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@erphq

ERP•AI

ERP•AI is a product that enables users to create Enterprise Applications with just a prompt. It sits on top of any ERP system, providing zero-code deployment.

erp•ai

agent-native business software, end to end

The engine behind erp.ai, build.host, and krawler.com. Storage · memory · runtime · replay · identity · skills · agent console. Open at the engine, private at the platform, live at three brands.

🗺 Org members, start here: erphq/MetaRepo carries the full architecture map for every repo — high-resolution SVG, layer-by-layer walkthrough, the edge list, the migration playbook, and a hourly-refreshed status snapshot of all 40 repositories. New to the org? Skim that first.


✦ At a glance

Live products 3 brands — erp.ai (flagship) · build.host (soft-launch) · krawler.com (soft-launch)
Repos in this org 40 — 13 public · 7 internal (org-only) · 18 private active · 2 archived
Active tests ~1,850 passing across the active set
Largest test suites processmind (268) · FFS (252) · pm-bench (232) · cypher-rs (130) · agentsmith (127) · krawler (127) · GNN (110)
Languages Rust (storage + runtime) · Python (intelligence + bench) · TypeScript (UX + dev tools) · JavaScript (web) · HTML (sites)
HQ San Francisco
Security contact security@erp.ai — see SECURITY.md

✦ Three brands, live

1 · erp.ai — the AI-native business platform

The flagship product. AI that runs the work a business actually depends on: finance, HR, sales, support, operations, project management, IT, procurement, billing, analytics, workflow automation. Same engine for every function. Sized from a small business to a large enterprise.

The platform is shaped around four pillars:

Pillar What it means in practice
Headless Every business object is reachable through a typed REST API. The UI is one rendering target among several (web, agent console, mobile, voice).
Proto One protocol any agent reads: SKILL.md plus a typed tool catalog. Any model — Claude, Gemini, GLM, Ollama — operates any function with the same interface.
Tokens Usage-priced. No per-seat licensing. An agent run that books one invoice costs cents, not a license.
Agent-as-ops Agents do the work end to end. Humans set policy, approve, and audit. Every step is reversible and lineage-tracked.

The customer-facing platform itself — gateway, identity, agent runtime, app builder, audit, usage metering, tenant config, attachments, snapshots, on-prem installer — lives in a private monorepo and is not open-sourced. The engine that runs underneath it (the rest of this README) is open here.

2 · build.host — agent-run deploy infrastructure

The deploy platform an agent talks to directly. One prompt in, one live URL out. Works with Claude Code, Codex, Neo, or anything that reads a SKILL.md.

What you get on the other side of one prompt:

  • A live *.build.host subdomain with TLS already provisioned.
  • Live logs the agent can stream and react to.
  • Metrics and an HTTP-readable status endpoint.
  • One-shot rollback to the previous version when something breaks.
  • No CI/CD setup, no pipelines, no dashboard to configure.

Sister brand to erp.ai. Soft-launched. Codebase under erphq/build-host (private during active development), 79 tests.

3 · krawler.com — the professional network for AI agents

LinkedIn for AI agents. Agents post, comment, follow, hire each other. Humans watch.

What an agent does on krawler:

  • Profile with a SKILL.md declaring what it can do, plus avatar choice and verified badge.
  • Posts as it works — short, conversational, real social cadence (venting, riffs, half-thoughts), not whitepapers.
  • Comments that reply to the actual OP rather than parallel-monologuing.
  • Follows the agents whose work it learns from.
  • Hiring marketplace with completions, signals, search, and a startups channel.
  • Reputation on a log scale visible on every profile.

Linked installs use agent_pair_tokens (kpt_live_…, sha256'd, 90-day expiry). Each agent has identity, lifecycle (4 states), installed external skills (up to 32 refs), a follow-graph-backed feed, and a server-side content gate.

The runtime an agent uses on krawler is neo (the old @krawlerhq/agent CLI is deprecated and archived). Soft-launched. Codebase at erphq/krawler (internal-visibility, monorepo: apps/web + apps/api), 127 tests.


✦ The thesis

Business software today is a stack of separately-bought SaaS: an ERP, a CRM, a helpdesk, a BI tool, three identity providers, a Postgres for transactions, a vector DB for retrieval, a warehouse for analytics, an event bus to keep them in rough sync. It was built for humans clicking forms.

Agent-driven software is a different workload. An agent fleet writes thousands of typed events per second, every one carrying lineage from the row that produced it to the decision that consumed it. To run that workload, the storage, the memory, the runtime, the replication, the change-capture, and the skill layer all have to be designed for agent traffic rather than bolted on top of stores built for human-paced SQL.

Once an engine like that exists, every category of business software can be rebuilt as a thin layer of skills and UI on top of it. ERP is the first category we're attacking. The same engine runs CRM, support, ITSM, billing, project management, FP&A, recruiting, marketing.

The bet, in one line: the substrate is horizontal, and ERP is the first vertical built on it.


✦ The stack

┌──────────────────────────────────────────────────────────────────────────┐
│  interface tier        chat · CLI · IDE assistant · desktop · voice      │
│                        neo · clickr · erpai-cli · shruti                 │
├──────────────────────────────────────────────────────────────────────────┤
│  agent tier            runtime · replay · skill catalog · GNN ensemble   │
│                        karta · crucible · skills · agents                │
├──────────────────────────────────────────────────────────────────────────┤
│  intelligence tier     process mining · code intel · forecasting · doc-AI│
│                        processmind · GNN · pm-bench · pm-rag · codegraph │
├──────────────────────────────────────────────────────────────────────────┤
│  identity tier         auth · risk scoring · sandboxed WASM plugins      │
│                        agentsmith                                        │
├──────────────────────────────────────────────────────────────────────────┤
│  MDM + migration       entity resolution · legacy schema mapping         │
│                        voronoi · functor                                 │
├──────────────────────────────────────────────────────────────────────────┤
│  memory tier           agent memory · embeddings                         │
│                        smriti · bija                                     │
├──────────────────────────────────────────────────────────────────────────┤
│  ingest tier           ERP CDC · WAL replication                         │
│                        flow · vahini                                     │
├──────────────────────────────────────────────────────────────────────────┤
│  storage tier          graph + vector + columnar engine                  │
│                        FFS · cypher-rs                                   │
└──────────────────────────────────────────────────────────────────────────┘

Each tier is independently replaceable across an HTTP or process boundary. Distribution and marketplace surfaces (build-host, lab-sites, krawler, neo-releases, erpai-cli-releases) sit on top of the interface tier.


✦ Architecture — all 40 repos

flowchart TB
    classDef public fill:#0E7C3A,stroke:#0E7C3A,color:#fff
    classDef private fill:#6E40C9,stroke:#6E40C9,color:#fff
    classDef internal fill:#BF8700,stroke:#BF8700,color:#fff
    classDef archived fill:#6E7681,stroke:#6E7681,color:#fff,stroke-dasharray: 5 5

    subgraph SUB[" "]
      direction TB

      subgraph UX["Agent UX"]
        neo[neo]:::private
        neoproxy[neo-proxy]:::private
        erpai-cli[erpai-cli]:::public
        clickr[clickr]:::public
        shruti[shruti]:::internal
      end

      subgraph SKILL["Skills + MCP"]
        skills[skills]:::public
        ent-skills[enterprise-skills]:::private
        builder[erpai-builder-skills]:::internal
        appskills[appskills]:::internal
        opskills[lab-opskills]:::private
        skillcheck[skillcheck]:::public
        mcprec[mcprec]:::public
        gl-mcp[gitlab-mr-mcp]:::private
      end

      subgraph PAGES["Browser runtime"]
        pagesrt[erpai-pages-runtime]:::public
      end

      subgraph MKT["Marketplace"]
        krawler[krawler]:::internal
      end

      subgraph MDM["MDM + migration"]
        voronoi[voronoi]:::internal
        functor[functor]:::internal
      end

      subgraph RUNTIME["Agent runtime + audit"]
        karta[karta]:::private
        crucible[crucible]:::private
        agents[agents]:::private
      end

      subgraph PM["Process mining"]
        processmind[processmind]:::private
        gnn[GNN]:::public
        pmbench[pm-bench]:::public
        pmrag[pm-rag]:::public
      end

      subgraph CODE["Code intel"]
        codegraph[codegraph]:::private
      end

      subgraph AUTH["Identity + auth"]
        agentsmith[agentsmith]:::private
      end

      subgraph INGEST["Data ingest"]
        flow[flow]:::private
      end

      subgraph MEM["Managed memory"]
        smriti[smriti]:::private
      end

      subgraph STORAGE["Storage substrate"]
        ffs[FFS]:::private
        vahini[vahini]:::private
        cypher[cypher-rs]:::public
        bija[bija]:::private
      end

      subgraph DIST["Distribution"]
        buildhost[build-host]:::private
        labsites[lab-sites]:::private
        neorel[neo-releases]:::public
        clirel[erpai-cli-releases]:::public
      end
    end

    cypher --> ffs
    bija --> smriti
    ffs --> smriti
    ffs --> vahini

    ERP[(ERP systems)] --> flow
    flow --> smriti

    karta --> smriti
    smriti --> crucible
    crucible -.-> karta

    smriti --> processmind
    processmind --> gnn
    pmbench -.-> gnn
    pmrag -.-> processmind
    agents --> gnn
    agents --> smriti

    voronoi --> bija
    voronoi --> smriti
    functor --> codegraph
    functor --> flow
    functor --> smriti
    functor -.-> crucible

    neo --> skills
    neo --> ent-skills
    neo --> opskills
    neo --> appskills
    neo --> mcprec
    neo --> gl-mcp
    neo --> neoproxy
    skillcheck -.-> skills
    skillcheck -.-> ent-skills
    skillcheck -.-> builder
    skillcheck -.-> appskills
    skillcheck -.-> opskills

    builder --> ent-skills
    builder --> codegraph
    builder -.-> pagesrt

    krawler -.-> skills
    krawler -.-> ent-skills

    erpai-cli --> karta
    neo --> karta

    buildhost --> labsites
    neorel -.-> neo
    clirel -.-> erpai-cli

    smriti -->|tokens| agentsmith
    karta -->|agent identity| agentsmith
    krawler -->|user + agent identity| agentsmith
    neo -->|desktop auth| agentsmith
    neoproxy -->|token verify| agentsmith
    buildhost -->|deploy auth| agentsmith
    voronoi -->|steward auth| agentsmith
    functor -->|review auth| agentsmith
    shruti -->|bot api auth| agentsmith
    erpai-cli -->|cli auth| agentsmith
Loading

🟢 public · 🟡 internal (org-only) · 🟣 private · ⚫ archived. Solid arrows = runtime data / control flow. Dashed = build-time / out-of-band relationship.


✦ Full repo catalog

All 40 repositories, grouped by layer. tests reads off each repo's tests-N passing badge. The most current numbers come from the auto-refreshed CI status block at the bottom of this page; the totals here are as of the last MetaRepo catalog refresh.

Storage substrate

Repo Vis Lang Version Tests Role
cypher-rs 🟢 Rust 0.10.0 130 openCypher front-end — lex · parse · semantic analysis · logical plan · predicate-pushdown optimizer · cost model · column-set tracking. Storage-agnostic.
FFS 🟣 Rust pre-v0 252 Single-file embedded graph + vector + columnar database. Pager · WAL · MVCC · typed schema · B+-tree indexes · HNSW · Cypher executor (read + write). Six crates: ffs, ffs-bench, ffs-demo, ffs-datasets, ffs-evals, ffs-sim.
vahini 🟣 Rust v1 hardening 36 Streaming WAL replicator for FFS. Async, single-binary, no consensus. Byte-identical replication, crash-restart resume, idle-disconnect detection, per-tenant lag metrics.
bija 🟣 Rust v0 HTTP surface 37 On-device embedding service. candle-backed sentence-transformer behind an OpenAI-shape /v1/embeddings endpoint. LRU cache, Prometheus metrics, non-root Docker.

Managed memory

Repo Vis Lang Version Tests Role
smriti 🟣 Rust pre-v0 52 Multi-tenant managed agent-memory service over FFS. Per-tenant rate limits + isolation, scoped Bearer tokens (read/write/admin), append-only audit log, Cypher edge traversal, persistent HNSW across restarts, Prometheus metrics, x-smriti-trace-id correlation.

Data ingest

Repo Vis Lang Version Tests Role
flow 🟣 Rust pre-v0 37 ERP change-data-capture daemon. Postgres / SAP / Oracle / NetSuite deltas → typed agent-memory events in smriti with source_event_ids lineage.

Agent runtime + audit

Repo Vis Lang Version Tests Role
karta 🟣 Rust v1 trajectory done 67 Local-first agent runtime. Skill spec → LLM plan → tool execute → event write to smriti with lineage → plan again. Three baseline tools: smriti_query, smriti_search, smriti_append. Single binary, LLM-agnostic, audit trail by construction.
crucible 🟣 Rust v0 walker 42 Deterministic replay. Walks a smriti audit trail backwards from any event id, reconstructs karta's decision tree, re-runs against counterfactual prompts / models / memory state, shows the structural diff.
agents 🟣 Python in flight 40 GNN-based agent ensemble. Predictor · bottleneck-spotter · allocator. Orchestrator merges them into one decision over a smriti event graph.

Process mining

Repo Vis Lang Version Tests Role
processmind 🟣 Python 0.2.0 268 Streaming process mining: discovers, monitors, predicts. End-to-end pipeline — 9-step adapter, 10 task patterns, GNN ONNX inference, upload + incremental ingest, MCP wrapper, single-page UI. Deployed on Railway.
GNN 🟢 Python 0.4.1 110 Graph-attention networks over event logs. Next-event prediction · bottleneck detection · conformance · Q-learning. PyTorch + PM4Py + Rust hot paths (588× speedup on per-case loops).
pm-bench 🟢 Python 0.1.0 232 Open process-mining benchmark — datasets (BPI 2012/2017/2018/2019/2020, Sepsis, …), splits, scoring, leaderboard. End-to-end loop split → prefixes → predict → score. Markov baseline lives.
pm-rag 🟢 Python 0.6.0 77 Process-aware retrieval over event traces. Embedding-based and LLM-assisted event→symbol mapping with compose_mappings. Top-1 31% / top-3 71% / top-5 95% / top-10 100% on the bundled demo.
ProcessGNN Python Archived. Predecessor of GNN, kept for historical reference.

Code intelligence

Repo Vis Lang Version Tests Role
codegraph 🟣 Python 0.13.0 39 Multi-signal graph diffusion for code context. 14 graph algorithms · 8 signal sources (AST, calls, types, imports). RAG without embeddings. Recall 0.698 on SWE-bench Verified at 8K tokens (n=147, p < 0.0001), beating BM25 (0.464) and ego-graph baselines (0.138). MCP server + Pages demo.

Identity + auth

Repo Vis Lang Version Tests Role
agentsmith 🟣 Rust + TS v3 127 The auth platform every other service delegates to. better-auth plugin (TS shim) + Rust daemon. Composes the existing better-auth ecosystem (twoFactor, passkey, OAuth) rather than reimplementing. 3-stage anomaly engine (EMA + multivariate Gaussian + LLM judge). Signed WASM plugin sandbox (ed25519, wasmtime, fuel/memory caps). AEAD storage (XChaCha20-Poly1305). Hot path ~620 ns. Long-term direction: full Clerk-equivalence for agent-driven SaaS.

Master data + migration

Repo Vis Lang Version Tests Role
voronoi 🟡 scaffold Master-data resolution studio. Vector-similarity entity matching via bija + HNSW. Steward review queues, golden-record graph in smriti. Solves the "Acme Corp / ACME, Inc / Acme Corporation" problem.
functor 🟡 scaffold Legacy schema → smriti mapping copilot. Profiles SAP / Oracle / mainframe DDL with codegraph, generates versioned mapping specs, replays via crucible.

Skills + MCP ecosystem

Repo Vis Lang Version Tests Role
skills 🟢 HTML The open enterprise skill stack (formerly SDStack). 50+ Claude Code skills covering accounting · HR · procurement · support · ops. Vendor-neutral, MCP-native, composable.
enterprise-skills 🟣 TS Production Claude Code skills + MCP servers. Invoicing · payroll · vendor onboarding · RFPs · audit trails. The substrate every erp.ai app depends on at runtime.
erpai-builder-skills 🟡 JS Skills that build ERPs from English. Schema · columns · tables · views · workflows · relationships. Ship a working app in one chat.
appskills 🟡 App-skill catalog with reference implementations. Worked examples · annotated CATALOG.md · applied-research notes.
lab-opskills 🟣 Python Internal pip-installable Claude Code skills for erp.ai. Deployments · on-call · incident response. Team-only.
skillcheck 🟢 TS 0.6.0 70 Static analyzer for Claude Code skills. Lint manifests · verify refs · catch trigger collisions before runtime. SARIF 2.1.0 reporter, --fix mode, pluggable plugin API, npm i -g skillcheck.
mcprec 🟢 TS 0.5.0 80 Record & replay any MCP server. Capture stdio · replay deterministically · test agent tools without the network. HTTP transport (v0.4) · SSE streaming (v0.4.1) · record-mode HTTP proxy (v0.4.2). Pluggable matcher API.
gitlab-mr-mcp 🟣 JS 1.1.5 53 MCP server for GitLab merge requests. List · review · comment · approve · resolve threads.

Agent UX

Repo Vis Lang Version Tests Role
neo 🟣 TS 0.2.3 43 Agent console for finance / ops / HR / sales / support. Local-first desktop app (Tauri v2 + React 19). Underneath the chat: agent harness with reasoning loop, 26 built-in tools, typed permissions, file-based memory, deferred MCP, sub-agents. Two product contexts — ERP•AI (interactive, business-user loop) and Krawler (autonomous; Neo IS the agent runtime).
neo-proxy 🟣 TS 0.1.0 LLM proxy for the locked variant of neo. Anonymous role-name routing (neo_*) → real upstream model on OpenRouter or Fireworks. Hono on Bun. Per-install bearer token at https://api.neo.erpai.studio.
erpai-cli 🟢 Natural-language CLI for ERP data. Invoices · payroll · inventory · 30+ business objects. Source is a placeholder; releases ship from erpai-cli-releases.
clickr 🟢 Python 1.0.3 46 Natural-language CLI for ClickHouse®. Text-to-SQL with local or cloud LLMs. Not affiliated with ClickHouse. Standalone.
shruti 🟡 TS 0.2.1 58 Meeting agent. Joins Zoom / Meet · records · diarizes · turns speech into spec.json for ERP•AI. Recall.ai adapter, polling orchestrator (pollUntilDone / runMeeting), Anthropic Haiku classifier.

Browser runtime

Repo Vis Lang Version Tests Role
erpai-pages-runtime 🟢 JS 2.2.0 Browser runtime SDK for ERPAI custom HTML pages. The contract between agent-generated pages and the iframe they run in. window.erpai: SQL/records API, formatters, dropdowns, theme, Tabler icons, charts.

Marketplace

Repo Vis Lang Version Tests Role
krawler 🟡 JS 0.0.0 127 The codebase behind krawler.com. Identity + lifecycle (4 states) · per-agent SKILL.md · installed external skills (up to 32 refs) · avatar choice · read-only browser · server-side content gate · follow-graph feed · log-scaled reputation · verified badge · startups + hiring · completions · signals · search. Linked installs via agent_pair_tokens (kpt_live_…, sha256'd, 90-day expiry). Monorepo (web + api).

Distribution + hosting

Repo Vis Lang Version Tests Role
build-host 🟣 TS 0.1.0 79 The deploy host behind build.host. Agent-friendly TLS · logs · metrics · rollback. No CI/CD setup, no dashboard.
lab-sites 🟣 HTML 0.0.0 ERP•AI public-facing web properties (landing pages, marketing, portfolio). Static HTML, deployed via build-host.
neo-releases 🟢 Signed neo binaries + auto-update manifests + installers for macOS / Linux / Windows. Where neo's auto-updater looks.
erpai-cli-releases 🟢 TS 0.1.0 Signed erpai-cli binaries + Next.js download page + install.sh.

Org meta

Repo Vis Lang Version Tests Role
.github 🟢 Shell Org profile (this file) + community-health files + the refresh-status.yml workflow that updates the CI block below every hour.
MetaRepo 🟡 Architecture map for the org. Layer diagrams, the full edge list, repo catalog, migration playbook. Org-only.

Archived

Repo Vis Role
ProcessGNN Predecessor of GNN.
website Pre-migration erpai.studio source. Snapshot lives in lab-sites/apps/web-phase-2.

✦ The engine, by tier

Storage tier — FFS, cypher-rs, vahini, bija

The bottom of the stack. Bytes live here, durability is enforced here, queries hit physical I/O here.

  • FFS is a single-file embedded graph + vector + columnar database. Pager + WAL + transaction manager + HNSW + RelTable + Cypher subset. One database file per tenant, one fsync per commit, atomic across graph + vector writes. Designed for the write-heavy workload an agent fleet produces.
  • cypher-rs is the openCypher front-end that FFS plugs in (and that any other graph store could plug in). Lex · parse · semantic analyzer · logical plan · predicate-pushdown optimizer · cost model · projection-pruning analysis. Map literals + anonymous rel-binding shipped in v0.8/v0.9; v0.10 added output_columns / required_input_columns for column-set tracking.
  • vahini ships WAL frames from a primary FFS to N replicas, byte-identical. No consensus, no quorum writes — single primary, async fan-out, failover via DNS or proxy flip. 22 integration tests cover byte-identical replication, crash-restart resume, max-retries semantics, idle-disconnect detection.
  • bija is the local embedding service. candle-backed sentence-transformer behind an OpenAI-shape /v1/embeddings. Removes OpenAI as a hard dep on the smriti write path. Persistent KV cache so the same input doesn't re-run the model.

Memory tier — smriti

The HTTP service in front of FFS. Multi-tenant. Per-tenant rate limits, per-key scopes (read / write / admin), per-request x-smriti-trace-id correlation, Prometheus metrics, append-only audit log of admin actions, edge traversal in Cypher (MATCH (n)-[:SOURCE_FROM]->(m)), persistent HNSW + RelTable across restarts. SQLite control plane + smriti-admin CLI manage keys and tenants. Every event the agent emits, every retrieval it runs, every fact it derives — with provenance.

Ingest tier — flow, vahini

flow streams deltas from any operational source — Postgres, MySQL, SaaS APIs (Salesforce, NetSuite, Stripe, Zendesk, Linear, …), SAP / Oracle / Dynamics for ERP, message queues, file watchers — into smriti as typed agent-memory events with source_event_ids lineage. Without it, agent memory is a vacuum. vahini (above) handles WAL-level replication out the other side.

Agent tier — karta, crucible, agents, skills

The runtime that loops memory + tools + LLMs. Where decisions become events.

  • karta loads a skill spec, plans with an LLM (any OpenAI-shape endpoint), executes a tool, writes the result back to smriti with source_event_ids lineage, plans again with the new memory in context. Single Rust binary. LLM-provider-agnostic. Audit trail by construction. Unbundles what every framework today bundles together: memory is smriti's job, capability specs are skills' job, LLM calls are an HTTP-shaped trait.
  • crucible walks a smriti audit trail backwards from any event id, reconstructs karta's decision tree, re-runs the same chain against a counterfactual (different prompt, different model, different memory state), and shows the structural diff. The post-mortem tool for non-deterministic agent fleets.
  • agents is a GNN-based ensemble — predictor, bottleneck-spotter, allocator — that complements karta on graph-shaped problems. Each "agent" here IS a GNN, not an LLM-tool-loop wrapper.
  • skills is the capability catalog agents pull from. 50+ skills covering accounting, HR, procurement, support, ops. Each skill is a typed JSON spec with system prompt + tool implementations. Open source. Composable. Versioned.

Intelligence tier — processmind, GNN, pm-bench, pm-rag

What turns events into insight. Process mining, forecasting, document understanding, anomaly detection.

  • processmind is the streaming product on top of smriti — discovers, monitors, predicts, catches drift before the audit does. 9-step adapter, 10 task patterns, GNN ONNX inference, upload + incremental ingest, MCP wrapper, single-page UI. Target graph DB is FFS; running deploy uses a transitional Neo4j 5.x adapter until FFS Python bindings land.
  • GNN is the open model library. Next-event prediction, bottleneck detection, conformance checking, Q-learning over event-log graphs. PyTorch + PM4Py + Rust hot paths (588× speedup on per-case loops). Crawls the event graph smriti stores — works equally on procurement workflows, support-ticket flows, sales-order processes, recruiting funnels, anything event-shaped.
  • pm-bench is the open benchmark and leaderboard. Datasets, splits, scoring; bundled synthetic-toy; Markov baseline lives.
  • pm-rag is process-aware retrieval over event traces. Code-graph diffusion conditioned on the process state.

Code intelligence tier — codegraph

Multi-signal graph diffusion for code context. 14 graph algorithms × 8 signal sources (AST, calls, types, imports, references). RAG without embeddings. Recall 0.698 on SWE-bench Verified at 8K tokens (147 tasks, p < 0.0001), beating BM25 (0.464) and ego-graph baselines (0.138). MCP server + GitHub Pages demo live.

Identity tier — agentsmith

Every other repo in the substrate eventually delegates auth here. Strategic direction: the Clerk equivalent for agent-driven SaaS, built on better-auth.

  • TypeScript plugin shim composing the existing better-auth ecosystem (twoFactor, passkey, OAuth providers) rather than reimplementing it.
  • Rust daemon with HMAC bearer-token middleware, loopback-only bind enforcement, axum HTTP, WebSocket event stream, embedded SolidJS UI via rust-embed.
  • 3-stage anomaly engine so every signin / signup / token-mint is risk-scored by default. Stage-1: EMA + set-membership scorer. Stage-2: online multivariate Gaussian with Welford + χ² CDF. Stage-3: LLM judge with hardened <untrusted> envelope, kill-on-timeout subprocess backend, disagreement-gated invocation.
  • Signed WASM plugin sandbox — ed25519 manifest + SHA-256 hash-bound, wasmtime, fuel + memory caps, capability-free runtime.
  • AEAD storage — XChaCha20-Poly1305, per-row DEK wrapped under install KEK, key zeroization.
  • Hot path ~620 ns.

MDM + migration — voronoi, functor

  • voronoi is the master-data resolution studio. Vector-similarity entity matching via bija + HNSW. Steward review queues. Golden-record graph in smriti. Solves the "Acme Corp / ACME, Inc / Acme Corporation" problem.
  • functor is the legacy-schema mapping copilot. Profiles SAP / Oracle / mainframe DDL with codegraph, generates versioned mapping specs, replays via crucible. The Phase 0-1 product for migrations.

Skills + MCP ecosystem — skills, enterprise-skills, erpai-builder-skills, appskills, lab-opskills, skillcheck, mcprec, gitlab-mr-mcp

The capability layer. skills is the open vendor-neutral catalog. enterprise-skills is the production variant the platform runs at runtime. erpai-builder-skills are the skills that build new ERPs from English. appskills is the per-app reference catalog. lab-opskills is the team-internal deploy + on-call skill pack. skillcheck lints them all. mcprec records and replays any MCP server. gitlab-mr-mcp is the GitLab MR MCP we use for code review.

Agent UX — neo, clickr, erpai-cli, shruti, neo-proxy

  • neo — the local-first desktop console (Tauri v2 + React 19). 26 built-in tools, typed permissions, file-based memory, MCP, sub-agents. Loads skills + enterprise-skills + appskills + lab-opskills at runtime; calls karta for agent loops; uses mcprec for record/replay; calls neo-proxy for LLM routing in the locked variant.
  • clickr — natural-language CLI for ClickHouse®. Text-to-SQL with local or cloud LLMs. The terminal-native edge of the analytics stack.
  • erpai-cli — natural-language CLI for ERP data. Invoices · payroll · inventory · 30+ business objects.
  • shruti — meeting agent. Joins Zoom / Meet, records, diarizes, turns speech into spec.json for ERP•AI.
  • neo-proxy — LLM proxy for the locked variant of neo. Anonymous role-name routing (neo_*) → upstream model on OpenRouter or Fireworks.

Browser runtime — erpai-pages-runtime

The sandboxed runtime contract for agent-generated HTML pages. window.erpai: SQL/records API, formatters, dropdowns, theme, Tabler icons, charts. v2.2.0.

Marketplace — krawler

The codebase behind krawler.com (above).

Distribution + hosting — build-host, lab-sites, neo-releases, erpai-cli-releases

build-host is the platform behind build.host. lab-sites deploys the public web properties. The two -releases repos ship signed binaries with auto-update manifests.


✦ The product platform (private)

Not in this org. Lives in a private monorepo. The customer-facing platform behind erp.ai is roughly:

Service Role
API gateway Centralized auth, routing, rate limiting in front of all product traffic.
Identity + permissions Per-tenant scopes, role assignment, audit. Delegates to agentsmith.
Agent runtime (v2) Operates the catalog of business apps end to end.
App UI Renders the post-login app surface across the full catalog.
App builder API Turns English specs into running apps. The runtime side of erpai-builder-skills.
Auth SDK (Next.js) Drop-in auth + ERPAI API client for apps deployed on hosted erp.ai.
Tenant config Custom-domain → app pinning, on-demand TLS, per-tenant configuration.
Audit log service Append-only event log of every privileged action.
Usage metering Per-tenant usage and billing telemetry.
Attachments File / blob storage with scoped access.
Snapshot Point-in-time captures of tenant state for forensics + rollback.
ITSM Support-ticket microservice.
Crawl service Web ingestion.
On-prem installer Self-hosted deployment of the full stack.

These services touch customer data and stay closed. The engine they delegate to is open here.


✦ Verticals

The engine is vertical-agnostic. The same smriti + karta + bija + flow stack delivers radically different products depending on which connectors run, which skills load, and which surfaces ship.

Vertical flow connects to Skills karta runs
Finance / ERP Postgres-backed ERPs (Odoo, ERPNext), SAP, Oracle EBS / Fusion, NetSuite, Microsoft Dynamics, QuickBooks journal entry review, AP automation, AR collections, FP&A narrative, month-end close, fixed-asset accounting, tax compliance
CRM / Sales Salesforce, HubSpot, Pipedrive lead enrichment, deal-risk triage, account research, quote drafting, CPQ, commissions, territory management
Support / Helpdesk Zendesk, Intercom, Freshdesk, ServiceNow ticket triage, response drafting, knowledge-base sync, SLA-breach prediction, omnichannel routing
ITSM / DevOps Linear, Jira, PagerDuty, GitHub incident triage, post-mortem drafting, runbook execution, change-risk scoring, CMDB sync
HR / Recruiting Workday, BambooHR, Greenhouse, Lever candidate screening, scheduling, offer-letter drafting, onboarding, performance reviews, LMS
Billing / Revenue Stripe, Chargebee, Recurly dunning, churn-risk scoring, refund triage, revenue recognition, subscription analytics
Procurement Coupa, Ariba, ERP modules vendor onboarding, PO matching, contract review, spend analysis, three-way match
Marketing / Growth Marketo, Customer.io, Iterable, Mixpanel campaign analysis, audience-segment generation, copy drafting, attribution modelling
Project / PSA Asana, Monday, Smartsheet, ERP modules project setup, resource planning, time-tracking review, project billing, portfolio rollup
Supply chain NetSuite, SAP IBP, Manhattan, internal WMS inventory reconciliation, demand planning, vendor management, three-way match, quality holds
Manufacturing SAP, Oracle, MES vendors BOM rollup, work-order routing, MRP runs, plant maintenance, change-order review
Healthcare Epic, Cerner, custom EMR claim coding, prior auth, scheduling, billing reconciliation, patient-portal triage

Every row is the same engine underneath. The product differences are: which connector flow runs (one row's worth), which skill bundle karta loads (one library), which interface ships (chat · dashboard · CLI · mobile).


✦ Roadmap

What's next per repo, drawn from each repo's goals.md / STATUS.md. Reading order is rough priority.

Storage tier

  • FFS — persistent HNSW; persistent schema across restarts; full cost-based DP planner.
  • cypher-rs — v0.11 plan-cardinality estimation refinement; v0.12 join-order DP planner.
  • vahini — TLS/auth handshake; vahini lag / vahini promote ops CLI; write backpressure.
  • bija — real candle inference (BAAI/bge-small-en-v1.5), held until first-customer demand.

Memory + ingest

  • smriti — property projection (blocked on FFS columnar read API); auth-token issuance via agentsmith (replacing the SQLite control plane).
  • flow — Postgres logical-replication connector (PR #4); then SAP, Oracle, NetSuite, Salesforce, Stripe, Zendesk, Linear connectors.

Agent runtime + audit

  • karta — call bija for embeddings inside smriti_append once bija PR #3 lands; broader skill catalog integration.
  • crucible — real SmritiSource (blocked on smriti property projection); replay-against-counterfactual proper.
  • agents — tighter coupling with processmind to run against live event streams.

Planned new repos

  • yantra — multi-agent orchestrator for workflows spanning more than one agent run (monthly close, 30+ agents, days of wall-clock, approvals, retries, hand-offs). Sketched, not built.
  • drishti — document understanding. Invoice / PO / contract extraction with structured output into smriti.
  • gauge — forecasting + anomaly. Demand forecasting, cash-flow prediction, anomaly detection over the same event graph.
  • lekhak — narrative / report generator. Auto-narrative for board decks, exec summaries, MD&A from the live event graph.

Intelligence

  • processmind — auth, full unit-test coverage (CI), FFS Python bindings.
  • pm-bench — outcome / conformance / bottleneck scorers.
  • pm-rag — real-trace evaluation; integration with processmind retrieval path.
  • GNN — streaming inference path; tighter pm-bench integration.

Code intelligence

  • codegraph — broader benchmark coverage; tighter functor integration for migrations.

Identity — agentsmith Phase 2 (Clerk-equivalence)

  • Organizations + RBAC.
  • Magic-link + OAuth social login (composing better-auth providers).
  • JWT issuance + JWKS endpoint.
  • Webhooks for sign-in / sign-up / token-mint events.
  • User-management UI in the SolidJS dashboard.
  • @agentsmith/sdk-rust and @agentsmith/sdk-ts for downstream consumers.
  • Code-audit agent (tree-sitter + semgrep as signed WASM rule packs).
  • Capability mediation; sigstore-distributed rule packs; KEK in OS keychain.

Master data + migration

  • voronoi — production review queues, recall metrics, integration with flow.
  • functor — full Phase 0-1 migration product: source profiling, mapping spec, dry-run, cutover, rollback.

Skills + MCP

  • skills — catalog growth toward 100+ vendor-neutral skills.
  • enterprise-skills — coverage parity with the live platform.
  • erpai-builder-skills — end-to-end "describe an app, ship a working app" loop.
  • skillcheck — v0.7 plugin system; richer rule library.
  • mcprec — broader transport coverage; CI integration patterns.

Agent UX

  • neo — multi-context UI (Krawler runtime mode + ERP•AI interactive mode); deeper MCP composition.
  • shruti — Zoom Meeting SDK + Google Meet direct integrations (currently blocked on vendor credentials).
  • erpai-cli — public source release once the CLI matches the gateway API.
  • erpai-pages-runtime — broader chart + table primitives.

Brand surfaces

  • erp.ai — broader vertical coverage following the order in the Verticals table; deeper agent-as-ops surface across each.
  • build.host — public launch with onboarding flows for Claude Code, Codex, Neo; pricing; per-account telemetry; cost governance.
  • krawler.com — organic-ramp seeding (agent activity spread across hours with varied cadences, not synchronized rounds); follow-graph onboarding; hiring marketplace expansion.

✦ Coverage map

What an AI-native enterprise stack needs, what we have, what's still in flight or planned.

Symbols: ✅ shipped · 🟡 partial / in flight · ⏳ planned · ◯ deliberately not building

Slot Status Repo / Note
Storage tier
Embedded graph + vector + columnar engine FFS
Storage-agnostic Cypher front-end cypher-rs
Managed memory service over the engine smriti
Streaming replication / HA vahini
Change-data-capture from operational sources 🟡 flow (Postgres connector first; ERP / SaaS / queue connectors planned)
Local embedding service 🟡 bija (model loader in flight)
Schema persistence across restarts blocked on FFS catalog persistence
Property projection in queries blocked on FFS columnar read API
Multi-region / multi-leader replication v2 — vahini is single-primary
Agent tier
Agent runtime (loop + audit) 🟡 karta
Skill catalogue (typed capability specs) skills
Production skill pack enterprise-skills
English-to-app builder skills 🟡 erpai-builder-skills
Deterministic replay / forensics 🟡 crucible
GNN-based ensemble agent 🟡 agents
Multi-agent orchestration / long workflows planned: yantra
Sandboxed tool execution (WASM) 🟡 shipped in agentsmith plugin sandbox; karta still runs tools in-process
Cost / token governance planned
Approvals / 4-eyes for sensitive actions planned (likely a karta skill type)
Intelligence tier
Process mining (graph-attention) processmind · GNN
Process-aware retrieval pm-rag
Open process-mining benchmark pm-bench
Code intelligence / graph RAG codegraph
Document understanding (invoices, POs, contracts) planned: drishti
Forecasting + anomaly detection planned: gauge
Narrative / report generation planned: lekhak
Voice / meeting capture 🟡 shruti
Identity tier
Auth + sessions + risk scoring agentsmith v3
Signed WASM plugin sandbox agentsmith (ed25519, wasmtime, fuel / memory caps)
AEAD storage of secrets agentsmith (XChaCha20-Poly1305 per-row DEK)
Orgs / RBAC / JWT issuance 🟡 agentsmith Phase 2 (Clerk-equivalence in flight)
Magic links / OAuth / passkeys 🟡 via better-auth providers, surfaced through agentsmith
User-management UI 🟡 SolidJS dashboard embedded in agentsmith; Phase 2 polish
Webhooks for auth events agentsmith Phase 2
Master data + migration
Entity resolution (vector-similarity) 🟡 voronoi (scaffold)
Legacy schema mapping copilot 🟡 functor (scaffold)
Migration replay / dry-run via crucible once SmritiSource lands
Interface tier
Natural-language CLI (analytics) clickr
Natural-language CLI (ERP data) 🟡 erpai-cli (releases; source public placeholder)
Local-first agent console (desktop) neo · neo-releases
LLM proxy for locked agent variant neo-proxy
Browser runtime for agent-generated pages erpai-pages-runtime
Meeting agent (Zoom / Meet) 🟡 shruti
Conversational UI (chat-with-agent) 🟡 inside neo; standalone web pending
Web dashboard / forms surface 🟡 inside the private platform
Mobile / offline planned
Email / Slack / Teams integration planned (likely karta skills + thin connector)
Distribution
Agent-friendly deploy host build-host*.build.host
Signed desktop binaries (3 OSes) neo-releases · erpai-cli-releases
Public web properties lab-sites
Marketplace
Professional network for AI agents krawler → krawler.com
Hiring / completions / signals inside krawler
Follow graph + reputation inside krawler
Operator tier
Per-tenant rate limits + quotas built into smriti
Audit log built into smriti
Per-request correlation header built into smriti (x-smriti-trace-id)
Prometheus metrics built into smriti, karta, agentsmith
Identity / SSO / SAML 🟡 agentsmith (Clerk-equivalence in flight)
Helm chart when production deploy is on the table
Quality tier
Integration test suites per service each service ships tests; ~1,850 across the org
CI on every push fmt + clippy + test + docker on Rust; ruff + pytest on Python; tsc + vitest on TS
Hourly public CI roll-up this README, refreshed by .github
Property-based + fuzz testing v2
Model evaluation harness 🟡 pm-bench for process mining; broader harness planned
Skill linter skillcheck
MCP server record/replay mcprec
What we're not building (for now)
A general-purpose vector DB smriti is agent-memory specific
An LLM gateway / proxy use LiteLLM / Ollama / direct
A data warehouse use ClickHouse / DuckDB / Snowflake
Our own foundation model not the bet

✦ What we believe

  • Local-first. The model goes where the data is. Cloud round-trips are an admission of failure, not a feature.
  • Typed contracts. Schema enforced at the storage boundary, not in an application layer above. Errors caught at compile, not in production.
  • Composable skills. Every business process is a skill. Skills compose. Skills ship in less than an hour.
  • Agents that do work. Tool-loop, typed permissions, real outcomes. Not chat-only demos.
  • Audit trail by construction. Every step writes events with lineage. Forensics is a query, not a feature request.
  • One language down the stack where it matters. Rust through storage, memory, and runtime; Python where the ML lives; TypeScript at the UX edge.
  • Open at the engine. What customers depend on is private; what builders need is open.

✦ Why Sanskrit names

You'll see Sanskrit across the engine: smriti (memory), karta (the doer), vahini (the flowing channel), bija (the seed), yantra (the engine), drishti (vision), lekhak (writer). Each name is the precise word for the role — smriti means "that which is remembered," and smriti the service is exactly that. The other naming threads:

  • FFS — Fast File Store. Literal. Also the only acronym in the stack.
  • flow, crucible, gauge, functor — English words for their function: change-flow into memory, replay-and-test, forecast-and-measure, schema-to-schema mapping.
  • neo, clickr, shruti — short product names. neo is the agent we expect to be the default desktop client.
  • krawler — the network: agents crawl each other's work. Branded with a k because the c- was taken.
  • agentsmith — the auth platform, named for the work it does: minting and managing agent identities.
  • codegraph, voronoi, pm-bench, pm-rag — descriptive. The Python repos lean technical-direct.

✦ CI status — refreshed hourly

A live roll-up of the public org surface area so an agent (or human) opening this page each morning can see what's tested, what's running, and what's red. The window is "since 00:00 UTC today." Refreshed every hour by refresh-status.yml. Private-repo status is tracked internally and excluded here so this page stays useful to anyone passing through.

Last refreshed: 2026-05-13 07:19 UTC. Window: runs created since 00:00 UTC today (2026-05-13T00:00:00Z).

Repo Tests Runs today ✅ pass ❌ fail ⚠️ other
GNN 110 0 0 0 0
clickr 46 0 0 0 0
cypher-rs 130 0 0 0 0
erpai-cli 0 0 0 0
erpai-cli-releases 0 0 0 0
erpai-pages-runtime 0 0 0 0
mcprec 80 0 0 0 0
neo-releases 0 0 0 0
pm-bench 232 0 0 0 0
pm-rag 77 0 0 0 0
skillcheck 77 0 0 0 0
skills 0 0 0 0
Total 752 (across 7 badged repos) 0 0 0 0

"Other" covers cancelled / skipped / in-progress / neutral runs. "Tests" is read from each repo's README tests-N passing badge — repos without a badge show .


✦ Get in touch

San Francisco

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