Prueba

La prueba, en el centro — medida, con fuente y fecha.

Un solo comando reproduce una reducción mediana del 69,1 % de tokens en 7 repos reales (1.157 archivos). Abajo: la metodología, las salvaguardas de calidad por repo, una calculadora de ROI impulsada por la mediana en vivo, una muestra de piloto anonimizada y un límite honesto donde el benchmark de agente de extremo a extremo aún se está midiendo.

Prueba medidaíndice → búsqueda → contexto

Reprodúcela tú mismo

Un comando, toda la prueba.

Ejecútalo en tu propio repo. El mismo JSON alimenta esta página, así que los números nunca pueden desviarse de lo que midas.

aindex autopilot "fix billing login bug" --json
aindex pilot --repos repo1 repo2 repo3 --pdf --json
ai-indexer-mcp proof --repo ~/Documents/matchr --json

Abrir JSON crudo

−69.1%reducción mediana de tokens (medida)

Mediana en 7 bases de código reales (1,157 archivos).

updated 2 days agobf25a0c

Fuente: public/assets/benchmarks.json

−69.1%menos tokens por tarea (mediana)

≈3.2× smallerfocused capsule vs reading the full files

25 msconsulta de contexto mediana

84central-symbol tasks measured across 7 repos

Metodología

Cómo se mide la reducción.

For each repo, the top-12 symbols by PageRank are used as tasks. Baseline = full source of the files containing the search hits (what an agent opens). Capsule = AIndex focused context at a 32k-token budget. Reduction = 1 − capsule/baseline (median).

Proyecto	Archivos	Tokens ahorrados	Consulta	Control de calidad
AiIndexer	355	−77.5%	121 ms	ok
matchr	258	−75.6%	169 ms	ok
monsite	193	−70.1%	25 ms	ok
vouch	150	−59.2%	22 ms	ok
vps-dashboard	94	−69.1%	66 ms	ok
tally	55	−54.2%	13 ms	ok
loop	52	−58.1%	14 ms	ok
Total / mediana	1,157	−69.1%	25 ms	ok

AiIndexerArchivos355Tokens ahorrados−77.5%Consulta121 ms

matchrArchivos258Tokens ahorrados−75.6%Consulta169 ms

monsiteArchivos193Tokens ahorrados−70.1%Consulta25 ms

vouchArchivos150Tokens ahorrados−59.2%Consulta22 ms

vps-dashboardArchivos94Tokens ahorrados−69.1%Consulta66 ms

tallyArchivos55Tokens ahorrados−54.2%Consulta13 ms

loopArchivos52Tokens ahorrados−58.1%Consulta14 ms

Reducción de tokens = cápsula de contexto enfocada de AIndex vs leer al completo los archivos que contienen los resultados, medida sobre los símbolos más centrales de cada repositorio con un presupuesto de 32k. La prueba también comprueba la calidad de compresión: top hit incluido, cobertura de mejores símbolos y cobertura de archivos candidatos.

Calculadora de ROI

Estima el ahorro — desde la mediana en vivo, nunca un número fijo.

Solo la parte de lectura de contexto de cada tarea recibe la reducción medida. Todas las suposiciones se muestran; el resultado es una estimación, no una factura.

DEMO

DevelopersAgent tasks / dev / dayPrice per 1M input tokens ($)

$63estimated saved / month

$752estimated saved / year

20,895,840context tokens avoided / month

Assumptions (all editable in the math, none hidden)

Measured median context reduction: 69.1% — read dynamically from public/assets/benchmarks.json, applied only to the context-reading tokens.
~30,000 input tokens per agent task, 60% of which is code-context reading.
21 working days per month.

This is an estimate, not a measured invoice saving. Only the context-reduction percentage is benchmarked; token-per-task, context share and pricing are your inputs/assumptions. Real savings depend on your repos, agents and prompt mix.

Límite honesto

Benchmark de agente de extremo a extremo.

Mide una tarea de agente completa (pass@1) entre AIndex / vexp / baseline — distinto del benchmark de reducción de tokens de arriba.

En proceso de medición

Aún no se muestra ningún número aquí. Hasta que se publique una campaña real, este bloque permanece vacío por política en lugar de inventar un valor.

La metodología y el estado viven en web/public/assets/agent-benchmark.json · status=template

Muestra pública de piloto

Un informe de piloto anonimizado que puedes inspeccionar.

Un piloto de dogfood, anonimizado y solo metadatos — sin código fuente bruto. La misma forma que recibe un comprador, sin los datos del cliente.

SAMPLE

Procedencia de la muestrasample · dogfood, anonymized

updated 2 days agobf25a0c

Repos analizados3anonimizado

Recorte de contexto medio69.1%cifra de muestra

No rawenforcedfuente excluida

Abrir JSON de muestra Export PDF

Tareas de ejemploDemo preview

Fix authentication redirect loop

8 file/symbol pivots, 3 tests, 2 risk zones — capsule replaced reading the full auth module.

Add idempotency to the billing webhook

6 pivots across handler + store, 4 tests, 1 risk zone.

Riesgos detectados

medium - Untested webhook retry path - add an idempotency test before rollout
low - Mixed logging conventions across services - normalize during onboarding

Despliegue recomendado

Roll out to the two highest-traffic repos first; both clear the quality gate.
Wire the MCP server into the default agent profile to close the adoption gap.
Publish this JSON/PDF bundle as the procurement proof artifact; keep raw source out by default.

Report provenanceDemo preview

Shapepreview-pilot-reportweb normalized

Hashnot observedraw hidden

No rawenforcedsource excluded

Acepta la salida CLI nativa de aindex pilot --json.

Paquete de exportación para el compradorJSON + PDF

Artifact

`pilot-report.pdf`

Artifact

`pilot-report.json`

Artifact

`roi-summary.json`

Artifact

`adoption-checks.json`

Artifact

`governance-audit.json`

Artifact

`sourcegraph-parity-checklist.json`

Despliegue recomendado

Start with Pro for local Autopilot and Context Packs.
Move to Team when PR Packs, Team Shared Index and ROI Dashboard are used by reviewers.
Use Enterprise if RBAC, audit exports, policy firewall or air-gapped operation are required.

Runtime feature proof

Feature discovery is backed by metadata-only runtime evidence.

Public pages default to preview data. When a local SQLite, JSON or cloud summary is explicitly allowed, the same registry shows which workflows have been observed without exposing raw source.

0/26observed workflowsDemo preview, not runtime observed

0evidence item(s)no raw source included

26registered workflowsFeature Registry feeds web, CLI, MCP, dashboard, setup and VSCode.

4status fieldsEnabled, available, observed and buyer grade stay separate on public pages.

Feature visibility checklist

Proof stays attached to the full master plan.

Token reduction is the engine signal. The proof page also keeps Autopilot, Context Packs, cache-aware context, adoption, waste, governance, Team Index, PR packs, Batch Autopilot, Insights and Sourcegraph parity visible.

Agent Cost AutopilotBeta

Agent Cost Autopilot

Budgeted plan before the agent starts reading.

Surface: CLI, MCP context, dashboard, pilot report
Buyer-safe status: Beta · Pilot-grade
Runtime: preview only

Context PacksBeta

Context Packs

Graph-ranked task packs with hashes, cache classes and exact anchors.

Surface: CLI pack, MCP links, PR Pack, dashboard timeline
Buyer-safe status: Beta · Pilot-grade
Runtime: preview only

Cache-Aware ContextFoundation

Cache-Aware Context

Stable and volatile context are separated so cache behavior is visible.

Surface: Autopilot, benchmarks, ROI dashboard, pilot report
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Proof / ROI DashboardBeta

Proof / ROI Dashboard

Tokens avoided, cost saved, time saved and predicted vs observed proof.

Surface: Dashboard, Pilot PDF, pricing, procurement export
Buyer-safe status: Beta · Pilot-grade
Runtime: preview only

Loop KillerFoundation

Agent Loop Killer

Repeated reads, ignored packs and loop recovery actions are surfaced.

Surface: CLI waste, dashboard waste table, MCP status, monitors
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Adoption DetectorFoundation

Agent Adoption Detector

Configured agents are checked against recent MCP usage.

Surface: Setup success, dashboard alerts, IDE sidebar, pilot report
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Deep SearchFoundation

Deep Search

Budgeted multi-step research returns citations and a stop condition.

Surface: CLI deep-search, MCP context, saved queries, dashboard evidence
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Sourcegraph parityFoundation

Sourcegraph Parity Layer

Parity language is explicit while Sourcegraph-class claims stay gated.

Surface: Compare Sourcegraph, pricing, pilot report, benchmarks
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Team Shared IndexFoundation

Team Shared Index

One commit-addressed team index with freshness and local fallback.

Surface: Team index status, dashboard, CI, MCP status
Buyer-safe status: Foundation · Foundation
Runtime: preview only

PR Context PackFoundation

PR Context Pack

Changed files, blast radius, tests, owners and risk gate are packaged.

Surface: CI artifact, dashboard PR packs, GitHub/GitLab comment
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Governed ContextFoundation

Governed Context

RBAC, redaction, denied paths and audit exports stay visible.

Surface: Governance audit, Enterprise policy, monitors, pilot report
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Pilot ReportFoundation

Pilot Report

Buyer-ready report with baseline, examples, risks and rollout tier.

Surface: CLI pilot, PDF export, dashboard, compare pages, pricing
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Batch AutopilotFoundation

Batch Autopilot

Dry-run migration plan with rollout gate before PR creation.

Surface: CLI batch-autopilot, dashboard batch runs, owners, PR metadata
Buyer-safe status: Foundation · Foundation
Runtime: preview only

InsightsFoundation

Insights & Monitoring

Saved query snapshots become trends instead of one-off searches.

Surface: Dashboard insights, saved queries, pilot report
Buyer-safe status: Foundation · Foundation
Runtime: preview only

MonitoringFoundation

Insights & Monitoring

Pattern alerts and threshold checks are explicit product surfaces.

Surface: Monitors, CI output, webhooks, governance alerts
Buyer-safe status: Foundation · Foundation
Runtime: preview only

OwnershipFoundation

Ownership & Blast Radius

Likely owners and affected tests are attached to risky changes.

Surface: PR Pack, Batch Autopilot, dashboard, IDE current diff
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Feature DiscoveryFoundation

VS Code, CLI and MCP Surfaces

No workflow ships as a hidden command or undocumented MCP action.

Surface: Feature registry, setup success, dashboard, docs, pricing
Buyer-safe status: Foundation · Foundation
Runtime: preview only

VSCodeFoundation

VS Code, CLI and MCP Surfaces

IDE actions mirror the same registry used by CLI, MCP and web.

Surface: VS Code sidebar and command palette
Buyer-safe status: Foundation · Foundation
Runtime: preview only

CLIFoundation

VS Code, CLI and MCP Surfaces

Commands expose the same feature names, statuses and JSON contracts.

Surface: aindex features, status, context, pack and workflow commands
Buyer-safe status: Foundation · Foundation
Runtime: preview only

MCPFoundation

VS Code, CLI and MCP Surfaces

Five tools route advanced actions without schema bloat.

Surface: context, search, navigate, status and remember
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Advanced Code NavigationFoundation

Advanced Code Navigation

architecture, dead-code, smells, audit, duplicates, implementations, type-hierarchy, map and rules are one router.

Surface: MCP navigate, CLI, docs, dashboard, architecture overview
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Cross-Session MemoryFoundation

Cross-Session Memory

Observations and run outcomes persist and are recalled across sessions, stored locally.

Surface: MCP remember, CLI, docs, dashboard, agent sessions
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Batch Search ToolsFoundation

Batch Search Tools

search action=batch groups related queries under one budget to cut round-trips.

Surface: MCP search, CLI, docs, dashboard, saved queries
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Self-Hosted & Air-GappedFoundation

Self-Hosted & Air-Gapped

Local SQLite index, no-network mode and metadata-only exports prove zero egress.

Surface: Security, Enterprise policy, CLI doctor, docs, dashboard
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Code Graph ExportFoundation

Code Graph Export

SCIP/LSIF interop and native full-fidelity .aig export/import keep the graph portable.

Surface: CLI scip, CLI graph, docs, dashboard, interop
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Auto-WikiFoundation

Auto-Wiki

A deterministic, metadata-only code wiki is rendered from the live graph with signatures and flows but no raw source.

Surface: CLI wiki, MCP navigate, docs, dashboard, architecture overview
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Change CouplingFoundation

Change Coupling

Git co-change pairs surface coupled neighbors a static dependency graph misses.

Surface: CLI context, MCP context, docs, dashboard, PR Pack
Buyer-safe status: Foundation · Foundation
Runtime: preview only

One-Call Context PipelineFoundation

One-Call Context Pipeline

One context call returns capsule, impact, memory recall and change-coupling together.

Surface: CLI context, MCP context, docs, dashboard, agent sessions
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Enterprise Access ControlFoundation

Enterprise Access Control

RBAC, SSO and SCIM are Enterprise entitlements enforced through governance policy.

Surface: Enterprise policy, governance audit, security, pricing, docs
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Codebase AtlasFoundation

Codebase Atlas

A deterministic, metadata-only system model, drift report and ranked risk board for any AI-built repo.

Surface: CLI understand, MCP status, Studio Atlas home, dogfood page, docs
Buyer-safe status: Foundation · Foundation
Runtime: preview only

Buyer surfaces

Billing, security, benchmarks and pricing have explicit guardrails.

These surfaces support the feature story without turning foundations into shipped enterprise claims.

Feature registryLive

Every master-plan workflow is named, linked, tiered and tied to runtime feature proof.

The registry is generated from the same source used by pricing, dashboard, setup and MCP status.

Open surface

ROI DashboardFoundation

Autopilot runs, PR packs, team index freshness, adoption, waste, insights, monitors and governance are visible as one command center.

Demo preview and observed data stay clearly separated, with metadata-only runtime evidence.

Open surface

PricingLive

Plan tiers map to named workflows with runtime observed/available kept separate.

No plan page should imply Sourcegraph-class parity for foundation workflows.

Open surface

BillingFoundation

Checkout and portal paths are visible, with readiness gates and support fallback.

Billing is presented as guarded until live-sales readiness confirms checkout.

Open surface

SecurityFoundation

Local-first source posture, redaction, audit and Governed Context are connected.

Security copy stays metadata-only and avoids claiming hosted source indexing.

Open surface

BenchmarksLive

Public benchmark data is tied back to cache-aware context and pilot proof.

Benchmark pages distinguish measured local runs from positioning claims.

Open surface

Compare SourcegraphFoundation

Search, graph, Deep Search, Batch, Insights, Monitoring, Ownership, governance and ROI are mapped to registry-backed workflows.

The page names parity expectations while keeping Sourcegraph-class claims gated by availability and runtime evidence.

Open surface

Compare Cursor/CodyFoundation

AiIndexer is presented as the neutral MCP context layer under Cursor, Cody and other assistants.

The comparison avoids replacing IDE assistants; it focuses on shared packs, adoption checks, governance and ROI proof.

Open surface

Pilot reportFoundation

Autopilot, packs, adoption, governed context, team index, Sourcegraph parity and pricing recommendations become one buyer artifact.

Observed pilot inputs stay metadata-only, with demo preview clearly separated from real report data.

Open surface

Flujos de prueba

La prueba se convierte en evidencia de venta cuando el run del agente se mide de extremo a extremo.

Estas funciones convierten la reducción de tokens en coste evitado, evidencia de adopción, estabilidad de caché y una exportación de piloto lista para el comprador.

ProFoundation

Cache-Aware Context

Order context so prompt caching can actually hit.

The buyer sees that AiIndexer reduces tokens and protects prompt-cache hit rate at the same time.

aindex cache "refactor auth callbacks" --jsonSee feature

TeamBeta

Proof / ROI Dashboard

Show tokens avoided, cost saved, time saved and wasted reads.

Management gets numbers it can forward: tokens avoided, cost saved, time saved and loops killed.

aindex roi --jsonSee feature

ProFoundation

Agent Loop Killer

Detect repeated reads, ignored packs and failing-test loops.

The dashboard catches the exact behavior teams complain about: repeated reads and tests without progress.

aindex waste --ingest agent-session.jsonl --source codex --jsonSee feature

ProFoundation

Agent Adoption Detector

Verify Codex, Claude Code, Cursor, Windsurf, VS Code, Zed, Copilot and Amp really call MCP.

Install success stops being a guess because every agent is checked against real MCP usage.

aindex adoption --repair --jsonSee feature

TeamFoundation

Pilot Report

Generate a 30-minute report on the customer's real repos.

Sales can prove ROI on the customer's code before procurement turns the conversation into belief.

aindex pilot --repos repo1 repo2 repo3 --pdf --json --json-output pilot-report.jsonSee feature

TeamFoundation

Sourcegraph Parity Layer

Cover the indispensable code intelligence workflows, then win on agent ROI.

The buyer recognizes the enterprise checklist, then sees AiIndexer win on agent cost proof.

aindex features --jsonSee feature

Más allá del contexto

AIndex hace mucho más que recuperar contexto.

El mismo núcleo de grafo-contexto, más una capa completa de auditoría y analytics que vexp no ofrece. Según las funciones anunciadas por vexp (vexp.dev).

Capacidad	AIndex	vexp
Cápsula de contexto graph-aware	✓	✓
Análisis de impacto / blast-radius	✓	✓
Memoria persistente entre sesiones	✓	✓
Trazado del camino de ejecución	✓	✓
Detección de código muerto	✓	—
Detección de código duplicado	✓	—
Code smells y auditorías	✓	—
Encuentra tu código más crítico	✓	—
Analytics de ahorro de tokens	✓	—
Licencia offline / air-gapped	✓	—

Cápsula de contexto graph-awareAIndex✓vexp✓

Análisis de impacto / blast-radiusAIndex✓vexp✓

Memoria persistente entre sesionesAIndex✓vexp✓

Trazado del camino de ejecuciónAIndex✓vexp✓

Detección de código muertoAIndex✓vexp—

Detección de código duplicadoAIndex✓vexp—

Code smells y auditoríasAIndex✓vexp—

Encuentra tu código más críticoAIndex✓vexp—

Analytics de ahorro de tokensAIndex✓vexp—

Licencia offline / air-gappedAIndex✓vexp—

Cifras de vexp: vexp.dev y el repo vexp-swe-bench (también reportan 73% de pass@1 en SWE-bench, y soportan más lenguajes/agentes). Las metodologías difieren — un cara a cara en el mismo banco está en la hoja de ruta. · vexp.dev

Comparativa

Pegar código en un chat no es una estrategia de contexto.

AIndex no es otro chat. Es la capa de contexto local que entrega a tu agente actual exactamente el código conectado que cada tarea necesita.

Cómo das contexto hoy	Ventaja	Inconveniente	Con AIndex
Copiar y pegar a mano	Rápido para una sola línea	Se pierde todo lo que el código conecta	Devuelve el código conectado automáticamente.
Búsqueda por palabra clave / texto	Encuentra cadenas	Ignora cómo está conectado el código	Ordena por el grafo de dependencias, no solo por el texto.
Índice de código en la nube	Centralizado	Sube tu código a un servidor	Permanece 100 % local por defecto.
Volcar archivos enteros	Fácil	Satura la ventana de contexto (20–50k tokens)	Envía una cápsula por niveles — normalmente 4–8k tokens.
RAG por embeddings (búsqueda vectorial)	Recuerdo «semántico»	Coincidencias difusas; sin grafo real de llamadas	Clasifica con el grafo real de dependencias y muestra el impacto — no solo similitud.
«Ir a definición» del IDE	Saltos precisos	Un símbolo a la vez; sin contexto a nivel de tarea	Ensambla toda la cápsula de la tarea en una sola llamada MCP.
Otros indexadores de código MCP	Contexto clasificado, local	Suelen limitar las llamadas diarias y dejar las herramientas de grafo (llamadores, impacto) de pago; su «semántica» es un simple TF-IDF/palabras clave	Navegación de grafo — referencias, llamadores, impacto — incluida en Free. Llamadas ilimitadas. Resultados exactos resueltos por el grafo.
Búsqueda manual de referencias	Funciona en tu IDE	Tu agente de IA no puede hacerlo — recurre a grep (omite llamadas indirectas, marca comentarios/cadenas)	Da al agente Buscar-todas-las-referencias, llamadores/llamados e ir-a-la-definición con file:line exacto.

Copiar y pegar a manoVentajaRápido para una sola líneaInconvenienteSe pierde todo lo que el código conectaCon AIndexDevuelve el código conectado automáticamente.

Búsqueda por palabra clave / textoVentajaEncuentra cadenasInconvenienteIgnora cómo está conectado el códigoCon AIndexOrdena por el grafo de dependencias, no solo por el texto.

Índice de código en la nubeVentajaCentralizadoInconvenienteSube tu código a un servidorCon AIndexPermanece 100 % local por defecto.

Volcar archivos enterosVentajaFácilInconvenienteSatura la ventana de contexto (20–50k tokens)Con AIndexEnvía una cápsula por niveles — normalmente 4–8k tokens.

RAG por embeddings (búsqueda vectorial)VentajaRecuerdo «semántico»InconvenienteCoincidencias difusas; sin grafo real de llamadasCon AIndexClasifica con el grafo real de dependencias y muestra el impacto — no solo similitud.

«Ir a definición» del IDEVentajaSaltos precisosInconvenienteUn símbolo a la vez; sin contexto a nivel de tareaCon AIndexEnsambla toda la cápsula de la tarea en una sola llamada MCP.

Otros indexadores de código MCPVentajaContexto clasificado, localInconvenienteSuelen limitar las llamadas diarias y dejar las herramientas de grafo (llamadores, impacto) de pago; su «semántica» es un simple TF-IDF/palabras claveCon AIndexNavegación de grafo — referencias, llamadores, impacto — incluida en Free. Llamadas ilimitadas. Resultados exactos resueltos por el grafo.

Búsqueda manual de referenciasVentajaFunciona en tu IDEInconvenienteTu agente de IA no puede hacerlo — recurre a grep (omite llamadas indirectas, marca comentarios/cadenas)Con AIndexDa al agente Buscar-todas-las-referencias, llamadores/llamados e ir-a-la-definición con file:line exacto.

Honesto por defecto

Cada número remite a un comando.

Cada benchmark lo genera el binario en una ejecución local — tamaño del repositorio, símbolos, aristas y velocidad de reindexación, sin retocar nada a mano.

aindex autopilot "fix billing login bug" --json
aindex pilot --repos repo1 repo2 repo3 --pdf --json
aindex roi --json
aindex features --json
ai-indexer-mcp proof --repo ~/Documents/matchr --json

Abrir JSON crudo

Última ejecución

El JSON exacto, directo desde la herramienta.

Loading benchmark data…

Límites honestos

Lo que estos números dicen y lo que no.

Son tiempos locales de indexación y reindexación en una sola máquina, no un benchmark alojado. Tus cifras dependen del tamaño del repositorio, la mezcla de lenguajes y la velocidad del disco — ejecuta el comando sobre tu propio código para ver números reales.

No hidden features

Feature discovery is a product system, not a page.

The same registry has to surface in setup, CLI, MCP status, dashboard, docs, pricing, release notes and IDE actions so users cannot miss the value they already installed.

Setup success

Run Autopilot, Generate PR Pack, Check Adoption, Run Pilot Report, Open ROI Dashboard

The first successful install immediately points users to money-saving workflows.

Feature registry

Name, punchline, problem, command, MCP action, plan, maturity, proof and outcomes

Marketing, docs, pricing, setup, dashboard and release notes share the same product truth.

CLI

autopilot, pack, cache, deep-search, pr-pack, team-index, pilot, adoption, waste, governance, batch, insights, monitors, ownership

Users can discover and run workflows without reading MCP schemas or source code.

MCP

context, search, navigate, status and remember route every advanced action internally

The surface stays at five tools while still exposing enterprise workflows.

Dashboard

ROI cards, run timeline, PR packs, team index, adoption alerts, waste, insights, monitors, batch runs, governance audit

The buyer sees savings and governance evidence instead of a generic search console.

IDE

Autopilot, Pack, Cache, Deep Search, PR Pack, Loop Killer, Adoption, Team Index, ROI, Governance, Pilot, Insights, Monitoring, Batch, Ownership, Blast Radius

Agents and developers see the same actions where coding work happens.

Setup success screen

After install, the product should push users into value immediately.

These are the first five actions that make the platform visible before users forget the MCP exists.

Setup action

Run Autopilot

Shows naive tokens, optimal pack, risks, tests and do-not-read paths.

aindex autopilot "fix billing login bug" --json

MCP: context action=autopilot task="fix billing login bug"

Setup action

Generate PR Pack

Turns review into files touched, blast radius, owners, tests, risks and publish-safe comment metadata.

aindex pr-pack --pr 42 --repo owner/name --provider github --publish-comment --dry-run --json

MCP: context action=pr-pack pr=42 repo=owner/name

Setup action

Check Adoption

Confirms each agent is configured and actually calling MCP.

aindex adoption --repair --json

MCP: status detail=adoption

Setup action

Run Pilot Report

Creates JSON/PDF management proof with provenance, no raw source, savings, adoption, risk and recommendations.

aindex pilot --repos web api billing --pdf --json --output aindex-pilot-report.pdf --json-output pilot-report.json

MCP: status detail=pilotPreview: AINDEX_PILOT_REPORT_PATH=./pilot-report.json AINDEX_PILOT_REPORT_PUBLIC_OBSERVED=1 npm --prefix web run dev

Setup action

Open ROI Dashboard

Displays observed savings, waste findings, team index state and governance audit.

aindex roi --json

MCP: status detail=roi

Feature discovery

Proof is the sales wrapper around the platform.

Autopilot, Context Packs, Adoption Detector, Waste Analyzer, Team Shared Index, Governed Context and ROI Dashboard all become visible in one proof page. Pilot Report included.

View all features

Autopilotpreview only

Agent Cost Autopilot

Give the agent a budgeted plan before it starts reading.

The first response tells the team how much context the agent would have burned and what it should read instead.

Naive context, required pack, savings, risk zones, files to read, files to avoid.

Pro · Beta · Pilot-grade · naive_tokens + required_pack_tokensEnabled: yes · Available: yes · Observed: no · Grade: Pilot-grade

Contextpreview only

Context Packs

Graph-aware task packs with exact symbol anchors, deps, tests, risks and cache classes.

A task becomes a reusable artifact that agents, CI and reviewers can consume without reconstructing context.

Each item carries fqn, path, line range, graph-aware reason, rank, token estimate, hash and cache class.

Pro · Beta · Pilot-grade · pack_items + fqnEnabled: yes · Available: yes · Observed: no · Grade: Pilot-grade

Contextpreview only

Cache-Aware Context

Order context so prompt caching can actually hit.

The buyer sees that AiIndexer reduces tokens and protects prompt-cache hit rate at the same time.

stable_tokens, volatile_tokens and cache_hit_estimate become first-class metrics.

Pro · Foundation · Foundation · stable_tokens + volatile_tokensEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Proofpreview only

Proof / ROI Dashboard

Show tokens avoided, cost saved, time saved and wasted reads.

Management gets numbers it can forward: tokens avoided, cost saved, time saved and loops killed.

Predicted vs observed savings, top repos, top agents, loops and export-ready summary.

Team · Beta · Pilot-grade · tokens_avoided + cost_savedEnabled: yes · Available: yes · Observed: no · Grade: Pilot-grade

Wastepreview only

Agent Loop Killer

Detect repeated reads, ignored packs and failing-test loops.

The dashboard catches the exact behavior teams complain about: repeated reads and tests without progress.

Findings include ingested agent transcripts, repeated files, ignored MCP, repeated tests and suggested next calls.

Pro · Foundation · Foundation · loop_findings + wasted_readsEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Adoptionpreview only

Agent Adoption Detector

Verify Codex, Claude Code, Cursor, Windsurf, VS Code, Zed, Copilot and Amp really call MCP.

Install success stops being a guess because every agent is checked against real MCP usage.

Reports configured yes/no, last MCP call, likely issue and idempotent repair command.

Pro · Foundation · Foundation · agent + configuredEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Teampreview only

Team Shared Index

One team index per commit instead of every dev indexing the same repo.

A CTO sees one commit-addressed index serving the team instead of every developer re-indexing locally.

Fresh/stale status, commit SHA cache, team ROI report and fallback to local if the server is unavailable.

Team · Foundation · Foundation · commit_sha + freshnessEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Reviewpreview only

PR Context Pack

Every PR gets provider-fetched changed files, blast radius, tests, owners and risks.

Reviewers get changed files, blast radius, tests, owners and sensitive risks before opening the diff.

Metadata-only provider context from gh/glab when available, CI artifact, review gate decision and optional GitHub/GitLab comment with reviewer summary.

Team · Foundation · Foundation · changed_files + provider_contextEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Governancepreview only

Governed Context

RBAC, redaction, audit logs and policy filters for agent context.

Security can prove which agent asked for which context and which paths were denied or redacted.

Audit log: agent, repo, request, pack, files, policy decision, redaction status and metadata-only export.

Enterprise · Foundation · Foundation · subject + policy_idEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Sales proofpreview only

Pilot Report

Generate a 30-minute report on the customer's real repos.

Sales can prove ROI on the customer's code before procurement turns the conversation into belief.

Files, symbols, reduction estimate, risks, adoption and baseline comparison.

Team · Foundation · Foundation · repos_scanned + symbols_mappedEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Searchpreview only

Deep Search

Iterative local research with evidence, citations and a stop condition.

Complex code questions become budgeted research with citations instead of another open-ended search loop.

Steps, evidence, citations, budget used and no-loop stop condition.

Pro · Foundation · Foundation · steps + evidenceEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Change managementpreview only

Batch Autopilot

Plan multi-repo changes with an enterprise rollout gate before opening PRs.

Teams get Sourcegraph-style migration planning without surprise PR storms or opaque rollout cost.

Repos touched, candidate patches, tests, owners, risks, PR metadata and a metadata-only rollout gate with CI conclusion.

Team · Foundation · Foundation · target_repos + candidate_changesEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Governancepreview only

Insights & Monitoring

Saved queries, trends and monitors for smells, deprecated APIs and token waste.

Saved searches become weekly signals for deprecated APIs, risky files, token waste and agent adoption.

Snapshots, trends, alerts and CI/webhook output.

Team · Foundation · Foundation · saved_query + snapshotEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Reviewpreview only

Ownership & Blast Radius

Resolve owners and show what a change can break.

Every risky change can name likely owners, downstream impact and the tests that protect it.

CODEOWNERS, git blame, path rules and team mapping feed PR packs and governance.

Team · Foundation · Foundation · owners + affected_symbolsEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Competitivepreview only

Sourcegraph Parity Layer

Cover the indispensable code intelligence workflows, then win on agent ROI.

The buyer recognizes the enterprise checklist, then sees AiIndexer win on agent cost proof.

Search, navigation, Deep Search, Batch, Insights, Monitoring, Ownership, permissions and API surfaces.

Team · Foundation · Foundation · parity_rows + wedge_rowsEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Adoptionpreview only

VS Code, CLI and MCP Surfaces

The same structured JSON powers CLI, MCP tools and IDE sidebars.

Every feature appears where agents are actually used: setup, CLI, MCP status, dashboard and IDE.

Feature registry feeds docs, CLI, MCP, dashboard, setup success and VS Code sidebar.

Free · Foundation · Foundation · feature_id + commandEnabled: yes · Available: yes · Observed: no · Grade: Foundation

Navigationpreview only

Advanced Code Navigation

Architecture overview, dead code, smells, audit, duplicates, implementations, type hierarchy, map and rules in one router.