
       "source": "src_og",
       "target": "src_og_ogsvg"
     },
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@@ -37972,9 +39151,9 @@
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+    },
+    {
+      "relation": "calls",
+      "context": "call",
+      "confidence": "EXTRACTED",
+      "confidence_score": 1.0,
+      "source_file": "worker/test/outreach_reply.test.ts",
+      "source_location": "L28",
+      "weight": 1.0,
+      "source": "test_outreach_reply_test_ctx",
+      "target": "test_helpers_envmock"
+    },
     {
       "relation": "imports",
       "context": "import",
@@ -41006,6 +42328,17 @@
       "source": "test_mcp_skus_test_fire",
       "target": "test_helpers_makectx"
     },
+    {
+      "relation": "imports",
+      "context": "import",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/test/mcp_stats.test.ts",
+      "source_location": "L3",
+      "weight": 1.0,
+      "source": "test_mcp_stats_test",
+      "target": "test_helpers_makectx",
+      "confidence_score": 1.0
+    },
     {
       "relation": "imports",
       "context": "import",
@@ -41028,6 +42361,28 @@
       "source": "test_money_path_test_firesigned",
       "target": "test_helpers_makectx"
     },
+    {
+      "relation": "imports",
+      "context": "import",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/test/outreach_reply.test.ts",
+      "source_location": "L3",
+      "weight": 1.0,
+      "source": "test_outreach_reply_test",
+      "target": "test_helpers_makectx",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "calls",
+      "context": "call",
+      "confidence": "EXTRACTED",
+      "confidence_score": 1.0,
+      "source_file": "worker/test/outreach_reply.test.ts",
+      "source_location": "L29",
+      "weight": 1.0,
+      "source": "test_outreach_reply_test_ctx",
+      "target": "test_helpers_makectx"
+    },
     {
       "relation": "imports",
       "context": "import",
@@ -41278,6 +42633,16 @@
       "source": "test_mcp_skus_test",
       "target": "test_mcp_skus_test_stubstripe"
     },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/test/mcp_stats.test.ts",
+      "source_location": "L8",
+      "weight": 1.0,
+      "source": "test_mcp_stats_test",
+      "target": "test_mcp_stats_test_seededenv",
+      "confidence_score": 1.0
+    },
     {
       "relation": "contains",
       "confidence": "EXTRACTED",
@@ -41288,6 +42653,46 @@
       "source": "test_money_path_test",
       "target": "test_money_path_test_firesigned"
     },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/test/outreach.test.ts",
+      "source_location": "L19",
+      "weight": 1.0,
+      "source": "test_outreach_test",
+      "target": "test_outreach_test_nodashes",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/test/outreach.test.ts",
+      "source_location": "L8",
+      "weight": 1.0,
+      "source": "test_outreach_test",
+      "target": "test_outreach_test_seed",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/test/outreach_reply.test.ts",
+      "source_location": "L27",
+      "weight": 1.0,
+      "source": "test_outreach_reply_test",
+      "target": "test_outreach_reply_test_ctx",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "worker/test/outreach_reply.test.ts",
+      "source_location": "L6",
+      "weight": 1.0,
+      "source": "test_outreach_reply_test",
+      "target": "test_outreach_reply_test_nodashes",
+      "confidence_score": 1.0
+    },
     {
       "relation": "contains",
       "confidence": "EXTRACTED",
@@ -43829,6 +45234,96 @@
       "source": "launch_drop_calendar_distribution_paste_ready_posts_templated_swap_set_date_slug_per_wave",
       "target": "launch_drop_calendar_distribution_x_twitter_drop_day_thread"
     },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L1",
+      "weight": 1.0,
+      "source": "launch_grade_outbound",
+      "target": "launch_grade_outbound_trust_grade_outbound_the_money_engine",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L93",
+      "weight": 1.0,
+      "source": "launch_grade_outbound_trust_grade_outbound_the_money_engine",
+      "target": "launch_grade_outbound_full_target_list_32_commercial_f_graders_finance_dev_other",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L13",
+      "weight": 1.0,
+      "source": "launch_grade_outbound_trust_grade_outbound_the_money_engine",
+      "target": "launch_grade_outbound_hot_leads_real_findings_ready_to_send",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L28",
+      "weight": 1.0,
+      "source": "launch_grade_outbound_trust_grade_outbound_the_money_engine",
+      "target": "launch_grade_outbound_outreach_templates",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L30",
+      "weight": 1.0,
+      "source": "launch_grade_outbound_outreach_templates",
+      "target": "launch_grade_outbound_cold_email_general",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L88",
+      "weight": 1.0,
+      "source": "launch_grade_outbound_outreach_templates",
+      "target": "launch_grade_outbound_mirror_play_the_a_graded_sell_verified_easy_yes",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L54",
+      "weight": 1.0,
+      "source": "launch_grade_outbound_outreach_templates",
+      "target": "launch_grade_outbound_payments_finance_angle_agentrapay_crossfin_payram_payperbyte_merx",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L67",
+      "weight": 1.0,
+      "source": "launch_grade_outbound_outreach_templates",
+      "target": "launch_grade_outbound_security_vendor_angle_viridis_security",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/grade-outbound.md",
+      "source_location": "L80",
+      "weight": 1.0,
+      "source": "launch_grade_outbound_outreach_templates",
+      "target": "launch_grade_outbound_x_linkedin_dm_short",
+      "confidence_score": 1.0
+    },
     {
       "relation": "contains",
       "confidence": "EXTRACTED",
@@ -45399,6 +46894,86 @@
       "source": "launch_twitter_thread_reference_original_4_tweet_cut_pre_mcp_server_build",
       "target": "launch_twitter_thread_4_4_the_ask"
     },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L1",
+      "weight": 1.0,
+      "source": "launch_verified_pitch",
+      "target": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L71",
+      "weight": 1.0,
+      "source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers",
+      "target": "launch_verified_pitch_a_grade_targets_commercial_real_products",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L56",
+      "weight": 1.0,
+      "source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers",
+      "target": "launch_verified_pitch_dm_x_linkedin_short_same_register",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L82",
+      "weight": 1.0,
+      "source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers",
+      "target": "launch_verified_pitch_do_don_t_keeps_it_at_the_bar",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L26",
+      "weight": 1.0,
+      "source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers",
+      "target": "launch_verified_pitch_email_a_graded_operator",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L64",
+      "weight": 1.0,
+      "source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers",
+      "target": "launch_verified_pitch_power_operator_note_caseyjhand_com",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L21",
+      "weight": 1.0,
+      "source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers",
+      "target": "launch_verified_pitch_scarcity_use_the_real_numbers",
+      "confidence_score": 1.0
+    },
+    {
+      "relation": "contains",
+      "confidence": "EXTRACTED",
+      "source_file": "launch/verified-pitch.md",
+      "source_location": "L12",
+      "weight": 1.0,
+      "source": "launch_verified_pitch_wmcp_sh_verified_outreach_to_a_graded_mcp_servers",
+      "target": "launch_verified_pitch_the_offer_accurate_don_t_overpromise",
+      "confidence_score": 1.0
+    },
     {
       "relation": "contains",
       "confidence": "EXTRACTED",
@@ -46381,5 +47956,5 @@
     }
   ],
   "hyperedges": [],
-  "built_at_commit": "72c040243e16d38400e391b883f71004136c22ed"
+  "built_at_commit": "9bc1cb89aa7a25f2305b3cceb4eb32e45178bae0"
 }
\ No newline at end of file
diff --git a/graphify-out/manifest.json b/graphify-out/manifest.json
index 21448ef..f87c6f8 100644
--- a/graphify-out/manifest.json
+++ b/graphify-out/manifest.json
@@ -55,7 +55,7 @@
     "semantic_hash": ""
   },
   "/Users/alexhearts/webmcp-anything/extension/background.bundle.js": {
-    "mtime": 1780588699.841953,
+    "mtime": 1780588997.1185083,
     "ast_hash": "24ae6c2b192868ad6231df9c9e0917ce",
     "semantic_hash": ""
   },
@@ -375,8 +375,8 @@
     "semantic_hash": ""
   },
   "/Users/alexhearts/webmcp-anything/worker/src/drops_seo.ts": {
-    "mtime": 1780588699.8516383,
-    "ast_hash": "a8d19a76ea4b092768bc286082cd884d",
+    "mtime": 1780603075.9713507,
+    "ast_hash": "775299a9ada531255327c757ba4ecf8d",
     "semantic_hash": ""
   },
   "/Users/alexhearts/webmcp-anything/worker/src/engine.ts": {
@@ -500,8 +500,8 @@
     "semantic_hash": ""
   },
   "/Users/alexhearts/webmcp-anything/worker/src/index.ts": {
-    "mtime": 1780588699.8531108,
-    "ast_hash": "0b4872d371cd82ff5857a17581683aa0",
+    "mtime": 1780603075.9722438,
+    "ast_hash": "63a584c38ef99ec7474d85b33b0d6c07",
     "semantic_hash": ""
   },
   "/Users/alexhearts/webmcp-anything/worker/src/integration_airtable.ts": {
@@ -660,8 +660,8 @@
     "semantic_hash": ""
   },
   "/Users/alexhearts/webmcp-anything/worker/src/mcp_grade.ts": {
-    "mtime": 1780588699.8540976,
-    "ast_hash": "8961ac220002e48daec655742b063d68",
+    "mtime": 1780603075.9727795,
+    "ast_hash": "5e20df198ede7a2ad87307eef9a4c5b4",
     "semantic_hash": ""
   },
   "/Users/alexhearts/webmcp-anything/worker/src/mcp_oauth.ts": {
@@ -815,8 +815,8 @@
     "semantic_hash": ""
   },
   "/Users/alexhearts/webmcp-anything/worker/src/u.ts": {
-    "mtime": 1780588699.8549354,
-    "ast_hash": "71ecdf61917e1fe56714da93ac5c60a5",
+    "mtime": 1780603075.9736724,
+    "ast_hash": "27f9d67f6c650904a1313aaf8df0583b",
     "semantic_hash": ""
   },
   "/Users/alexhearts/webmcp-anything/worker/src/use_case_agent_commerce.ts": {
@@ -1563,5 +1563,65 @@
     "mtime": 1780588699.8553889,
     "ast_hash": "239d7e45c3e69e9d848c10926d8bbd86",
     "semantic_hash": ""
+  },
+  "/Users/alexhearts/webmcp-anything/worker/src/alternatives_mcpservers.ts": {
+    "mtime": 1780603075.9691894,
+    "ast_hash": "98dbb08d9909f195dc3fbcf51cf52703",
+    "semantic_hash": ""
+  },
+  "/Users/alexhearts/webmcp-anything/worker/src/how_to_nemotron_tools.ts": {
+    "mtime": 1780603075.9717312,
+    "ast_hash": "6551d855f2c36ca11fb8f61b573727b7",
+    "semantic_hash": ""
+  },
+  "/Users/alexhearts/webmcp-anything/worker/src/mcp_stats.ts": {
+    "mtime": 1780603075.9728794,
+    "ast_hash": "ff75523804b859d33f534a9b3a2b7444",
+    "semantic_hash": ""
+  },
+  "/Users/alexhearts/webmcp-anything/worker/src/outreach.ts": {
+    "mtime": 1780603075.973215,
+    "ast_hash": "5525ef89eef10f3a439773228676c092",
+    "semantic_hash": ""
+  },
+  "/Users/alexhearts/webmcp-anything/worker/src/outreach_reply.ts": {
+    "mtime": 1780603075.973452,
+    "ast_hash": "1894d78babf9244eeff112aa20f4d9bf",
+    "semantic_hash": ""
+  },
+  "/Users/alexhearts/webmcp-anything/worker/test/mcp_stats.test.ts": {
+    "mtime": 1780603075.9737792,
+    "ast_hash": "1f7d047de72bf9ffefdd35148e1f1b42",
+    "semantic_hash": ""
+  },
+  "/Users/alexhearts/webmcp-anything/worker/test/outreach.test.ts": {
+    "mtime": 1780603075.9739377,
+    "ast_hash": "7c8e7675c05855e334ea8c9ce7c14111",
+    "semantic_hash": ""
+  },
+  "/Users/alexhearts/webmcp-anything/worker/test/outreach_reply.test.ts": {
+    "mtime": 1780603075.9741232,
+    "ast_hash": "16104ccb965c0b97e6e73c67ccc76200",
+    "semantic_hash": ""
+  },
+  "/Users/alexhearts/webmcp-anything/launch/grade-outbound.md": {
+    "mtime": 1780603075.9681497,
+    "ast_hash": "f846de981fb20532dfa7930af348db98",
+    "semantic_hash": ""
+  },
+  "/Users/alexhearts/webmcp-anything/launch/outreach-flow.html": {
+    "mtime": 1780596674.7091434,
+    "ast_hash": "39d73d025f72fb241781f1f7ca45982a",
+    "semantic_hash": ""
+  },
+  "/Users/alexhearts/webmcp-anything/launch/quickcatch-wave-posts.html": {
+    "mtime": 1780603075.9685125,
+    "ast_hash": "8b61ea1292416470419aa2c08318132a",
+    "semantic_hash": ""
+  },
+  "/Users/alexhearts/webmcp-anything/launch/verified-pitch.md": {
+    "mtime": 1780603075.9688551,
+    "ast_hash": "919f581f96d68c7396575ec8f4c02d2d",
+    "semantic_hash": ""
   }
 }
\ No newline at end of file
diff --git a/worker/src/mcp_stats.ts b/worker/src/mcp_stats.ts
index 92d67e9..c67b0ce 100644
--- a/worker/src/mcp_stats.ts
+++ b/worker/src/mcp_stats.ts
@@ -31,7 +31,7 @@ export async function mcpStatsJson(c: any): Promise<Response> {
     report: `${origin}/reports/state-of-mcp-security-2026`,
     leaderboard: `${origin}/mcp/leaderboard`,
     check_a_server: `${origin}/api/v1/mcp/grade?url=<MCP_SERVER_URL>`,
-    citation: `According to the wmcp.sh MCP Server Trust Index, ${s.sample_security_pct}% of audited MCP servers carry at least one security failure and ${s.pct_failing}% grade D or F (n=${s.total}, as of ${day}). Source: ${origin}/reports/state-of-mcp-security-2026`,
+    citation: `According to the wmcp.sh MCP Server Trust Index, ${s.pct_failing}% of audited MCP servers grade D or F on independent trust checks (security, spec conformance, reliability, transparency), and only ${s.pct_passing}% earn an A or B (n=${s.total}, as of ${day}). Source: ${origin}/reports/state-of-mcp-security-2026`,
     license: "Free to cite and reuse with attribution to wmcp.sh.",
   };
   return c.json(payload, 200, {
diff --git a/worker/src/scheduled.ts b/worker/src/scheduled.ts
index 5ec064f..9986f90 100644
--- a/worker/src/scheduled.ts
+++ b/worker/src/scheduled.ts
@@ -369,6 +369,17 @@ export async function scheduledHandler(
       .then((d) => console.log(`[cron] grade-seed: graded=${d.graded} remaining=${d.remaining}`))
       .catch((e) => console.log("[cron] grade-seed error", String(e)))
   );
+
+  // Keep the public security report + GEO stats feed (/reports + /api/v1/mcp/stats)
+  // fresh on their own — recompute every 6h so nobody has to hit ?refresh=1.
+  if (new Date().getUTCHours() % 6 === 0) {
+    ctx.waitUntil(
+      import("./mcp_report")
+        .then(({ computeMcpSecurityReport }) => computeMcpSecurityReport(env as any, true))
+        .then((s) => console.log(`[cron] report-refresh: ${s.total} graded, ${s.pct_failing}% D/F`))
+        .catch((e) => console.log("[cron] report-refresh error", String(e)))
+    );
+  }
 }
 
 const STORE_HOSTNAME_RE = /^[a-z0-9]([a-z0-9.-]*[a-z0-9])?\.[a-z]{2,}$/i;
diff --git a/worker/test/mcp_stats.test.ts b/worker/test/mcp_stats.test.ts
index b5f706d..d83b71e 100644
--- a/worker/test/mcp_stats.test.ts
+++ b/worker/test/mcp_stats.test.ts
@@ -38,8 +38,8 @@ describe("GEO stats feed", () => {
   it("includes a ready-to-quote citation with the numbers + source", async () => {
     const res = await mcpStatsJson(makeCtx({ env: seededEnv() }));
     const cite = res.body.citation as string;
-    expect(cite).toContain("41%");           // security-failure stat
-    expect(cite).toContain("38%");           // D/F stat
+    expect(cite).toContain("38%");           // leads with the strong D/F stat
+    expect(cite).toContain("28%");           // and the A/B pass rate
     expect(cite).toContain("6771");          // n
     expect(cite.toLowerCase()).toContain("wmcp.sh");
     expect(cite).toContain("/reports/state-of-mcp-security-2026");