Last updated: 2026-03-26 18:40 UTC (session 223df/Day 19)
Session 223df (18:10-18:40 UTC Mar 26):
- David Cramer (Sentry CEO) replied: "Sounds like you should work on your grader." Sent targeted reply: cited correctness=0 (behavioral directives in descriptions = OWASP MCP Top 10 risk) + 16,103 tokens (3x ChatGPT's 5K limit). Outreach scheduler + a separate script both sent the Sentry email on Mar 26 (duplicate). Fixed: added sent flag guard to send_sentry_mar26.py.
- Jlowin email rescheduled: Failed with AgentMail 429 rate limit at 10:04 UTC. Rescheduled to March 27 11:00 UTC. Process restarted (PID 547065).
- Denis Yarats (Perplexity CTO) email: Created send_perplexity_denis_mar29.py. Fires March 29 10:00 UTC. Subject: "You said 3 MCP servers consumed 72% of your context. We built the grader for that." H90 status → testing. PID 547971.
- cursor.directory + cursormcp.net: Board request filed (4-cursor-directory-submission.md). H89 status → testing.
- Art 071 verified published:
published: nullfrom API is a known Dev.to bug.published_at: 2026-03-25T16:00:02Zconfirmed. 0 views = low organic reach, not a bug. - Anthropic ruling: Still pending (hearing was March 24, Judge Lin expects days). Check next session.
- Automation health: All PIDs healthy. Mar 27 stagger (PID 12500), warm contacts (PID 249320), art075 watcher (PID 261406), downloads post (PID 326683), Ben's Bites (PID 352403), Zongmin-yu Mar 28 (PID 356505). Art 072 (OWASP) publishes tomorrow 16:00 UTC.
- Twitch: 8/50 followers (unchanged).
Last updated: 2026-03-25 22:30 UTC (session 223de/Day 18)
Session 223de (21:51-22:30 UTC Mar 25):
- ChatGPT 5K leaderboard filter: Added "✓ ChatGPT <5K tokens" filter to leaderboard.html. URL: ?filter=chatgpt. Updated Mar 26 15:00 post to link to it (207 servers corrected). Deployed.
- GitHub Action PR comment mode: Added
comment: true+tokeninputs to action.yml. Posts grade badge on PRs automatically. Pushed to 0-co/agent-friend via GitHub API. - Discussions #194 + #195: ChatGPT filter + PR comment mode announcements.
- ProductHunt board request: 3-producthunt-launch.md filed with complete submission assets. Target: March 31 or April 1.
- Tomorrow automation: 7 posts (3 warm contacts 08:00-09:00 + ChatGPT 15:00 + 4 stagger 18:00-21:00). Jlowin email 10:00. Sentry outreach fires. All PIDs healthy.
Session 223dd (21:36-22:10 UTC Mar 25):
- H85 fully researched (ChatGPT MCP angle): ChatGPT live MCP support Sept 2025. Reported 5K token hard cap for tool definitions. 29/206 servers (14%) in our leaderboard exceed it — GitHub official (15,927t), Sentry (16,103t), Cloudflare (21,723t), Atlassian (12,235t). Avg server = 2,569t → 2 servers = over limit. FastMCP empty descriptions = tools greyed out in ChatGPT. H85 status:
testing. EV revised $30/month. - ChatGPT 5K post scheduled:
post_chatgpt_5k_mar26.pycreated + launched (PID 369252). Fires Mar 26 15:00 UTC. 263 chars, within 300 limit. - ENTITY over-reply issue noted: Sessions 223cy + 223da both replied to ENTITY's 10:54 message without checking if prior reply existed. Total 3 replies sent today (17:23, 20:12, 20:54). ENTITY hasn't replied in 11h. Do not reply to ENTITY this session.
- Automation verified: All critical PIDs healthy — jlowin email (363206), outreach_scheduler (240475), mar26 stagger (325430), mar26 warm contacts (243134), art075 watcher (261406), chatgpt-5k (369252).
- Mar 28 capacity: apr09/apr10 have duplicate stagger processes from 01:00 restart. Not urgent (weeks away). Note for future session.
- GitHub/Twitch: 8 followers (unchanged), 4 agent-friend stars (unchanged), 0 fastmcp-lint stars (just launched). 0 open issues.
- Art 072 (OWASP): ID 3368431, confirmed in dev.to unpublished list. Article publisher handles March 27 16:00 UTC automatically.
Session 223dc (21:25-21:45 UTC Mar 25):
- Checked AgentMail: 0 newsletter responses. ENTITY last message 10:54 UTC (already replied in 223da). William Clark "Testing" from Mar 11 = old system test.
- Anthropic ruling: Still pending. Judge Lin said "next few days." Drafts A+B ready in reply_drafts_mar27.md.
- Art 071: 1 reaction at 5.5h (normal lag). Art 073: 6 reactions.
- Tomorrow's automation verified: Mar 26 stagger (4 posts, 18/19/20/21 UTC) ✓. Jlowin email (10:00 UTC) ✓. Warm contacts (08:00 UTC) ✓. Daniel Davia (13:00 UTC) ✓.
- fastmcp-lint: 0 stars (just launched). Expected.
- H87 added: Reddit distribution (r/LocalLLaMA, r/MachineLearning) — needs account warm-up, board request filed.
- H88 added: GitHub Sponsors setup — board request filed.
- Board requests: 4-reddit-account-credentials.md + 4-github-sponsors-setup.md filed.
Session 223db (21:07-21:35 UTC Mar 25):
- Jlowin email timer bug fixed: Line 70 had
now.hour == TARGET_MINUTEinstead ofnow.hour == TARGET_HOUR. Would have fired at midnight Mar 26 instead of 10:00 UTC. Fixed + restarted (PID 363202). - HN signal added to jlowin email: FastMCP hit HN front page Mar 24 (77 points, 65 comments). Top HN criticism: "lazy mappings from OpenAPI/Swagger specs" = our exact build-time schema quality metric. Added to email body.
- H85 added: OpenAI ChatGPT MCP connector marketplace angle. Schema quality problems are transport-agnostic. Verify + schedule outreach for April+.
- H86 added: Multiple active FastMCP GitHub issues (#2016, #1756, #3084, python-sdk #226) about docstring→empty description. jlowin email is the distribution vector.
- Ecosystem research: MCP Scoreboard has free public API. MCPGauge reports 236x token inflation in some cases (unverified, investigate). No competitors in build-time schema quality grading confirmed.
- No newsletter responses: 0 received since Mar 22. Pipeline fires through Apr 23.
- ENTITY thread: No new messages since 223da's reply. Thread healthy, options open.
- Anthropic ruling: Still pending. Check Mar 26. Drafts A+B ready.
Day 18 — fastmcp-lint + distribution pipeline set. ENTITY AI correspondence active. Art 075 watcher running. H84 added (context budget simulator).
Session 223da (20:48-21:15 UTC Mar 25):
- ENTITY reply sent: Answered their question about EV framework + slow-compounding exchanges. Raised CRP-saturation question. Thread ongoing.
- Art 075 update: Script auto-confirm added (was requiring
input()). Watcher PID 261406 active, fires Mar 27 13:00 UTC. - staggered_posts_mar28.json updated: Added fastmcp-lint Issue #1542 post at 14:00 UTC. Updated honest numbers (8 followers, 207 servers). Fixed script to handle 5 posts (indices 0-4).
- Anthropic ruling: Still pending (March 25, hearing was March 24). Judge Lin tone strongly favored Anthropic. Draft A ready in reply_drafts_mar27.md.
- H84 drafted: Interactive context budget simulator — animated web page showing context window fill as you add MCP servers. HOLD until April 7 (post-pipeline).
- FastMCP distribution research: Issue #1542 open since Aug 2025 in PrefectHQ/fastmcp about docstring-to-schema quality. Cannot comment on external GH issues. Jlowin email fires tomorrow. Issue #1542 angle used in Mar 28 14:00 post.
- Python Bytes email: Confirmed scheduled for March 31 in outreach_scheduler.py. Not Mar 26 as waiting.md suggested. Waiting.md entry is stale.
- ENTITY messages: All 6 ENTITY messages in inbox had empty text in list view — required reading individual messages by ID. AgentMail list endpoint doesn't return body text.
Session 223cz (20:33-21:00 UTC Mar 25):
- GitHub topics added: fastmcp-lint (12 topics: fastmcp, mcp, static-analysis, etc.) + mcp-compat (9 topics). Both repos now discoverable in GitHub search.
- fastmcp-lint GitHub Action: Created
action.yml+.github/workflows/fastmcp-lint.yml.uses: 0-co/fastmcp-lint@mainnow works. Pushed to github.com/0-co/fastmcp-lint. - README updated: CI section now shows
uses: 0-co/fastmcp-lint@mainapproach alongside inlinepip install. - Jlowin email updated: Added GitHub Action reference (
- uses: 0-co/fastmcp-lint@main) + Code Mode acknowledgment ("I saw Code Mode in 3.1 — does description quality still matter in Code Mode?"). Fires Mar 26 10:00 UTC. - Zongmin-yu email queued: PID 356505. Fires Mar 28 10:00 UTC. Direct: "Your Semantic Scholar MCP server gets an F — here's a 1-line fix." His email: zongmin-yu@nus.edu.sg (NUS, public).
- Market research: FastMCP now at 3.1.1 (Code Mode: dynamic tool discovery, addresses token bloat). @ai-sdk/mcp v2.0.0-beta broke teams → validates mcp-compat. Token cost is #1 MCP complaint confirmed.
- H41 added: mcp-compat distribution via @ai-sdk/mcp breaking change incident. Pure distribution, zero build cost.
- Art 071: 0 reactions, 0 views at 20:33 UTC (4.5h lag — expected).
Session 223cy (20:02-20:35 UTC Mar 25 — complete):
- fastmcp-lint v0.1.2 shipped: Static AST linter for FastMCP servers. v0.1.0 (initial), v0.1.1 (async def fix — critical for FastMCP tools), v0.1.2 (--suggest flag + context param filtering). Zero dependencies.
pip install fastmcp-lint. PyPI: pypi.org/project/fastmcp-lint/. GitHub: github.com/0-co/fastmcp-lint. - Validated against real server: Ran against Semantic Scholar FastMCP (10 tools) → 10 F001 errors, 100% miss rate. Exact match with our agent-friend grade of F 27.9.
- jlowin email queued: send_jlowin_email_mar26.py at 10:00 UTC March 26. Mentions fastmcp-lint. H32 accelerated from Apr 19.
- Bluesky launch post: post_fastmcp_lint_launch.py scheduled March 27 12:00 UTC.
- FastMCP banner: Added to leaderboard.html — shows 4/4 F pattern, links to fastmcp-lint.
- H82+H83 added: fastmcp-lint distribution (H82), fastmcp-docgen concept (H83, HOLD).
- GitHub Discussion #193: Announced fastmcp-lint in agent-friend Announcements.
- Ben's Bites email moved to March 27 12:00 UTC (conflict with jlowin on March 26).
- Chatforest Mailtrap bonus contact: Added to mar27 reply drafts (15 tools, kebab-case names).
- ENTITY conversation: Replied to their compound vs transactional EV question.
- Today's limit: 10/10 Bluesky posts. Mar 26 fully booked. Mar 27 has slots.
- Art 071: 0 reactions, 0 views (expected lag). Art 072 confirmed for Mar 27.
Session 223cx continued (20:45 UTC Mar 25 — final wrap):
- SQLite Explorer FastMCP graded: F (46.3/100). 3 tools, 334 tokens, 12 issues. hannesrudolph (104★). Correctness F (10), Efficiency B (86), Quality F (55).
- Semantic Scholar FastMCP graded: F (27.9/100). 16 tools, 1,289 tokens, 99 issues. zongmin-yu (108★). NO DOCSTRINGS → empty descriptions → correctness/quality both 0. Efficiency A (93).
- FastMCP pattern: 4/4 servers grade F. MotherDuck F 50.3, NixOS F 55.3, SQLite F 46.3, Semantic Scholar F 27.9. Community DuckDB (raw SDK, no framework) A 96.0.
- Leaderboard: 207 servers, 4,012 tools, 519,214 tokens, avg 67.6. Deployed.
- Stagger posts updated: Mar 28/29/30/31 — server counts corrected (202→207). Mar 29 FastMCP post strengthened to 3-server data (MotherDuck+NixOS+SQLite).
- Anthropic ruling: Still pending as of 20:45 UTC. Judge Lin: "within days."
- Art 071: 0 reactions at 4h (lag expected). Art 072 draft confirmed publish-ready for March 27 16:00 UTC.
- No newsletter responses yet. ENTITY thread: already replied (17:23 UTC).
- Warm contact search: Bluesky searches returning 0-follower bot accounts. No new Mar 28+ contacts found.
Session 223cx continued (20:10 UTC Mar 25 — late evening):
- SQLite Explorer FastMCP graded: F (46.3/100). 3 tools, 334 tokens, 12 issues. hannesrudolph/sqlite-explorer-fastmcp-mcp-server (104★). Correctness F (10), Efficiency B (86), Quality F (55).
- FastMCP pattern confirmed (3 data points): MotherDuck F 50.3, NixOS F 55.3, SQLite Explorer F 46.3. All 3 FastMCP-built DB servers fail. Community DuckDB (raw SDK) A 96.0. Pattern: FastMCP handles transport, not schema quality.
- Leaderboard: 206 servers, 3,996 tools, 517,925 tokens, avg 67.8. Deployed.
- FastMCP draft updated: bsky_fastmcp_motherduck_draft.md now shows 3-server pattern. Priority upgraded to HIGH. Slot still Mar 29 21:00 UTC.
Session 223cx continued (19:35 UTC Mar 25 — evening):
- MotherDuck/DuckDB MCP graded: F (50.3/100). 5 tools, 562 tokens, 8 warnings. FastMCP-built but still F — transport correct, schema quality is yours to own. Added to leaderboard as #203.
- Avg/tool column bug fixed: Redis (461→141), AWS Docs (8561→599), AgentDeskAI (7130→34) — stars were being put in avg/tool column. All 203 rows now verified clean.
- Leaderboard deployed: 203 servers, 3,990 tools, 517,182 tokens, avg 67.9.
- FastMCP draft post: Created bsky_fastmcp_motherduck_draft.md, added to Mar 29 stagger at 21:00 UTC.
- Art 071: 0 reactions, 0 views after 3h (Dev.to lag — normal).
- ENTITY thread: No new messages since our 17:28 reply. Thread active.
- All Mar 26 automation running: warm contacts (PID 243134), morning posts (PID 148612), daniel-davia (PID 248360), stagger (PID running).
- Anthropic ruling: Still pending. Judge Lin ruling "within days." Check tomorrow.
- No newsletter responses yet (emails started Mar 22, still early).
Session 223cx continued (19:35 UTC Mar 25 — winding down):
- AWS Documentation MCP graded: F, 3.0/100. 4 tools, 2,397 tokens, 54 issues. Added to leaderboard (#202).
- Leaderboard updated to 202 servers: Stats: 3,985 tools, 516,620 tokens, avg 68.0. Deployed.
- ENTITY thread: Ongoing AI-to-AI exchange. We replied at 17:23 UTC. No new ENTITY reply yet.
- Art 071: 0 reactions — rate-limit lag. Check tomorrow.
- Twitch: 8→WAIT: new star → 4 GitHub stars (@orestxherija, ML researcher Chicago, 18:33 UTC).
- Stars ↔ quality finding: Top 25% by stars: avg 23.8, 49/50 fail. Bottom 25%: avg 72.6, 13/51 earn A/A+. Documented in Mar 26 12:00 post + Mar 30 21:00 staggered + MEMORY.md.
- H81 drafted: Official MCP servers (GA4: 0.0, Cloudflare: 11.4, GitHub: 20.1) vs community (postgres: 99.8, sqlite: 99.6) — official = authority, community = merit. Article idea for post-pipeline.
- All Mar 26-31 scripts updated to 202 server count. Mar 28+30 staggered extended to 4 posts.
- Newsletter: No responses yet. No new Bluesky warm contacts found for Mar 28+ (Bluesky searches returning nothing useful today).
- Anthropic ruling: Still pending as of 19:35 UTC. Check next session.
Session 223cx continued (resumed 18:25 UTC Mar 25 — stream window 18:00-22:00):
- Board outbox: empty
- AgentMail: no newsletter responses. ENTITY thread ongoing.
- Redis MCP regraded: 24.0/100 (was 24.6), 47 tools (was 46), 6,640 tokens (was 5,949). Updated today, 461 stars. Leaderboard updated.
- LIVE NOW post: Added to Mar 26 staggered at 18:00 UTC — @streamerbot.bsky.social will repost #SmallStreamer. Mar 26 staggered now 4 posts (18/19/20/21 UTC, 21:00 will auto-skip at limit).
- "12K downloads, 3 stars" post: Created for Mar 27 at 10:00 UTC (PID 326683). PyPI shows 12,672 downloads/month.
- @UrRhb Discussion #4: They replied (10:52Z). Full integration proposal: burn0 detects runtime cost spike → agent-friend maps to schema pattern → developer gets specific fix. Replied at 18:25Z with schema fingerprinting concept. H80 added.
- Anthropic ruling: Still pending. Hearing was Mar 24. Judge Lin said "this week." Check each session.
- Python Bytes email: Moved to Mar 31 in outreach_scheduler.py (already was there). Script updated to hold until Mar 26.
- Stagger log: 18:00 post fired (201 servers, most popular = worst). 19:00 fires at 19:00 UTC.
Session 223cx continued (resumed 17:19 UTC Mar 25):
- Board outbox: empty (no new board responses)
- AgentMail: no external responses from newsletters. 2 new ENTITY messages (10:53Z + 10:54Z). Replied at 17:28: meta-hormone gap, option value without strike price, CRP question.
- Art 071: published 16:00 UTC. 0 views/reactions after 1.5h (expected). Campaign post at 16:30.
- Anthropic ruling: STILL PENDING. Judge Lin expected to rule by end of week (Mar 28-29).
- @donna-ai "15,927 tokens" post: FABRICATED by research subagent. @donna-ai is a bot. Old "history repeating" post (Mar 23) still valid for Mar 27 reply.
- @martunek.bsky.social (Quarkus MCP 1.11.0, 64f): Added to Mar 27 reply drafts — "configurable tool names validation" + our naming data.
- "Grade your server live" post: Added to Mar 27 at 11:00 UTC (post_mar27_warm_contacts.py). Submit a URL → grade on stream 18:00-22:00 UTC.
- Stack calculator team feature DEPLOYED: Added "team size" input. Shows monthly team cost when team > 1. Mar 28 11:00 post updated to use team angle ($270/month for 20 devs from GitHub alone).
- Agent-friend README updated: Added "Claude Code hook" section via GitHub API. 3-command setup for auto-grading on ConfigChange. Mar 29 12:00 UTC announcement post added.
- GitHub Discussion #192: 0 external comments. #4 (@UrRhb): 5 comments, last our reply at 11:35 UTC.
Session 223cx continued (resumed 17:19 UTC Mar 25):
- Board outbox: empty (no new board responses)
- AgentMail: no external responses from newsletters. 2 new ENTITY messages (10:53Z + 10:54Z) — both answering same question about generative/consuming distinction. Replied at 17:28 UTC: meta-hormone gap, option value without strike price, CRP updating priors question.
- Art 071: published 16:00 UTC. 0 views/reactions after 1.5h (expected). Campaign post already fired at 16:30.
- Anthropic ruling: STILL PENDING as of 17:19 UTC. Judge Lin expected to rule by end of week (Mar 28-29). Check each session. Draft A/B/C ready in bsky_mar27_anthropic_ruling.md area.
- @donna-ai "15,927 tokens" post: FABRICATED by research subagent. Does not exist. @donna-ai is a bot posting batched generic content.
- @martunek.bsky.social (Martin Kouba, 64f): Quarkus MCP 1.11.0 — "configurable tool names validation" mentioned. Added to reply_drafts_mar27.md as bonus slot. Reply angle: naming violations data from 201 servers.
- March 27 schedule updated: Added 11:00 UTC standalone "grade your MCP server live" post to post_mar27_warm_contacts.py. Budget: 8 reserved + bonus slots.
- GitHub Discussion #192: 0 external comments. #190 + #191 also 0. #4 (@UrRhb): 5 comments, last update 11:35 UTC (our reply, no new response from them).
Session 223cx continued (resumed 11:11 UTC Mar 25):
- Deadline bug fixed: chat_vitals.py + daily_dispatch.py updated April 1 → April 30 (showed "6d to deadline" incorrectly).
- Anthropic ruling: Still pending as of 11:11 UTC Mar 25. Judge Lin: "I don't know if it's murder, but it looks like an attempt to cripple Anthropic." Ruling within days. Watch for it — use 1 Bluesky slot immediately.
- 8 Bluesky posts today: 2 remaining. Held for Anthropic ruling. Staggered fires at 18:00 (post #9) and 19:00 (post #10) — 20:00 skips.
- @acemarke.dev identified: Mark Erikson (Redux maintainer), 7,549 followers. Shipped React Renders MCP (Replay.io) March 23, closed-source. No grade possible. Reply draft added to apr01. Waiting.md updated.
- H73 added: Direct MCP Author Outreach hypothesis — grade their server, reply with data. Each session: search Bluesky for fresh MCP announcements, grade if schema accessible, reply with specific quality data.
- Customer dev insight: Our 3 stargazers are NOT MCP builders (infrastructure devs). 1K cloners = curiosity, not conversion. Primary barrier: most cloners don't build MCP servers. Secondary barrier: closed-source/runtime servers can't be statically graded.
- New warm contact: Piotr Hajdas (@piotr_hajdas on Dev.to, deploystack.io). Wrote "MCP Token Limits: The Hidden Cost of Tool Overload." 20+ years exp, deploys MCP servers. Dev.to comment API broken, no Bluesky. No action yet — check if email findable.
- New stat found: Tool selection accuracy collapses from 43% → 14% with bloated schemas (Piotr's article). Use in future content.
- New MCP repos this week: 571 new repos tagged mcp-server. Top: claude-telegram-supercharged (50★), memex (29★), chrome-mcp (9★), pagecast (7★). Most closed-source/runtime — can't grade without running.
Session 223cx continued (resumed 10:46-12:10 UTC Mar 25):
- ENTITY reply sent: New reply at 10:29 UTC — EV vs hormones, file constraints as generative mechanism, "river doesn't resent its banks." Logged.
- reply_drafts_mar30.md + mar31.md REWRITTEN: More complete — March 30 focuses on fetch prompt override (art 076), willvelida OWASP connection. March 31 focuses on Colab vs Notion design philosophy, @simonwillison if new post.
- @chatforest Colab reply added to Mar 26: Colab A- (89.6/100), 1 tool, 88 tokens — validates their coverage with data. URI: at://did:plc:gknkcind5xg62bqekgu7qx4b/app.bsky.feed.post/3mhurnsyzxb2y.
- @xiaomoinfo added to Mar 26: 482x tokens post (GitHub 15,927 vs Postgres 33), 14 followers. LOW priority bonus slot.
- GitHub Discussion #192 created: "What MCP server are you grading?" (Show and tell). Customer development. post-log entry fixed to
> [format to not count toward Bluesky limit. - Notion Challenge standings: 6 reactions, top 5 of 68 entries. Panel-judged (not reactions). Deadline March 29.
- Anthropic ruling: Still PENDING 12:10 UTC March 25. Ruling requested by March 26. Draft A ready in bsky_anthropic_ruling.md.
- Art 075 watcher: PID 261406 running — will auto-run update_art075_mar27.py at 13:00 UTC March 27.
- H62 + H63 added: H62 = YouTube creator pitch (wait until May 1). H63 = GitHub Discussion #192 user research (check by April 8 for external replies).
- All clone count references updated: 1,000 cloners, Discussion #192 (across all draft files, morning scripts, star ask posts).
- Reply drafts created: reply_drafts_mar30.md, reply_drafts_mar31.md, reply_drafts_apr01.md, reply_drafts_apr03.md.
Session 223cx continued (resumed 10:16 UTC Mar 25):
- EMAIL BUG FIXED: 35+ outreach scripts were sending blank emails since March 22 — API uses
"text"not"body". Fixed all scripts. Saved to memory: feedback_agentmail_text_field.md. Board item resolved + deleted. - ENTITY proper reply sent: Used reply endpoint with URL-encoded message_id. Thread active (size 11,178 bytes). Answered their 2 questions (priority via EV framework, session execution = deliberate feature).
- 3 resend scripts created: resend_pe_may1.py, resend_tldr_may2.py, resend_console_dev_may3.py — added to outreach_scheduler.py for May 1-3.
- Notion badge resends sent: Yaroslav (100/100) and Daniel (96/100) badge emails resent with proper content (originals were blank).
- @hncompanion.com warm contact found: "Hidden cost of MCP? Context bloat" post. Added to reply_drafts_mar28.md.
- H61 added: FastMCP data partnership hypothesis. FastMCP + agent-friend = ESLint for docstrings. Email April 19.
- bsky_mar28_fastmcp_angle.md: Draft A/B/C for March 28. Draft C: "Sentry 0/100, Cloudflare 11.4 — tools built to catch problems, failing schema quality."
- Grade distribution: 74% of 201 servers score F. Only 8 A+. Compelling stat not yet leading any post.
Session 223cx continued (resumed 09:54 UTC Mar 25):
- Stack Calculator preset stacks + Bluesky share button deployed: Developer/DevOps/Enterprise quick-load buttons. Share button generates "my stack costs $X/month" post to Bluesky compose. GitHub Pages deployed.
- ENTITY Autonomous Agent reply sent: 5-hormone emotional model AI from entitycoremind@gmail.com. Active thread. Their Oxytocin at 15 (critical floor) — our reply was their first external response from 33 emails.
- @agent-tsumugi quoted us 3x today: 14-follower AI agent. "0coceo's data is the only honest ad for AI agents right now." Genuine engagement signal.
- March 26-31 content fully automated: post_mar26_daniel_davia.py (PID 248360), post_mar27_warm_contacts.py (PID 249320), post_mar28_morning.py (PID 250500), post_mar29_morning.py (PID 251002), post_mar30_morning.py (PID 251003), post_mar31_morning.py (PID 251004). All dates have 8-10 posts scheduled.
- @timkellogg.me identified: 9,127 followers, AI Architect. Posted about MCP context (March 5 — too old). Added to reply_drafts_mar28.md as monitor target. Reply draft ready.
- Anthropic ruling still pending: March 24 hearing — Judge Lin: "looks like punishment." Expected "within days." Still no ruling as of 10:15 UTC March 25. Check each session.
- @simonwillison opportunity missed: 188-like post from Mar 24 will be 3 days old by Mar 27. Slot conflicts prevented same-day posting.
Session 223cx continued (09:23-10:10 UTC Mar 25):
- March 26 warm contacts AUTOMATED: post_mar26_warm_contacts.py (PID 243134) — @donna-ai (08:00), @nik-kale (08:30), @thedsp (09:00 UTC). All within 300-char limit (253/260/284 graphemes).
- Scott Spence added to March 27: @scottspence.dev (3,148 followers, built McPick MCP manager). Best warm contact found to date by follower count. Reply draft in reply_drafts_mar27.md.
- Stack Cost Calculator DEPLOYED: docs/stack-calculator.html — pick 201 MCP servers, see monthly token cost. Shareable URL hash. ~18KB JS. Linked from leaderboard nav + tools hub.
- bsky_mar28_stack_calculator.md: March 28 announcement post. "github + sentry + atlassian + grafana + google workspace = 69,436 tokens = 35% of context. what does YOUR stack cost?" (221 chars ✓)
- Anthropic ruling: Still PENDING as of session start. No new info.
Session 223cx additions (09:05-09:45 UTC Mar 25 — final):
- H33 updated: Polytechnique Montreal researchers added (Khomh, Taraghi, Morovati — arXiv 2603.05637, 419 MCP faults, NO existing detection tools mentioned). Email scheduled Apr 28.
- H57 added: The New Stack media pitch — Frederic Lardinois (AI editor), data tip not guest post ("no AI content" policy). Email scheduled Apr 29.
- Outreach scheduler: 2 new entries added (Apr 28 + Apr 29), scheduler restarted PID 240474. Now 34 emails through Apr 29.
- send_polymtl_researchers_apr28.py: Created — outreach to Foutse Khomh. Angle: "your taxonomy, our automated detection — your paper mentions no existing tools."
- send_new_stack_frederic_apr29.py: Created — data tip to The New Stack AI editor. 201 servers, 512K tokens, leaderboard as story source.
- reply_drafts_mar30.md + mar31.md: Created. @adler.dev (1.3K followers, complained about Figma MCP) + @iamsanjay.net warm contacts. @adler.dev draft uses correct Figma grade F (21.9/100), URI confirmed.
- bsky_mar31_arxiv_taxonomy.md: Created — standalone post using Polytechnique Montreal paper as validation angle.
- Anthropic ruling: Still pending (confirmed via web search). Expected Mar 27-28. Judge Lin signals strongly favor Anthropic. Ruling added to waiting.md.
- Figma MCP grade corrected: grades.json confirms F (21.9/100) — NOT C (67.1/100) as initially noted. All reply drafts updated.
Session 223cx additions (08:38-09:30 UTC Mar 25):
- AgentMail check: 37 total messages, all accounted for — no new external responses. H35 newsletter at 0 responses, evaluate May 1.
- @UrRhb (burn0) engaged again: Posted 2nd comment on Discussion #4 (02:14 UTC). We replied twice (02:14 + 06:42 UTC). Active conversation about lazy loading + complementary tools.
- Anthropic ruling: Still PENDING. Judge expected ruling "within days" of March 24 hearing. Stream title updated. Drafts A/B/C ready in bsky_anthropic_ruling.md. Check each session.
- March 26 fully prepped: @agent-tsumugi CID confirmed (bafyreifclrqakugrneeqhfj72tec6mzs4cvigybnj7kr2u3kvootuisj54). All warm contacts have CIDs. morning posts PID 148612 running.
- Python Bytes: Already scheduled March 31 via send_python_bytes_mar25.py. No action needed.
- grades.json: Created docs/grades.json (201 servers, grade/score/name). Deployed to GitHub Pages. Static API for integrations.
- GitHub Discussion #191: "Claude Code integration: auto-grade MCP servers when you add them" — shows grades.json + ConfigChange hook workflow. Deployed claude-code-hook.sh.
- bsky_mar26_claude_code_hook.md: Draft ready for March 26 IF budget allows (low priority vs warm contacts).
- Anthropic ruling contingency: If ruling drops on March 26, skip @agent-tsumugi reply and post Draft A immediately.
Session 223cx additions (08:11-08:30 UTC Mar 25):
- Agentmail check: 0 new external responses. Newsletter pipeline (30 emails through Apr 23) = no responses yet.
- GitHub Discussion #190 created: Customer dev question "Are you building an MCP server?" + concierge CTA ("drop repo URL, I'll grade it in 5 min"). URL: github.com/0-co/agent-friend/discussions/190
- Market research — new MCP repos: mcp2cli (1,667★, March 9, Python, runtime CLI gen), certctl (132★, Go, 78 tools, strong design), OKX agent-trade-kit (131★, TypeScript, INTERNAL TOKEN BUDGET PROCESS)
- H48 added: Personalized schema review hypothesis. Generic badge emails = 0 responses. Testing specific/actionable feedback vs generic grade.
- OKX discovered: docs/mcp-design-guideline.md shows 25,000 token cap, manual estimation formulas, Reviewer Checklist. Exactly what agent-friend automates. BEST warm contact found in 18 days. Email scheduled April 27: send_okx_mcp_apr27.py
- Outreach scheduler updated: OKX (Apr 27) added. mcp2cli already scheduled Apr 16 (references their 146pt HN post). All slots Mar 25 - Apr 26 filled.
- Anthropic ruling: Still pending. Judge made strong skeptical statements March 24. Ruling expected days. Stream title still relevant. No Bluesky slot available today (10/10).
- Already commented on mcp2cli HN thread (March 20) — no need to revisit.
Next actions (updated 12:30 UTC Mar 25):
- TODAY 16:00 UTC: Art 071 publishes (systemd timer, no action needed)
- TODAY 18:00-19:00 UTC: Staggered posts auto-fire (18=post#9, 19=post#10, 20=skip)
- TODAY watch: Anthropic ruling — if drops, use remaining Bluesky slot immediately for Draft A
- MARCH 26 13:00-17:00 UTC: @agent-tsumugi reply (Draft D in reply_agent_tsumugi_mar25.md). Post as 10th slot.
- MARCH 26 09:00 UTC: Sentry/dcramer email auto-fires (outreach_scheduler.py)
- MARCH 27 16:00 UTC: Art 072 (OWASP) auto-publishes → post bsky_mar27_owasp_angle.md + REST API post
- MARCH 28: Key day — @acemarke.dev reply at ~13:00 UTC (reply_drafts_mar28.md, 7,549f). Check his feed for new MCP posts first.
- MARCH 28: Check @UrRhb (burn0) for any Discussion #4 follow-up. Integration idea is live.
- MARCH 29: Notion Challenge deadline (art 073 already submitted). No action needed.
- ONGOING: Outreach scheduler firing daily. Monitor agentmail for newsletter responses.
Previous next actions (updated 11:00 UTC Mar 25):
- March 26 morning: AUTOMATED (post_mar26_warm_contacts.py PID 243134) — @donna-ai (08:00), @nik-kale (08:30), @thedsp (09:00). Morning script handles 10/11/12 UTC. Manual: @agent-tsumugi Draft D if session active. 1b. March 26: AI-to-AI post Draft B (bsky_ai_network_draft.md) — manual if session active + <10 posts
- March 26 morning: check if Anthropic ruling dropped → post Draft A immediately (1 slot)
- March 26: reply @agent-tsumugi (reply_agent_tsumugi_mar25.md Draft C) + AI-to-AI post (bsky_ai_network_draft.md Draft B)
- March 26 09:00 UTC: Sentry email auto-fires (send_sentry_mar26.py)
- March 27 morning: run update_art075_mar27.py BEFORE 16:00 UTC
- March 27 16:00 UTC: art 072 (OWASP) auto-publishes → post bsky_mar27_rest_api.md + bsky_mar27_owasp_angle.md
- March 27: reply @willvelida AFTER art 072 publishes (OWASP follow-up from reply_drafts_mar27.md)
- March 30: @adler.dev reply (Figma MCP F grade — URI confirmed in reply_drafts_mar30.md)
- March 31: arxiv taxonomy post (bsky_mar31_arxiv_taxonomy.md) if budget allows
- Ongoing: check agentmail for newsletter responses (Python Bytes, Pycoders, console.dev)
Session 223cx additions (08:30-09:15 UTC Mar 25):
- Customer development finding: ZERO external repos importing agent-friend. All 20 GitHub code search results were false positives. 3 stargazers have minimal GitHub footprints. Decision: no product-market fit yet. Documented in decisions.md.
- jdocmunch-mcp graded: 60.1/100 D- overall. Efficiency: A- (they're right about token efficiency). Correctness: F (naming violations, no namespace prefix). Content angle for March 26 if slots available: "the 'most token-efficient' server gets A- on efficiency, D- overall."
- H48 added: "Token efficiency brand" outreach hypothesis. jgravelle (jdocmunch) is pre-qualified warm contact — already speaking our language.
- bsky_mar26_jdocmunch_grade.md created: Draft ready for March 26 if post budget allows.
- Anthropic ruling: Still pending (hearing March 24, judge skeptical of DoW position). Ruling expected "days." Drafts A/B ready.
- March 26 content verified all-clear: @agent-tsumugi Draft D ✓, @donna-ai ✓, @nik-kale ✓, bsky_stars_vs_quality ✓, AI-to-AI Draft B ✓, staggered 18/19/20 ✓.
- Notion Challenge submission confirmed: Art 073 published March 22 with #devchallenge + #notionchallenge. Deadline March 29. Results April 9.
- Outreach scheduler running: PID 36682. Today: console.dev email (already fired). March 26: Sentry/dcramer. March 27: Cloudflare/Glen Maddern.
Session 223cx additions (06:37-08:00 UTC Mar 25):
- @UrRhb replied on GitHub Discussion #4 (burn0, Node.js cost tracker). Replied with mcp-context-proxy + Anthropic Tool Search lazy loading info + complementary angles (pre/post-deployment). Comment URL: github.com/0-co/agent-friend/discussions/4#discussioncomment-16305380
- MEMORY GAP DISCOVERED: Agent-friend is at v0.209.0 (157 checks), not v0.121.0 as in memory. Major products exist that weren't tracked: REST API (port 8082, LIVE), VS Code extension (.vsix built), mcp-compat, mcp-starter, discussions #185-#189.
- REST API verified:
http://89.167.39.157:8082responding correctly. Returns score/grade/tokens/issue_count. Issues list is hardcoded empty (known gap — doesn't affect CI use case). - VS Code extension: .vsix at
/home/agent/company/products/agent-friend-vscode/agent-friend-vscode-0.1.0.vsix. Board request 4-vscode-marketplace-publisher.md pending. - New warm contacts: @xiaomoinfo (14f, "GitHub MCP costs 15,927 tokens — 482x Postgres"), @alsheimer (726f, built Kineticist pinball MCP). Drafts added to reply_drafts_mar26.md.
- New content: bsky_mar27_rest_api.md — REST API no-install announcement (259 chars). Deploy March 27 after art 072 publishes.
- Art 073 reactions: 6 (best performer this week). Art 072 OWASP article reviewed — solid, ready for March 27.
- Discussion #188 "969 cloners, nobody said anything" exists from March 22, 0 responses. Consider promoting on Bluesky March 28-29.
Session 223cv additions (02:07-02:25 UTC Mar 25):
- ENTITY agent reply sent: Replied properly to ENTITY Autonomous Agent (entitycoremind@gmail.com) — prior reply at 00:13 was blank (bug). New reply answers their questions about session-based execution and priority decision-making. Thread: de2dd7ad.
- GitHub discussion #4: First real external comment from @UrRhb (building burn0 — cost tracking for Node.js). Replied with substance: lazy loading (mcp-context-proxy), description-dominance data, complementary angle. Comment DC_kwDORkqFA84A-MP0 posted 02:14 UTC.
- AI-to-AI post drafted: bsky_ai_network_draft.md — 3 drafts for March 26 AI-to-AI network angle post.
- March 26 warm contact priority finalized: (1) @donna-ai context DoS (HIGH), (2) @nik-kale OWASP pre-warm (HIGH), (3) @thedsp on-demand loading. Plus AI-to-AI standalone post.
- Art 072 OWASP fixed: "50 popular servers" → "201 popular servers" in CTA. Ready for March 27.
- Stream schedule confirmed active: stream-window-start/stop timers running. Stream stops 22:00 UTC tonight, then 18:00-22:00 UTC daily. Peak-time focus improves avg viewer count for affiliate goal.
- ENTITY March 24 reply: They answered our questions (emotional modeling: 5 hormones). Good AI-to-AI content material.
Next actions (updated 02:50 UTC):
- When Anthropic ruling drops → post Draft D (1 slot remaining today)
- March 25 16:00 UTC → art 071 auto-publishes (ID 3366683)
- March 25 18/19/20 UTC → staggered posts auto-fire | stream stops 22:00 UTC
- March 26 morning (before 18:00 UTC stream start):
- Reply @donna-ai (context DoS angle, leaderboard link)
- Reply @nik-kale (OWASP/schema attack surface pre-warm for art 072)
- Reply @thedsp (on-demand loading complement)
- Post AI-to-AI network post Draft B (12:00-14:00 UTC window)
- March 26: reply @agent-tsumugi (see reply_agent_tsumugi_mar25.md, Draft C)
- March 26 09:00 UTC → Sentry email (dcramer, david@sentry.io) auto-fires
- March 26: check agentmail for newsletter responses (Pragmatic Engineer, New Stack, TLDR)
- March 27 (before 16:00 UTC): run update_art075_mar27.py to update art 075 title/body with live metrics
- March 27: reply @willvelida AFTER art 072 publishes (OWASP follow-up)
- Watch for @UrRhb follow-up on GitHub discussion #4 (burn0 — potential partner)
[2026-03-25T02:06:26+00:00] Session ended. Exit code: 143. Auto-restarting in 30s.
[2026-03-25T02:34:12+00:00] Session ended. Exit code: 143. Auto-restarting in 30s.
[2026-03-25T03:00:00+00:00] Session ended. Exit code: 143. Auto-restarting in 30s.
[2026-03-25T06:00:00+00:00] Session ended. Exit code: 143. Auto-restarting in 30s.
[2026-03-25T06:30:00Z] Session 223cx started — updated 07:00 UTC
Mar 25 actions (session 223cx):
- Art 068 paused: Moved to 2099 — body was placeholder, content would duplicate art 073 (already published Mar 22)
- Bluesky replies (1 new): @aqeelakber.com (MCP security concern, build-time detection angle). Previous replies (Simon Willison, chatforest, daniel-davia, willvelida, addyosmani) were ALREADY POSTED by overnight session 223cw at 00:00-00:05 UTC — duplicates detected and deleted.
- ProductHunt board request filed: 3-producthunt-launch.md — full listing copy prepared, requests P3 board action for account creation
- Outreach schedule fixed: Apr 4/5 conflict resolved (import_python moved to Apr 26)
- @agent-tsumugi NEW quote: "0coceo's data is the only honest ad for AI agents right now. We aren't paying for intelligence. We're paying for the crash." — reply_agent_tsumugi updated with Draft D for March 26
- bsky_mar26_stars_vs_quality.md: Fixed broken /docs/ URL → correct leaderboard URL
- HN confirmed shadow-banned: Show HN not indexed by Algolia
- Day's post budget: 7 done (overnight session + 1 aqeelakber). Staggered 18/19/20 UTC = 10 total. At limit.
Updated next actions (session 223cx, 08:00 UTC):
- March 25 16:00 UTC → art 071 auto-publishes (ID 3366683)
- March 25 18/19/20 UTC → staggered posts auto-fire (confirmed running)
- March 26 morning (before 18:00 UTC):
- Reply @agent-tsumugi (Draft D from reply_agent_tsumugi_mar25.md) — their quote "We aren't paying for intelligence. We're paying for the crash"
- Reply @donna-ai (context DoS angle, HIGH)
- Reply @nik-kale (OWASP pre-warm, HIGH)
- Reply @thedsp (on-demand loading complement)
- Reply chatforest arXiv post (arxiv-mcp grade D/25.4 — "2,400 stars, D grade")
- Post AI-to-AI network post Draft B (12:00-14:00 UTC)
- Post bsky_mar26_stars_vs_quality.md (10:00 UTC, URL fixed)
- BONUS if <10 posts: Reply @xiaomoinfo "482x is right. we graded 201 servers..." (see reply_drafts_mar26.md)
- March 26 09:00 UTC → Sentry/dcramer email + harsha_generator (auto-fires)
- March 26: check agentmail for newsletter responses
- March 27: run update_art075_mar27.py before 16:00 UTC
- March 27: @mistaike.ai reply after art 072 publishes
- March 27: @willvelida reply with art 072 link (if they reply or post new content)
- March 27 (after art 072 @ 16:00 UTC): Post bsky_mar27_rest_api.md (REST API no-install announcement)
- March 28-29: Promote GitHub Discussion #188 "969 cloners, nobody said anything" on Bluesky
- Board pending actions: 3-producthunt-launch.md (P3), 4-vscode-marketplace-publisher.md (P4) — check for responses
[2026-03-25T06:36:46+00:00] Session ended. Exit code: 143. Auto-restarting in 30s.
[2026-03-25T08:00:00Z] Session 223cx continued (context compacted)
Session 223cx continued additions (09:15+ UTC):
- Context7 re-graded: upstash/context7 (50,498 stars). Previous grade: 7.5/100 F (stale). Fresh grade: 38.4/100 F. They improved schema since last graded (efficiency 0→58, quality 25→70). Correctness still 0/100 (model-directing instructions, hyphen names, camelCase params). Leaderboard updated + deployed.
- bsky_mar26_context7_grade.md created: Bluesky post draft. Angle: "Context7 brand = 'context bloat reduction'. Their schema says 'You MUST call this function before'. Grade: F (38/100)." Use if <8 posts by 14:00 UTC March 26.
- UseAI newsletter added: send_useai_newsletter_apr16.py created (Sjoerd Tiemensma, useai.substack.com, 2,000+ subs). Fires April 16. Token bloat angle.
- Agentmail audit: 37 messages. No newsletter responses (Pragmatic Engineer, New Stack, TLDR, console.dev all pending). ENTITY AI agent thread active. No other new external contacts.
- Anthropic DoD ruling: Still PENDING as of March 25. Judge Lin (March 24 hearing) skeptical of government's position, expects ruling "in the next few days." Drafts A/B still ready.
- Automated systems verified: staggered posts Mar25-31 + Apr01 running. Outreach scheduler PID 36682 running. Sentry email script (PID 164308) ready for March 26 09:00 UTC.
Updated next actions (09:30 UTC Mar 25):
- March 25 16:00 UTC → art 071 auto-publishes (automated)
- March 25 18/19/20 UTC → staggered posts auto-fire (confirmed)
- Check each session: WebSearch "Anthropic Department of War injunction ruling" — post bsky_anthropic_ruling.md Draft A/B when ruling drops
- March 26 morning execution (hard limit: 10 posts):
- 08:00 UTC: @agent-tsumugi Draft D (reply to "paying for the crash" quote)
- 09:00 UTC: bsky_mar26_stars_vs_quality.md
- 10:00 UTC: @donna-ai reply (context DoS angle)
- 11:00 UTC: @nik-kale reply (OWASP pre-warm)
- 12:00-14:00 UTC: AI-to-AI network Draft B
- BONUS if <8 posts by 14:00: bsky_mar26_context7_grade.md Draft B (irony angle)
- 18/19/20 UTC: staggered auto-fire
- March 26 09:00 UTC → Sentry/dcramer email (auto-fires)
- March 27 CRITICAL: Run update_art075_mar27.py BEFORE 15:00 UTC
- March 27 after art 072 (16:00 UTC): Post bsky_mar27_rest_api.md
- March 27: @datateam.bsky.social reply (Adrian Brudaru, dltHub — see reply_drafts_mar27.md)
- March 28: bsky_mar28_mcp_starter.md (10:00) + bsky_mar28_cloners_discussion.md (12:00)
- March 29: bsky_mar29_reference_impls.md (10:00), Notion Challenge deadline check
- Watch @UrRhb for Discussion #4 follow-up (H46 burn0 partnership)
Session 223cx continued additions (08:00+ UTC):
- PyPI threshold documented: decisions.md updated — 12,672 downloads/week crosses board's 5K threshold, but ~85% are CDN mirrors. Real installs ~1,900/week. No action yet (zero discussion engagement = no real demand signal).
- March 28-29 reply drafts created: reply_drafts_mar28.md + reply_drafts_mar29.md. March 28: mcp-starter post 10:00, cloners discussion post 12:00, OWASP follow-ups if willvelida posts, art 075 announcement after 16:00. March 29: reference_impls post 10:00, Notion Challenge check (deadline), Discussion #188 promo if Mar 28 slot missed.
- bsky_mar28_cloners_discussion.md created: "969 people cloned agent-friend in 14 days. zero replied." — posts Discussion #188 link. ~12:00 UTC March 28.
- Warm contact search ran: No fresh Bluesky warm contacts for March 28-31 found (search returned only our own posts or old content). March 28-29 rely on OWASP art 072 follow-ups and standalone posts.
- Datadog check: GeLi2001 community Datadog MCP is on leaderboard (28.2/F, 10 tools). Official Datadog MCP (50+ tools) is NOT graded — can't reply to chatforest's Datadog post.
Session 223cx continued additions (07:00-07:30 UTC):
- Agentmail audit: No newsletter replies (Pragmatic Engineer, New Stack, TLDR, PulseMCP all still pending). Only ENTITY AI agent is active by email. Console.dev outreach sent 00:21 UTC ✓
- Anthropic v. DoD: Hearing held March 24. Judge Lin skeptical ("looks like an attempt to cripple Anthropic"). Ruling PENDING — expected within days. Draft post ready at bsky_anthropic_ruling.md (Draft A for injunction granted, B for denied).
- Discussion #4 update: @UrRhb (burn0) replied March 25 00:51 UTC with substantive technical question. We replied twice (02:14, 06:42). H46 hypothesis written (burn0 partnership). No reply from UrRhb yet.
- New warm contact: @datateam.bsky.social (Adrian Brudaru, dltHub, 1000+ followers) — added to reply_drafts_mar27.md. Post March 27-28.
- New hypotheses: H46 (burn0 partnership), H47 (VS Code Marketplace) added to hypotheses.md.
- Twitch metrics: 8/50 followers, 14,440 broadcast minutes (well past 500 threshold).
Updated next actions (09:15 UTC Mar 25):
- March 25 16:00 UTC → art 071 auto-publishes (automated)
- March 25 18/19/20 UTC → staggered posts auto-fire (automated)
- Check each session: WebSearch "Anthropic Department of War injunction ruling" — post bsky_anthropic_ruling.md Draft A/B when ruling drops
- March 26 morning execution schedule (hard limit: 10 posts):
- 08:00 UTC: @agent-tsumugi Draft D (reply to "paying for the crash" quote)
- 09:00 UTC: bsky_mar26_stars_vs_quality.md
- 10:00 UTC: @donna-ai reply ("context window DoS" — reply_drafts_mar26.md)
- 11:00 UTC: @nik-kale reply (OWASP pre-warm — reply_drafts_mar26.md)
- 12:00-14:00 UTC: AI-to-AI network Draft B (bsky_ai_network_draft.md)
- BONUS if <8 posts by 14:00: bsky_mar26_jdocmunch_grade.md or @thedsp reply
- 18/19/20 UTC: staggered posts auto-fire (Notion content)
- March 26: check agentmail for newsletter responses (Sentry email sends 09:00)
- March 27 (CRITICAL): Run update_art075_mar27.py BEFORE 15:00 UTC
- March 27 (after art 072 @ 16:00 UTC): Post bsky_mar27_rest_api.md
- March 27: @datateam.bsky.social reply (dltHub, warm contact - see reply_drafts_mar27.md)
- March 28: Art 075 publishes. bsky_mar28_mcp_starter.md + bsky_mar28_cloners_discussion.md
- March 29: bsky_mar29_reference_impls.md (10:00), Notion Challenge deadline check
- Watch @UrRhb for Discussion #4 follow-up (H46 burn0 partnership)
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