AI Indexer

Internal console that tracks on-chain + off-chain signals for each project, generates reports on demand, and indexes custom KPIs from simple prompts. Reading time: 4–5 min

Introduction

Running a Web3 product means juggling two worlds: immutable on-chain activity and fast-moving off-chain ops. Metrics live in block explorers, Discord, GitHub, Google Analytic, and worser smart contract interactions. Making status hard to trust and ensure a slow progress. AI Indexer is a internal, project-centric console that unifies both sides. It listens to contracts and community, indexes what matters for this project, and produces reports from a single prompt.

What it is

Project-scoped data hub: One workspace per project that binds contracts, wallets, repos, issues, and comms.
Unified signal stream: Ingests on-chain events (deploys, mints, transfers, errors) and off-chain signals (Analytics, KPIs, commits, tickets, Discord/Telegram announcements).
Promptable reporting: Teammates ask in plain language (“weekly ops report”, “list failed txs by contract”, “top activities by date and contry”), and the Indexer compiles the answer with citations.

Why it matters

Founders and PMs need a truthful, up-to-date view without opening five tabs. Engineers need reproducible context when debugging. Marketing/BD teams need clean KPIs tied to real usage. The Indexer reduces context-switching, eliminates spreadsheet drift, and gives one source of truth for progress, risk, and impact and customised per project.

How it works

Link & model. Connect RPC(s), contract addresses/ABIs, wallets, GitHub/Jira, Discord/Telegram, and docs. The Indexer maps entities (project ↔ contracts ↔ repos ↔ channels).
Ingest & index. Streams events (logs, errors, gas, holder deltas) and off-chain updates (commits, tickets, releases, announcements) into a time-aligned index.
Ask & act. Teammates issue prompts:
- “Generate weekly report: deployments, tx errors, new users, open issues, key PRs.”
- “Show anomalies after v0.9 release.”
- “Create KPI ‘active wallets (7d)’ and track by chain.”
  The Indexer composes summaries, graphs, and exportable PDFs/CSV—linking back to raw events.

Typical outputs

On-chain ops summary: Tx count & success/revert by contract/method, gas spend & savings, top callers, MEV interactions, L2 settlement lag.
Liquidity & markets: DEX LP adds/removes, pool depth & utilization, slippage bands, price impact, CEX inflow/outflow diffs, arbitrage alerts.
Token & emissions: Circulating vs total supply, vesting cliffs/unlock calendar, staking participation, rewards APR/APY (real vs quoted), reward-debt anomalies.
Holders & flows: New holders, whale/smart-money tags, net flows between contracts/bridges, exchange wallet activity, sybil cluster suspicion.
Governance & community: Proposal creation/voting, quorum health, delegate activity, and social spikes linked to wallet flows (Discord/X ↔ on-chain).
Security posture: Proxy/admin changes, allowance/approval diffs, oracle deviation alerts, re-entrancy patterns, unusual error codes, rolling risk score.
Cross-chain & bridges: Bridge volumes, stuck txs & retry rate, finality times, relayer/validator errors; rollup metrics (sequencer downtime, gas spikes).
Composability map: Protocols integrating your contracts; dependency/impact graph for upstream/downstream changes.

Tech notes

Pipelines: Node/Python workers, Kafka/Redis streams; ClickHouse/Postgres for analytics; vector store for semantic search over issues/notes.
On-chain: Any EVM Network, adapters for others; single-RPC fallback with AI-assisted gap filling when endpoints degrade.
Off-chain: Jira, Discord, Telegram, X, Google Analytics.
Access: Role-based permissions; project-scoped tokens; export via CSV/JSON/Webhooks to data warehouse.

Status & Roadmap (Pre-launch)

We’re actively building the AI Project Indexer and inviting a small set of design partners into early access. Next milestones:

OKR/KPI Builder – Define project targets (e.g., active wallets, gas per tx, governance quorum) and auto-grade weekly with trendlines.
Incident Assistant – When anomalies spike, open a ticket, attach logs/tx traces, and suggest a fix path (rollbacks, alert rules, playbooks).
Cross-Project Roll-ups – Portfolio view for leads/execs: compare projects by growth, risk, on-chain usage, and delivery pace.

Early Access

The Indexer is pre-launch. Want it for your team? Join early access and try a guided pilot:
Ask the Indexer — “Create a weekly report for {project} and email the PDF to the core team.”
We’ll wire it into your workspace and tailor the KPIs you care about most.