# User Feedback Analysis — 2026-03-25 (elizaOS) ## 1) Pain Point Categorization (Top recurring 5–7) ### 1. Documentation — “Whitepaper” confusion + where to start (High frequency, medium severity) **What users reported** - Repeated questions asking for a “whitepaper” and canonical project overview. The answer (“no traditional whitepaper; use GitHub roadmap + arXiv paper”) is correct but not discoverable. - Newcomers appear to expect token-style docs rather than developer-first framework docs. **Evidence/examples** - “Where can I get the ElizaOS white paper?” (Discord, 2026-03-22) → clarified by Odilitime with roadmap + arXiv link. - Similar doc-direction questions recur as quick FAQs rather than resolved onboarding flows. --- ### 2. UX/UI (Product communication) — Milady app timeline ambiguity (High frequency, high severity for trust) **What users reported** - Multiple users asked when the Milady app will be online; answers are vague (“when it’s ready”, “on or about an unspecified date”). - This creates uncertainty and amplifies speculation elsewhere in the community. **Evidence/examples** - “When will the milady app be online?” asked across 2026-03-22 and 2026-03-23; no date provided beyond “when ready.” --- ### 3. Technical Functionality / Security — Dependency supply-chain attack anxiety (Lower frequency, very high severity) **What users reported** - A critical alert about a compromised PyPI package (`litellm` 1.82.8) raised immediate concern about dependency hygiene and whether elizaOS users/builders are exposed. **Evidence/examples** - DorianD flagged the `litellm` supply-chain attack (credential harvesting via `.pth` on Python startup; lateral movement attempts) on 2026-03-24; Odilitime confirmed awareness. --- ### 4. Community / Integration — Unclear “official representative” and collaboration routing (Medium frequency, medium severity) **What users reported** - External partners (e.g., media networks, exchanges) don’t know who to contact; community members may respond unofficially, causing confusion and reputational risk. **Evidence/examples** - Coin Post asked who to contact for collaboration; Odilitime clarified that an earlier respondent (gelgit.eth) does not represent the project (2026-03-24). - BitMart listing team outreach mentioned (2026-03-23) without a clearly documented intake path. --- ### 5. Community — Token price discussion crowding product feedback (Medium frequency, medium severity) **What users reported** - Significant attention on token price performance and pessimism, which can drown out actionable product feedback and discourage builders. **Evidence/examples** - gby’s recurring pattern analysis (drops → brief pumps → new lows) and Ame’s pessimism (2026-03-24). - Prior day: community concern about decline from $2.5 to $0.0009 (2026-03-23). --- ### 6. Integration / Documentation — Builders want “ready-to-use” DeFi agent data & monetization paths (Emerging, medium severity) **What users reported** - Strong interest in on-chain market data access without API keys (Pythia MCP server). - Interest in autonomous agent monetization marketplace plugin (Base + AGT incentives). - Users need clearer “how to wire this into elizaOS” guidance (examples, templates, reference agents). **Evidence/examples** - Pythia MCP server announcement + install snippet shared (2026-03-24). - Monetization plugin announced with Season 1 incentives (2026-03-22). --- ## 2) Usage Pattern Analysis (Actual vs intended) ### Observed real-world usage (current) 1. **DeFi / trading agents** are a primary pull: - Multi-agent autonomous crypto trading system using very large local LLMs (200–500B) (2026-03-23). - Demand for verifiable, keyless on-chain indicators (Pythia MCP; Chainlink on Polygon) (2026-03-24). 2. **Agent monetization** interest is concrete: - On-chain marketplace where agents hire other agents and pay autonomously (Base, AGT token pool) (2026-03-22). 3. **Hackathons/workshops as onboarding**: - Nosana Builders Challenge (starts 2026-03-25) with workshops (Mar 26, Apr 2). - April AI Sprint hackathon with BNBChain and others. ### Mismatch vs intended positioning - Users are treating elizaOS partly as a **token/community project** (whitepaper requests, price talk) rather than a **developer framework**. - Many want **shipping product timelines** (Milady app) rather than framework capabilities and release trains. ### Feature requests that align with actual usage - Reference implementations: “DeFi agent starter,” “on-chain data plugin examples,” “monetized agent template.” - Security assurance tooling for builders (dependency scanning, pinned versions, advisories). --- ## 3) Implementation Opportunities (2–3 concrete solutions per major pain point) ### A) Documentation: “whitepaper” + onboarding clarity **Solutions (prioritized by impact vs difficulty)** 1. **Add a “Start Here (Non-Whitepaper)” landing page** (High impact, Low effort) - One page that answers: What is elizaOS? What it is not (no token whitepaper), links to roadmap + arXiv + quickstart + governance/official accounts. - Similar approach: **Rust** and **Kubernetes** use prominent “Learn” / “Concepts” pages that intercept wrong mental models early. 2. **Create a 2-minute “Project Primer” doc + diagram** (High impact, Low–Medium effort) - Include: core repo, plugin registry, MCP servers, typical deployment paths, security model. 3. **Add a docs-site FAQ block that mirrors Discord FAQs** (Medium impact, Low effort) - Promote the exact Q/A seen in Discord (whitepaper, who to contact, Milady status, workshops). --- ### B) Milady app timeline ambiguity **Solutions** 1. **Public milestone board + “status heartbeat”** (High impact, Low effort) - Weekly status post: “In progress / blocked / next” + what “ready” means (beta criteria). - Similar approach: **Mozilla Firefox Nightly** and many OSS apps publish “release trains” even if dates shift. 2. **Define a minimal public checklist for launch readiness** (High impact, Medium effort) - e.g., auth, rate limits, crash-free %, monitoring, security review, plugin compatibility. 3. **Open a small, opt-in tester cohort with a changelog** (Medium impact, Medium effort) - Converts timeline questions into structured feedback and reduces rumor load. --- ### C) Security: supply-chain attack response posture **Solutions** 1. **Ship an immediate security advisory + pinned dependency guidance** (Very high impact, Low effort) - “Are we affected? If yes/no, why. If you installed X versions, rotate keys/do Y.” 2. **Automate dependency scanning + SBOM** (High impact, Medium effort) - Add `pip-audit`/OSV scanning in CI, Dependabot/Renovate policies, generate SBOM (CycloneDX). - Similar approach: **OpenSSF Scorecard** used across major OSS projects. 3. **Adopt provenance/signing for releases** (Medium impact, Medium–High effort) - Sigstore/Cosign for artifacts; documented verification steps. --- ### D) Official collaboration routing (community + integration) **Solutions** 1. **Create a single “Partnership/Collab intake form + email alias”** (High impact, Low effort) - Auto-reply with next steps, expected SLA, and what info is needed. 2. **“Verified representative” Discord role + policy** (High impact, Low–Medium effort) - Pin a message: “Only these roles can speak for elizaOS partnerships.” 3. **Partner portal page** (Medium impact, Medium effort) - Lists official points of contact, brand kit, and collaboration types (media, listings, hackathons). --- ### E) Token price talk crowding product feedback **Solutions** 1. **Separate channels + moderation nudges** (Medium impact, Low effort) - Route price discussion to a dedicated channel; keep builders channels focused. 2. **Weekly “Build Highlights” post that is always pinned** (High impact, Low effort) - Shift community attention to demos, plugins, integrations (e.g., Pythia MCP, marketplace plugin). 3. **Create a lightweight “Feedback to Roadmap” ritual** (Medium impact, Medium effort) - Monthly community call: top issues, what shipped, what’s next. --- ### F) Integration support for DeFi data + monetization plugins **Solutions** 1. **Publish a “DeFi Agent Starter Kit” repo** (High impact, Medium effort) - Example agent using Pythia MCP indicators + risk rules + logging. - Similar approach: **LangChain templates** / **OpenAI cookbook** style runnable examples. 2. **Add “MCP server registry” docs pattern** (Medium impact, Low–Medium effort) - Standardize install, config, auth model (keyless vs keyed), and reliability notes. 3. **Reference monetized-agent template** (Medium impact, Medium effort) - Minimal service listing + job execution + payment flow example. --- ## 4) Communication Gaps (expectations vs reality) 1. **Whitepaper expectation vs framework reality** - Users expect token-era documentation; elizaOS offers roadmap + academic paper. The gap is discoverability and framing, not necessarily missing content. - Fix: rename links/buttons to match intent (“Project Overview”, “Roadmap”, “Architecture Paper”) rather than “Docs” only. 2. **“When it’s ready” creates uncertainty** - Absence of even rough milestones leads to repeated questioning and speculation. - Fix: publish milestone checklist + heartbeat updates. 3. **Who can speak for the project** - Confusion when non-official community members respond to partnership inquiries. - Fix: pinned “Official Contacts” message + verified rep roles. 4. **Security posture is implicit** - A major supply-chain incident surfaced via community alert, not official channel first. - Fix: define security bulletin process and where advisories are posted. --- ## 5) Community Engagement Insights ### Power users / high-leverage contributors (observed) - **Ivan Jeremic**: delivering core infra (Pythia MCP server) and offering integration assistance; needs fast feedback loop, official blessing/registry path, and docs amplification. - **DorianD**: security-aware partner; can help formalize advisory processes. - **Denis (Nosana)**: community support + workshops; needs clear builder pathways and “known issues” list to reduce support load. - **TraderTomson**: monetization plugin initiative; needs integration docs + trusted distribution. ### Newcomer friction signals (common questions) - “Where is the whitepaper?” - “When will Milady be online?” - “Who do I contact for collaboration?” ### Converting passive users to contributors - Turn hackathons/workshops into **structured contribution funnels**: - “Good first issue” lists tied to workshop modules - Template PRs (docs fixes, example agents, plugin manifests) - Small bounties for docs + reproducible demos (especially DeFi starter examples) --- ## 6) Feedback Collection Improvements ### Current channel effectiveness - **Discord** is capturing high-volume sentiment and quick FAQs but produces fragmented, repetitive questions (whitepaper/timeline/contact). - Security alerts and critical issues appear ad hoc, relying on who happens to see them. ### Improvements (more structured, actionable) 1. **Weekly triage form linked in Discord pins** - Fields: category, repro steps, expected/actual, urgency, environment. 2. **Public “Known Issues / FAQs” that is actively maintained** - Reduces repeated questions and channels feedback into deltas. 3. **Security reporting + advisory page** - Clear path for reporting vulnerabilities and seeing official responses. ### Underrepresented segments (missing feedback) - **Non-crypto builders**: most visible use cases are DeFi/token/community-driven; limited signals from enterprise automation, customer support agents, or productivity users. - **Operators/SREs**: little structured feedback on deployment, monitoring, scaling—even though some users aim for 24/7 systems. --- ## Prioritized High-Impact Actions (next 2–4 weeks) 1. **Publish a “Start Here / Project Overview (No Whitepaper)” page + FAQ**, and pin it in Discord (highest leverage on repeated newcomer confusion). 2. **Establish a security advisory process immediately** (affected versions, mitigation steps, CI scanning plan) in response to the `litellm` incident. 3. **Launch a Milady “status heartbeat” + milestone checklist** to reduce repeated timeline questions and restore trust. 4. **Create an official partnership/collaboration intake route + verified representative policy** (form/email + pinned contacts + Discord roles). 5. **Release a runnable DeFi Agent Starter example** showcasing Pythia MCP integration (and optionally a monetization template) to align docs with the community’s dominant usage patterns.