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OMEGA Stars Growth Roadmap

Created: 2026-03-14 Goal: 37 → 100 stars (30 days), 100 → 500 stars (90 days) Constraint: $0 budget, solo founder, organic only

Baseline Metrics (March 14, 2026)

MetricValue
GitHub stars37
GitHub forks9
GitHub watchers2
Open issues9 (5 are Good First Issues)
PyPI downloads/day106
PyPI downloads/week589
PyPI downloads/month3,611
X followers (@omega_memory)1,333
X engagement rate10.1%
Pro customers1
Comparison pages8 (Mastra, Letta, Supermemory, LangChain, Mem0, Zep, OpenMemory, MEMORY.md)
Awesome-list PRs (merged)4 (punkpeye, awesome-nostr, TensorBlock, awesome-L402)
Awesome-list PRs (open)11+
MCP RegistryListed (Official + 6 directories)
Blog posts3+ on omegamax.co
Integrations1 (CrewAI)

ICP

Senior/staff engineers (25-44) who use AI coding agents daily (Claude Code, Cursor). Already spending on AI tools. Frustrated by context loss between sessions. Discover tools via GitHub, r/ClaudeAI, MCP directories, X.

Strategic Goals

#GoalMetricTargetHorizon
G1Increase discoveryGitHub stars10030 days
G2Build ecosystem presenceIntegration count3 (CrewAI, LangGraph, AutoGen)60 days
G3Compound organic trafficomegamax.co monthly visitors5K60 days
G4Scale communityGitHub contributors590 days
G5Reach escape velocityGitHub stars50090 days

NOW (Weeks 1-4: March 14 - April 14)

1. Content that converts (RICE: 9.0)

  • Blog: "Claude Code Memory vs OMEGA" (SEO + agent-optimized)
  • Blog: "Give Your CrewAI Agents Persistent Memory"
  • Blog: "How OMEGA's Retrieval Pipeline Beats Mem0" (technical deep dive)
  • Reddit post: r/ClaudeAI (draft ready at docs/internal/reddit-claudeai-draft.md)
  • Reddit post: r/mcp
  • X thread: @jasonsosa (draft ready at docs/internal/x-thread-jasonsosa-draft.md)
  • Success metric: 30+ stars from content alone
  • Owner: Jason

2. Integration co-marketing (RICE: 8.0)

  • CrewAI integration built + committed
  • PR to CrewAI docs (in progress)
  • X post tagging @craborai announcing integration
  • LangGraph integration (week 2-3)
  • AutoGen integration (week 3-4)
  • Success metric: Partner retweet reaching 10K+ impressions
  • Owner: Jason + Claude

3. GitHub discoverability (RICE: 7.5)

  • Social preview image created (needs manual upload)
  • 17 topics set on repo
  • 5 Good First Issues seeded (#26-#30)
  • "Listed On" social proof added to README
  • Official MCP Registry listing live
  • Star history badge visibility
  • Upload social preview image (manual: Settings → Social preview)
  • Success metric: 2x star velocity (from ~1/week to ~2/week organic)
  • Owner: Jason

4. Cold outreach to power users (RICE: 6.0)

  • Identify 20 Claude Code power users from X/GitHub
  • Personalized DM with specific value prop for their use case
  • Track response rate and conversions
  • Success metric: 5-10 real users from outreach
  • Owner: Jason

NEXT (Weeks 5-8: April 14 - May 14)

InitiativeGoalRICEEffort
Dev.to technical series (3 posts)G35.52w
Newsletter sponsorship (Console.dev or TLDR)G15.01d
"Ship Week" mini-launch (3-5 features in a week)G1, G54.81w
Discord community setupG44.01d
Conference talk proposal (AI Engineer, PyCon)G1, G33.52d

LATER (Months 3-6)

  • Flowise no-code integration (visual builder audience)
  • GitHub Sponsors setup (legitimacy signal)
  • "OMEGA Ambassador" program for power users
  • Video tutorials / YouTube presence
  • Enterprise case study (if pro customers grow)

ICEBOX

  • Paid ads (wait until 500+ stars for social proof)
  • Product Hunt launch (declining value for dev tools)
  • Hacker News (user cannot log in)

Metrics Tracking (Weekly)

Run scripts/growth-metrics.sh every Monday to collect:

MetricSourceFrequency
StarsGitHub APIWeekly
ForksGitHub APIWeekly
PyPI downloadspypistats.orgWeekly
X followersX APIWeekly
X engagement rateAdmin dashboardWeekly
omegamax.co visitorsVercel AnalyticsWeekly
Blog post viewsVercel AnalyticsWeekly
Awesome-list PR merge rateGitHub searchWeekly
New contributorsGitHub APIWeekly

Decision Log

  • 2026-03-14: Chose organic-only strategy. No paid ads until 500+ stars.
  • 2026-03-14: CrewAI integration prioritized over LangGraph (larger community, no existing memory integration).
  • 2026-03-14: MEMORY.md comparison blog prioritized as #1 content piece (targets exact ICP pain point).
  • 2026-03-14: Skipped TAAFT ($49 paid directory), DevHunt/AlternativeTo/Uneed (need account sign-up).