Workflows
Choisissez AIndex selon ce que vous devez prouver.
Chaque workflow, c’est un problème, une commande à copier-coller, le chiffre de preuve derrière et le tier requis — sans feature cachée ni action MCP enfouie.
Master plan coverage
Every master-plan workflow is present before the full registry.
The focused ledger keeps buyer-critical workflows, agent surfaces and enterprise controls discoverable instead of buried in the broader catalog.
Agent Cost Autopilot
Give the agent a budgeted plan before it starts reading.
Budgeted plan before the agent starts reading.
Context Packs
Graph-aware task packs with exact symbol anchors, deps, tests, risks and cache classes.
Graph-ranked task packs with hashes, cache classes and exact anchors.
Cache-Aware Context
Order context so prompt caching can actually hit.
Stable and volatile context are separated so cache behavior is visible.
Proof / ROI Dashboard
Show tokens avoided, cost saved, time saved and wasted reads.
Tokens avoided, cost saved, time saved and predicted vs observed proof.
Loop Killer
Detect repeated reads, ignored packs and failing-test loops.
Repeated reads, ignored packs and loop recovery actions are surfaced.
Adoption Detector
Verify Codex, Claude Code, Cursor, Windsurf, VS Code, Zed, Copilot and Amp really call MCP.
Configured agents are checked against recent MCP usage.
Deep Search
Iterative local research with evidence, citations and a stop condition.
Budgeted multi-step research returns citations and a stop condition.
Sourcegraph parity
Cover the indispensable code intelligence workflows, then win on agent ROI.
Parity language is explicit while Sourcegraph-class claims stay gated.
Team Shared Index
One team index per commit instead of every dev indexing the same repo.
One commit-addressed team index with freshness and local fallback.
PR Context Pack
Every PR gets provider-fetched changed files, blast radius, tests, owners and risks.
Changed files, blast radius, tests, owners and risk gate are packaged.
Governed Context
RBAC, redaction, audit logs and policy filters for agent context.
RBAC, redaction, denied paths and audit exports stay visible.
Pilot Report
Generate a 30-minute report on the customer's real repos.
Buyer-ready report with baseline, examples, risks and rollout tier.
Batch Autopilot
Plan multi-repo changes with an enterprise rollout gate before opening PRs.
Dry-run migration plan with rollout gate before PR creation.
Insights
Saved queries, trends and monitors for smells, deprecated APIs and token waste.
Saved query snapshots become trends instead of one-off searches.
Monitoring
Saved queries, trends and monitors for smells, deprecated APIs and token waste.
Pattern alerts and threshold checks are explicit product surfaces.
Ownership
Resolve owners and show what a change can break.
Likely owners and affected tests are attached to risky changes.
Feature Discovery
The same structured JSON powers CLI, MCP tools and IDE sidebars.
No workflow ships as a hidden command or undocumented MCP action.
VSCode
The same structured JSON powers CLI, MCP tools and IDE sidebars.
IDE actions mirror the same registry used by CLI, MCP and web.
CLI
The same structured JSON powers CLI, MCP tools and IDE sidebars.
Commands expose the same feature names, statuses and JSON contracts.
MCP
The same structured JSON powers CLI, MCP tools and IDE sidebars.
Five tools route advanced actions without schema bloat.
Advanced Code Navigation
Architecture overview, dead code, smells, audit, duplicates, implementations, type hierarchy, map and rules in one router.
architecture, dead-code, smells, audit, duplicates, implementations, type-hierarchy, map and rules are one router.
Cross-Session Memory
Save and recall project observations across agent sessions instead of re-deriving them.
Observations and run outcomes persist and are recalled across sessions, stored locally.
Batch Search Tools
Run many searches in one routed call to cut round-trips and tokens.
search action=batch groups related queries under one budget to cut round-trips.
Self-Hosted & Air-Gapped
Run the whole index, context and proof stack locally with no network egress.
Local SQLite index, no-network mode and metadata-only exports prove zero egress.
Code Graph Export
Export the code graph as SCIP/LSIF or native full-fidelity AIndex Graph (.aig).
SCIP/LSIF interop and native full-fidelity .aig export/import keep the graph portable.
Auto-Wiki
Generate a deterministic, metadata-only code wiki from the live graph.
A deterministic, metadata-only code wiki is rendered from the live graph with signatures and flows but no raw source.
Change Coupling
Surface files that historically change together as a git co-change blast-radius signal.
Git co-change pairs surface coupled neighbors a static dependency graph misses.
One-Call Context Pipeline
Capsule, impact, memory recall and change-coupling in a single MCP call.
One context call returns capsule, impact, memory recall and change-coupling together.
Enterprise Access Control
RBAC, SSO and SCIM provisioning for enterprise teams.
RBAC, SSO and SCIM are Enterprise entitlements enforced through governance policy.
Codebase Atlas
Understand any AI-built codebase: what it is, what it does, how it's built, what's at stake, and how it all connects.
A deterministic, metadata-only system model, drift report and ranked risk board for any AI-built repo.
Réduire les tokens
Faites lire moins à chaque agent avant qu’il ne dépense un token.
Budgétez la tâche, packez le plus petit contexte utile et gardez le cache de prompt chaud.
Agent Cost Autopilot
AI coding sessions waste tokens because the first move is usually broad grep, repeated reads, and whole-file context.
aindex autopilot "fix billing login bug" --json
Turns a 180k-token naive read into a 9.4k budgeted pack before the agent spends a single token.
Advanced · BetaContext Packs
Search results still leave agents to assemble context manually, often in the wrong order and at whole-file granularity.
aindex pack "fix checkout bug" --from-pr --json
Ships one deterministic pack per task with symbol anchors, deps, tests and a do-not-read list instead of a pile of files.
Advanced · FoundationCache-Aware Context
Reduced tokens are only half the cost story; unstable prompt order kills cache reuse.
aindex cache "refactor auth callbacks" --json
Orders stable repo facts first so prompt caching actually hits across agent turns.
Advanced · FoundationAgent Loop Killer
Everyone has seen an agent read the same files again and again instead of moving forward.
aindex waste --ingest agent-session.jsonl --source codex --json
Ingests agent transcripts and flags repeated reads, ignored packs and failing-test loops with a next-call fix.
Advanced · FoundationOne-Call Context Pipeline
Agents waste round-trips chaining separate search, impact, memory and history calls before they can start editing.
aindex context "fix the checkout bug" --json
Returns capsule, impact, memory recall and change-coupling in a single MCP call instead of four round-trips.
Prouver les économies
Transformez les économies prédites en chiffres transmissibles au management.
Réconciliez prédit vs observé et exportez un pilot report prêt pour les achats.
Proof / ROI Dashboard
Token savings are hard to sell until management sees before/after proof on its own code.
aindex roi --json
Reconciles predicted vs observed token savings into an export-ready ROI board for management.
Pro · FoundationPilot Report
A buyer needs evidence from their own code before they trust a context optimizer.
aindex pilot --repos repo1 repo2 repo3 --pdf --json --json-output pilot-report.json
Produces a buyer-ready 30-minute report on the customer's own repos with baseline, risks and rollout tier.
Review de PR & équipe
Donnez à chaque PR et chaque équipe le même contexte.
Blast radius, tests, owners, index partagé, change coupling et monitors au même endroit.
Team Shared Index
Teams pay cold-start cost repeatedly when each developer builds a local index in isolation.
aindex team-index sync --json && aindex team-index report --team-size 8 --json
One team index per commit replaces every developer paying the cold-start indexing cost in isolation.
Pro · FoundationPR Context Pack
Reviewers and agents need the same high-signal context, but PR descriptions rarely include changed files, dependencies, owners, risk and test evidence.
aindex pr-pack --pr 42 --repo owner/name --provider github --output pr-pack.json --comment-output pr-comment.md --json
Every PR gets provider-fetched changed files, blast radius, owners, tests and risks as a review-ready pack.
Pro · FoundationBatch Autopilot
Sourcegraph-style batch changes are valuable, but AI-agent teams need a simpler dry-run workflow plus explicit apply/approval/CI decisions first.
aindex batch-autopilot --query "oldApi(" --replace "newApi(" --repos all --dry-run --output aindex-batch-autopilot.json --json
Plans multi-repo changes with a dry-run rollout gate, owners and CI conclusion before any PR is opened.
Pro · FoundationInsights & Monitoring
Teams need ongoing signals, not one-off searches buried in chat history.
aindex insights create --query oldApi --json && aindex insights snapshot --json && aindex monitors create --query sk_live_ --json && aindex monitors run --json
Turns one-off searches into saved queries, trend snapshots and live monitors for smells, deprecated APIs and token waste.
Pro · FoundationOwnership & Blast Radius
Agents need to know who owns code and which downstream symbols/tests are affected.
aindex ownership src/auth.ts --json && aindex blast-radius --files src/auth.ts --json
Expands one changed file into callers, owners, blast radius and review routing.
Free · FoundationCode Graph Export
Teams want to reuse the index in other tools and CI, but a code graph trapped in one tool cannot be exported or imported.
aindex graph export --out graph.aig --json && aindex scip export --out index.scip --json
Exports the index as SCIP/LSIF or native .aig so the code graph is reusable in other tools and CI.
Advanced · FoundationChange Coupling
Static dependency graphs miss files that always change together, so agents edit one side of a coupled pair and break the other.
aindex context "touch the auth callback" --json
Surfaces files that historically change together so agents stop editing one side of a coupled pair.
Comprendre un codebase legacy
IntelliSense gratuit : references, callers, callees et definition.
Naviguez n’importe quel repo legacy ou construit par IA avec wiki de graphe, vue d’architecture et deep search.
Deep Search
Complex questions need more than one symbol search, but free-form search loops waste tokens.
aindex deep-search "where is session state invalidated?" --budget 12000 --json
Answers a cross-repo architecture question with cited files and a budget guard instead of an unbounded search loop.
Pro · FoundationSourcegraph Parity Layer
Buyers compare against Sourcegraph features even when they only need the agent-first subset.
aindex features --json
Maps Sourcegraph expectations to AiIndexer workflows and proves the agent-first wedge.
Advanced · FoundationAdvanced Code Navigation
Code intelligence beyond search lives in undocumented navigate actions, so teams never discover architecture, dead-code, duplicate and type-hierarchy analysis.
aindex blast-radius --files src/auth.ts --json
Routes architecture, dead-code, smells, duplicates, implementations and type-hierarchy through one metadata-only tool.
Advanced · FoundationBatch Search Tools
Agents fire many one-off searches sequentially, multiplying round-trips and token cost for related lookups.
aindex search "User OR Session OR Auth" --json
Runs many related searches in one routed call to cut round-trips and tokens.
Advanced · FoundationAuto-Wiki
New joiners and agents need an up-to-date architecture overview, but hand-written wikis go stale and raw-source dumps are unsafe to publish.
aindex wiki --include-flows --json
Generates an always-fresh, metadata-only code wiki from the live graph — never stale, never raw source.
Advanced · FoundationCodebase Atlas
AI generates code faster than anyone can form a mental model, so teams lose track of what exists, what it does, and where the risk is.
aindex understand --json
Turns an AI-built repo into a system model, a capability-vs-claims drift report and a ranked risk board in one local run.
Gouvernance
Prouvez quel agent a demandé quel contexte — et ce qui a été refusé.
RBAC, redaction, audit, mode air-gapped et mémoire inter-sessions, gouvernés en local.
Agent Adoption Detector
A team can install MCP and still have agents ignore it because config, permissions or instructions are wrong.
aindex adoption --repair --json
Verifies that Codex, Claude Code, Cursor and friends actually call MCP, then emits an idempotent repair command.
Enterprise · FoundationGoverned Context
CTOs and CISOs need to know which agent requested which context and whether sensitive paths were protected.
aindex governance audit --agent Codex --team security --json && aindex governance export --limit 500 --output governance-audit-export.json --json
Gives CISOs an audit trail of which agent requested which context and whether sensitive paths were redacted.
Free · FoundationVS Code, CLI and MCP Surfaces
Features stay hidden when they only exist as low-level commands or undocumented MCP actions.
aindex features --json && aindex status --json
The same structured JSON powers CLI, MCP tools and the IDE sidebar so features stop hiding in low-level commands.
Advanced · FoundationCross-Session Memory
Agents rediscover the same architecture facts every session because insights are not persisted between runs.
aindex memory search "auth uses JWT" --json
Saves and recalls project observations across sessions so agents stop re-deriving the same architecture facts.
Enterprise · FoundationSelf-Hosted & Air-Gapped
Regulated and security-sensitive teams cannot send source or metadata to a cloud and need provable local-only operation.
aindex doctor --json
Proves the full index, context and proof stack runs locally with no network egress.
Enterprise · FoundationEnterprise Access Control
Enterprises cannot adopt a tool that lacks role-based access, single sign-on and automated user provisioning.
aindex governance policy --json
Gates RBAC, SSO and SCIM provisioning as Enterprise entitlements enforced through the governance policy surface.
Surface complète
26 workflows : contexte, preuve, review, compréhension et gouvernance.
Chaque workflow porte un problème, une commande, une action MCP, un tier, une maturité et une preuve, pour que docs, CLI, statut MCP, dashboard et marketing affichent la même vérité.
Agent Cost Autopilot
Usable for pilots, with contracts still being hardened from observed runs.
Give the agent a budgeted plan before it starts reading.
- Buyer moment
- The first response tells the team how much context the agent would have burned and what it should read instead.
- Problem
- AI coding sessions waste tokens because the first move is usually broad grep, repeated reads, and whole-file context.
- Command
aindex autopilot "fix billing login bug" --json- MCP
context action=autopilot- Availability
- Beta · Runnable with active hardening · Usable for pilots, with contracts still being hardened from observed runs.
- Buyer grade
- Pilot-grade · Buyer-safe for pilots, but still below fully hardened Sourcegraph-class parity.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Naive context, required pack, savings, risk zones, files to read, files to avoid.
- Visible in
- Setup success, CLI autopilot, MCP context, ROI dashboard, Pilot report
- JSON proof
- naive_tokens, required_pack_tokens, read_first, tests_to_run
- Runtime proof
- preview only
- 94% predicted token savings
- Exact files and tests
- Next MCP calls
Context Packs
Usable for pilots, with contracts still being hardened from observed runs.
Graph-aware task packs with exact symbol anchors, deps, tests, risks and cache classes.
- Buyer moment
- A task becomes a reusable artifact that agents, CI and reviewers can consume without reconstructing context.
- Problem
- Search results still leave agents to assemble context manually, often in the wrong order and at whole-file granularity.
- Command
aindex pack "fix checkout bug" --from-pr --json- MCP
context action=pack- Availability
- Beta · Runnable with active hardening · Usable for pilots, with contracts still being hardened from observed runs.
- Buyer grade
- Pilot-grade · Buyer-safe for pilots, but still below fully hardened Sourcegraph-class parity.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Each item carries fqn, path, line range, graph-aware reason, rank, token estimate, hash and cache class.
- Visible in
- CLI pack, MCP resource links, PR Pack, Dashboard timeline, Docs
- JSON proof
- pack_items, fqn, line_range, rank_reason, content_hash, cache_class
- Runtime proof
- preview only
- Stable repo facts
- Graph-ranked symbol pivots
- Adjacent callers/dependencies
- Do-not-read list
Cache-Aware Context
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Order context so prompt caching can actually hit.
- Buyer moment
- The buyer sees that AiIndexer reduces tokens and protects prompt-cache hit rate at the same time.
- Problem
- Reduced tokens are only half the cost story; unstable prompt order kills cache reuse.
- Command
aindex cache "refactor auth callbacks" --json- MCP
context action=cache- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- stable_tokens, volatile_tokens and cache_hit_estimate become first-class metrics.
- Visible in
- CLI cache, Autopilot pack, ROI dashboard, Benchmarks, Pilot report
- JSON proof
- stable_tokens, volatile_tokens, cache_hit_estimate, cache_plan, stable_prefix, volatile_suffix, content_hash
- Runtime proof
- preview only
- Stable-first ordering
- Content hashes
- Cache hit estimate
Proof / ROI Dashboard
Usable for pilots, with contracts still being hardened from observed runs.
Show tokens avoided, cost saved, time saved and wasted reads.
- Buyer moment
- Management gets numbers it can forward: tokens avoided, cost saved, time saved and loops killed.
- Problem
- Token savings are hard to sell until management sees before/after proof on its own code.
- Command
aindex roi --json- MCP
status detail=roi- Availability
- Beta · Runnable with active hardening · Usable for pilots, with contracts still being hardened from observed runs.
- Buyer grade
- Pilot-grade · Buyer-safe for pilots, but still below fully hardened Sourcegraph-class parity.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Predicted vs observed savings, top repos, top agents, loops and export-ready summary.
- Visible in
- Dashboard, Pilot PDF, Pricing, Team reports, Procurement export
- JSON proof
- tokens_avoided, cost_saved, time_saved, predicted_vs_observed
- Runtime proof
- preview only
- ROI cards
- Run timeline
- PDF export
Agent Loop Killer
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Detect repeated reads, ignored packs and failing-test loops.
- Buyer moment
- The dashboard catches the exact behavior teams complain about: repeated reads and tests without progress.
- Problem
- Everyone has seen an agent read the same files again and again instead of moving forward.
- Command
aindex waste --ingest agent-session.jsonl --source codex --json- MCP
status detail=waste- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Findings include ingested agent transcripts, repeated files, ignored MCP, repeated tests and suggested next calls.
- Visible in
- CLI waste, CLI transcript ingest, MCP status, Dashboard waste table, Pilot report, Monitors
- JSON proof
- loop_findings, wasted_reads, ignored_pack, ingested_events, recommended_next_call, contract_verified
- Runtime proof
- preview only
- Loop findings
- Transcript ingestion
- Suggested next MCP call
- Do-not-read alerts
Agent Adoption Detector
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Verify Codex, Claude Code, Cursor, Windsurf, VS Code, Zed, Copilot and Amp really call MCP.
- Buyer moment
- Install success stops being a guess because every agent is checked against real MCP usage.
- Problem
- A team can install MCP and still have agents ignore it because config, permissions or instructions are wrong.
- Command
aindex adoption --repair --json- MCP
status detail=adoption- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Reports configured yes/no, last MCP call, likely issue and idempotent repair command.
- Visible in
- Setup success, CLI adoption, Dashboard alerts, Pilot report, IDE sidebar
- JSON proof
- agent, configured, last_mcp_call, repair_command, contract_verified
- Runtime proof
- preview only
- Setup diagnostics
- Repair command
- Last MCP call
Team Shared Index
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
One team index per commit instead of every dev indexing the same repo.
- Buyer moment
- A CTO sees one commit-addressed index serving the team instead of every developer re-indexing locally.
- Problem
- Teams pay cold-start cost repeatedly when each developer builds a local index in isolation.
- Command
aindex team-index sync --json && aindex team-index report --team-size 8 --json- MCP
status detail=team-index- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Fresh/stale status, commit SHA cache, team ROI report and fallback to local if the server is unavailable.
- Visible in
- Team index status, Dashboard, CI, MCP status, Pilot report
- JSON proof
- commit_sha, freshness, github_gitlab_webhooks, cache_hit_rate, duplicate_index_runs_avoided, developer_minutes_saved_estimate, local_fallback
- Runtime proof
- preview only
- Shared cache
- Auto-refresh on push
- Team savings report
- Fallback local
PR Context Pack
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Every PR gets provider-fetched changed files, blast radius, tests, owners and risks.
- Buyer moment
- Reviewers get changed files, blast radius, tests, owners and sensitive risks before opening the diff.
- Problem
- Reviewers and agents need the same high-signal context, but PR descriptions rarely include changed files, dependencies, owners, risk and test evidence.
- Command
aindex pr-pack --pr 42 --repo owner/name --provider github --output pr-pack.json --comment-output pr-comment.md --json- MCP
context action=pr-pack- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Metadata-only provider context from gh/glab when available, CI artifact, review gate decision and optional GitHub/GitLab comment with reviewer summary.
- Visible in
- CI artifact, Dashboard PR packs, GitHub/GitLab comment, MCP context, Pilot report
- JSON proof
- changed_files, provider_context, blast_radius, review_gate, probable_tests, owners, exports
- Runtime proof
- preview only
- Reviewer summary
- Provider-fetched changed files
- Review gate decision
- Probable tests
- Risk zones
Governed Context
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
RBAC, redaction, audit logs and policy filters for agent context.
- Buyer moment
- Security can prove which agent asked for which context and which paths were denied or redacted.
- Problem
- CTOs and CISOs need to know which agent requested which context and whether sensitive paths were protected.
- Command
aindex governance audit --agent Codex --team security --json && aindex governance export --limit 500 --output governance-audit-export.json --json- MCP
status detail=governance- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Audit log: agent, repo, request, pack, files, policy decision, redaction status and metadata-only export.
- Visible in
- Governance audit, Dashboard audit, Enterprise policy, Monitors, Pilot report
- JSON proof
- subject, policy_id, allowed_items, denied_items, redacted_items, hash_chain_valid, raw_payloads_included, no_cloud_source
- Runtime proof
- preview only
- RBAC
- Secret redaction
- Audit exports
Pilot Report
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Generate a 30-minute report on the customer's real repos.
- Buyer moment
- Sales can prove ROI on the customer's code before procurement turns the conversation into belief.
- Problem
- A buyer needs evidence from their own code before they trust a context optimizer.
- Command
aindex pilot --repos repo1 repo2 repo3 --pdf --json --json-output pilot-report.json- MCP
status detail=pilot- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Files, symbols, reduction estimate, risks, adoption and baseline comparison.
- Visible in
- CLI pilot, PDF export, Dashboard, Compare pages, Pricing
- JSON proof
- repos_scanned, symbols_mapped, context_reduction, recommendations, contract_verified
- Runtime proof
- preview only
- PDF report
- Baseline comparison
- Pricing recommendation
Deep Search
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Iterative local research with evidence, citations and a stop condition.
- Buyer moment
- Complex code questions become budgeted research with citations instead of another open-ended search loop.
- Problem
- Complex questions need more than one symbol search, but free-form search loops waste tokens.
- Command
aindex deep-search "where is session state invalidated?" --budget 12000 --json- MCP
context action=deep-search- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Steps, evidence, citations, budget used and no-loop stop condition.
- Visible in
- CLI deep-search, MCP context, Saved queries, Dashboard evidence, Docs
- JSON proof
- steps, evidence, citations, stop_condition, contract_verified
- Runtime proof
- preview only
- File citations
- Cross-repo
- Budget guard
Batch Autopilot
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Plan multi-repo changes with an enterprise rollout gate before opening PRs.
- Buyer moment
- Teams get Sourcegraph-style migration planning without surprise PR storms or opaque rollout cost.
- Problem
- Sourcegraph-style batch changes are valuable, but AI-agent teams need a simpler dry-run workflow plus explicit apply/approval/CI decisions first.
- Command
aindex batch-autopilot --query "oldApi(" --replace "newApi(" --repos all --dry-run --output aindex-batch-autopilot.json --json- MCP
search action=batch- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Repos touched, candidate patches, tests, owners, risks, PR metadata and a metadata-only rollout gate with CI conclusion.
- Visible in
- CLI batch-autopilot, Dashboard batch runs, Owners, PR metadata, Compare Sourcegraph
- JSON proof
- target_repos, candidate_changes, patch_plan, owners, rollout_gate, ci_conclusion, contract_verified
- Runtime proof
- preview only
- Patch plan
- Owners
- Dry-run safety
- Rollout gate
- Approval routing
Insights & Monitoring
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Saved queries, trends and monitors for smells, deprecated APIs and token waste.
- Buyer moment
- Saved searches become weekly signals for deprecated APIs, risky files, token waste and agent adoption.
- Problem
- Teams need ongoing signals, not one-off searches buried in chat history.
- Command
aindex insights create --query oldApi --json && aindex insights snapshot --json && aindex monitors create --query sk_live_ --json && aindex monitors run --json- MCP
status detail=watches- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Snapshots, trends, alerts and CI/webhook output.
- Visible in
- Dashboard insights, Monitors, CI output, Webhook reports, Pilot report
- JSON proof
- saved_query, snapshot, trend, alert_status
- Runtime proof
- preview only
- Saved queries
- Trend snapshots
- Monitors
Ownership & Blast Radius
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Resolve owners and show what a change can break.
- Buyer moment
- Every risky change can name likely owners, downstream impact and the tests that protect it.
- Problem
- Agents need to know who owns code and which downstream symbols/tests are affected.
- Command
aindex ownership src/auth.ts --json && aindex blast-radius --files src/auth.ts --json- MCP
navigate action=blast-radius- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- CODEOWNERS, git blame, path rules and team mapping feed PR packs and governance.
- Visible in
- PR Pack, Batch Autopilot, Dashboard, IDE current diff, Governance audit
- JSON proof
- owners, affected_symbols, dependent_files, probable_tests
- Runtime proof
- preview only
- Owners
- Reviewers
- Affected tests
Sourcegraph Parity Layer
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Cover the indispensable code intelligence workflows, then win on agent ROI.
- Buyer moment
- The buyer recognizes the enterprise checklist, then sees AiIndexer win on agent cost proof.
- Problem
- Buyers compare against Sourcegraph features even when they only need the agent-first subset.
- Command
aindex features --json- MCP
status detail=features- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Search, navigation, Deep Search, Batch, Insights, Monitoring, Ownership, permissions and API surfaces.
- Visible in
- Compare Sourcegraph, Feature registry, Pricing, Pilot report, Benchmarks
- JSON proof
- parity_rows, wedge_rows, local_first, pricing_story, contract_verified
- Runtime proof
- preview only
- Parity map
- Local-first wedge
- Simple price story
VS Code, CLI and MCP Surfaces
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
The same structured JSON powers CLI, MCP tools and IDE sidebars.
- Buyer moment
- Every feature appears where agents are actually used: setup, CLI, MCP status, dashboard and IDE.
- Problem
- Features stay hidden when they only exist as low-level commands or undocumented MCP actions.
- Command
aindex features --json && aindex status --json- MCP
status detail=features- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Feature registry feeds docs, CLI, MCP, dashboard, setup success and VS Code sidebar.
- Visible in
- Setup success, CLI features, MCP status, VS Code sidebar, Docs, Command palette
- JSON proof
- feature_id, command, mcp_action, maturity, vscode_action
- Runtime proof
- preview only
- Feature registry
- 5 MCP tools
- IDE actions
Advanced Code Navigation
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Architecture overview, dead code, smells, audit, duplicates, implementations, type hierarchy, map and rules in one router.
- Buyer moment
- The customer can see what problem this workflow solves and how to prove it.
- Problem
- Code intelligence beyond search lives in undocumented navigate actions, so teams never discover architecture, dead-code, duplicate and type-hierarchy analysis.
- Command
aindex blast-radius --files src/auth.ts --json- MCP
navigate action=architecture- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- navigate routes architecture, dead-code, smells, audit, duplicates, implementations, type-hierarchy, map and rules through one metadata-only tool.
- Visible in
- MCP navigate, CLI blast-radius, Docs, Dashboard, Architecture overview
- JSON proof
- architecture, dead_code, smells, duplicates, type_hierarchy
- Runtime proof
- preview only
- Architecture and cycle map
- Dead code and smells
- Type hierarchy and implementations
Cross-Session Memory
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Save and recall project observations across agent sessions instead of re-deriving them.
- Buyer moment
- The customer can see what problem this workflow solves and how to prove it.
- Problem
- Agents rediscover the same architecture facts every session because insights are not persisted between runs.
- Command
aindex memory search "auth uses JWT" --json- MCP
remember action=search- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- remember saves, searches and replays observations with run-outcome capture, all stored locally.
- Visible in
- MCP remember, CLI memory, Docs, Dashboard, Agent sessions
- JSON proof
- observation, recall_hits, history, outcome
- Runtime proof
- preview only
- Persistent observations
- Searchable recall
- Run-outcome capture
Batch Search Tools
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Run many searches in one routed call to cut round-trips and tokens.
- Buyer moment
- The customer can see what problem this workflow solves and how to prove it.
- Problem
- Agents fire many one-off searches sequentially, multiplying round-trips and token cost for related lookups.
- Command
aindex search "User OR Session OR Auth" --json- MCP
search action=batch- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- search action=batch groups related queries with shared ranking and a single budgeted response.
- Visible in
- MCP search, CLI search, Docs, Dashboard, Saved queries
- JSON proof
- batch_queries, grouped_results, budget_used
- Runtime proof
- preview only
- Batched queries
- Shared ranking
- Fewer round-trips
Self-Hosted & Air-Gapped
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Run the whole index, context and proof stack locally with no network egress.
- Buyer moment
- The customer can see what problem this workflow solves and how to prove it.
- Problem
- Regulated and security-sensitive teams cannot send source or metadata to a cloud and need provable local-only operation.
- Command
aindex doctor --json- MCP
status detail=full- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Local SQLite index, no-network mode, metadata-only exports and a doctor check that proves air-gapped operation.
- Visible in
- Security, Enterprise policy, CLI doctor, Docs, Dashboard
- JSON proof
- no_network, local_sqlite, egress_blocked, doctor_status
- Runtime proof
- preview only
- No network egress
- Local-only index
- Air-gap doctor proof
Code Graph Export
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Export the code graph as SCIP/LSIF or native full-fidelity AIndex Graph (.aig).
- Buyer moment
- The customer can see what problem this workflow solves and how to prove it.
- Problem
- Teams want to reuse the index in other tools and CI, but a code graph trapped in one tool cannot be exported or imported.
- Command
aindex graph export --out graph.aig --json && aindex scip export --out index.scip --json- MCP
status detail=features- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- scip and graph subcommands export/import SCIP/LSIF interop indexes and native .aig full-fidelity graphs.
- Visible in
- CLI scip, CLI graph, Docs, Dashboard, Interop
- JSON proof
- scip_export, aig_export, import_summary
- Runtime proof
- preview only
- SCIP/LSIF interop
- Native .aig export
- Import external indexes
Auto-Wiki
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Generate a deterministic, metadata-only code wiki from the live graph.
- Buyer moment
- The team gets an always-fresh, publishable architecture wiki without writing or maintaining one.
- Problem
- New joiners and agents need an up-to-date architecture overview, but hand-written wikis go stale and raw-source dumps are unsafe to publish.
- Command
aindex wiki --include-flows --json- MCP
navigate action=map- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Index + per-module pages with signatures, structure and optional execution flows are rendered from the graph; never raw source bodies.
- Visible in
- CLI wiki, MCP navigate, Docs, Dashboard, Architecture overview
- JSON proof
- wiki_pages, module_pages, execution_flows, signatures_only, raw_source_excluded
- Runtime proof
- preview only
- Always-fresh wiki
- Metadata-only pages
- Per-module flows
Change Coupling
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Surface files that historically change together as a git co-change blast-radius signal.
- Buyer moment
- The agent sees the files that git history says change together before it edits one side of a coupled pair.
- Problem
- Static dependency graphs miss files that always change together, so agents edit one side of a coupled pair and break the other.
- Command
aindex context "touch the auth callback" --json- MCP
context action=autopilot- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Git history is parsed into bounded co-change pairs and surfaced alongside pivots so the agent sees coupled neighbors before editing.
- Visible in
- CLI context, MCP context, Docs, Dashboard, PR Pack
- JSON proof
- co_changes, pair_count, focus_files, history_window
- Runtime proof
- preview only
- Co-changed neighbors
- Git history signal
- Hidden blast radius
One-Call Context Pipeline
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Capsule, impact, memory recall and change-coupling in a single MCP call.
- Buyer moment
- One context call returns the capsule, impact, recalled insights and co-changed files, so the agent edits without round-trips.
- Problem
- Agents waste round-trips chaining separate search, impact, memory and history calls before they can start editing.
- Command
aindex context "fix the checkout bug" --json- MCP
context task="fix the checkout bug"- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- A single context call returns the capsule, impact, prior insights (memory) and co-changed neighbors, each bounded and degrading to empty when unavailable.
- Visible in
- CLI context, MCP context, Docs, Dashboard, Agent sessions
- JSON proof
- capsule, impact, memory_recall, co_changes, next_calls
- Runtime proof
- preview only
- One call, full pipeline
- Fewer round-trips
- Memory + co-change surfaced
Enterprise Access Control
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
RBAC, SSO and SCIM provisioning for enterprise teams.
- Buyer moment
- Security and IT see RBAC, SSO and SCIM gated to Enterprise and enforced through governance policy.
- Problem
- Enterprises cannot adopt a tool that lacks role-based access, single sign-on and automated user provisioning.
- Command
aindex governance policy --json- MCP
status detail=governance- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Role-based access control, single sign-on and SCIM user provisioning are gated as Enterprise entitlements and enforced against the governance policy surface.
- Visible in
- Enterprise policy, Governance audit, Security, Pricing, Docs
- JSON proof
- rbac_roles, sso_provider, scim_provisioning, policy_decision, enterprise_plan
- Runtime proof
- preview only
- Role-based access control
- Single sign-on (SSO)
- SCIM user provisioning
Codebase Atlas
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Understand any AI-built codebase: what it is, what it does, how it's built, what's at stake, and how it all connects.
- Buyer moment
- A team that built fast with AI finally sees what the codebase is, what it does, where the risk concentrates and how it all connects.
- Problem
- AI generates code faster than anyone can form a mental model, so teams lose track of what exists, what it does, and where the risk is.
- Command
aindex understand --json- MCP
status detail=atlas- Availability
- Foundation · Foundation in place · Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
- Buyer grade
- Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
- Enabled / available / observed
- Enabled: yes · Available: yes · Observed: no
- Proof
- Atlas builds a deterministic, metadata-only model of the codebase: subsystems and their purpose, a capability-vs-claims drift report, a ranked risk board, and cross-surface traceability from one local run.
- Visible in
- CLI understand, MCP status, Studio Atlas home, Dogfood page, Docs
- JSON proof
- system_model, drift_report, risk_board, traceability, metadata_only
- Runtime proof
- preview only
- System model of subsystems and their purpose
- Capability-vs-claims drift report (undocumented and phantom)
- Ranked risk board (hotspots, cycles, dead-code, untested, fragmentation)
- Cross-surface traceability, metadata-only and local-first
Feature visibility checklist
Every planned feature name is visible.
Some buyer-facing names are grouped in the registry, so this checklist spells them out and ties each one back to a buyer-safe feature status.
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 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 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 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
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
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 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 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 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 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 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 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 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
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
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
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
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
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
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
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 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 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 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-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 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-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 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 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 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 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.
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 surfaceAutopilot 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 surfacePlan tiers map to named workflows with runtime observed/available kept separate.
No plan page should imply Sourcegraph-class parity for foundation workflows.
Open surfaceCheckout and portal paths are visible, with readiness gates and support fallback.
Billing is presented as guarded until live-sales readiness confirms checkout.
Open surfaceLocal-first source posture, redaction, audit and Governed Context are connected.
Security copy stays metadata-only and avoids claiming hosted source indexing.
Open surfacePublic benchmark data is tied back to cache-aware context and pilot proof.
Benchmark pages distinguish measured local runs from positioning claims.
Open surfaceSearch, 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 surfaceAiIndexer 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 surfaceAutopilot, 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 surfaceRuntime 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.
Non-negotiable product axes
Every release must make adoption, control, proof or parity stronger.
The product promise is not another search UI. It is a local/self-hosted context optimizer that makes agent work cheaper, faster, governed and provable.
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.
Run Autopilot, Generate PR Pack, Check Adoption, Run Pilot Report, Open ROI Dashboard
The first successful install immediately points users to money-saving workflows.
Name, punchline, problem, command, MCP action, plan, maturity, proof and outcomes
Marketing, docs, pricing, setup, dashboard and release notes share the same product truth.
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.
context, search, navigate, status and remember route every advanced action internally
The surface stays at five tools while still exposing enterprise workflows.
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.
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.
Run Autopilot
Shows naive tokens, optimal pack, risks, tests and do-not-read paths.
aindex autopilot "fix billing login bug" --json
context action=autopilot task="fix billing login bug"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
context action=pr-pack pr=42 repo=owner/nameCheck Adoption
Confirms each agent is configured and actually calling MCP.
aindex adoption --repair --json
status detail=adoptionRun 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
status detail=pilotPreview: AINDEX_PILOT_REPORT_PATH=./pilot-report.json AINDEX_PILOT_REPORT_PUBLIC_OBSERVED=1 npm --prefix web run devOpen ROI Dashboard
Displays observed savings, waste findings, team index state and governance audit.
aindex roi --json
status detail=roiMCP surface contract
Keep exactly five MCP tools, but make every advanced workflow discoverable.
The web presentation mirrors the product contract: no schema bloat, no hidden action names, structured output for agents and readable fallback text for humans.
| Tool | Actions | Product job |
|---|---|---|
| context | autopilot | pack | cache | deep-search | pr-pack | Budgeted context, task packs, cache ordering, research and PR review artifacts. |
| search | auto | symbols | patterns | regex | exact | saved | cross-repo | batch | Search remains the substrate, but results feed packs, batch dry-runs and insights. |
| navigate | references | callers | callees | definition | blast-radius | tests | ownership | audit | Graph navigation powers risk, test prediction, review routing and governance checks. |
| status | features | adoption | waste | roi | governance | insights | monitors | team-index | Discovery and proof live in status so agents can self-diagnose and report value. |
| remember | save | search | history | session | outcome | Runs, decisions and outcomes become measurable local memory instead of chat residue. |
Plans map to product workflows
Every tier unlocks a visible agent-cost workflow.
Pricing should be easy to understand: local context first, then Autopilot, then team proof, then enterprise governance.
- Local context, search, navigate and status
- Feature registry via CLI, MCP and setup success
- 1 repo
- Proof minimum
- VS Code, CLI and MCP Surfaces
- Code Graph Export
- Unlimited local repos
- Agent cost workflows for individual operators
- Agent Cost Autopilot
- Context Packs
- Cache-Aware Context
- Agent Loop Killer
- Agent Adoption Detector
- Deep Search
- VS Code, CLI and MCP Surfaces
- Advanced Code Navigation
- Cross-Session Memory
- Batch Search Tools
- Code Graph Export
- Auto-Wiki
- Change Coupling
- One-Call Context Pipeline
- Codebase Atlas
- Multi-repo context
- Review, ROI, ownership, monitoring and Sourcegraph-parity workflows
- Agent Cost Autopilot
- Context Packs
- Cache-Aware Context
- Proof / ROI Dashboard
- Agent Loop Killer
- Agent Adoption Detector
- Team Shared Index
- PR Context Pack
- Pilot Report
- Deep Search
- Batch Autopilot
- Insights & Monitoring
- Ownership & Blast Radius
- Sourcegraph Parity Layer
- VS Code, CLI and MCP Surfaces
- Advanced Code Navigation
- Cross-Session Memory
- Batch Search Tools
- Code Graph Export
- Auto-Wiki
- Change Coupling
- One-Call Context Pipeline
- Codebase Atlas
- Self-host/no-cloud source by default
- Audit exports and policy firewall
- SSO-ready and air-gapped mode
- Enterprise security, benchmarks and procurement proof
- Agent Cost Autopilot
- Context Packs
- Cache-Aware Context
- Proof / ROI Dashboard
- Agent Loop Killer
- Agent Adoption Detector
- Team Shared Index
- PR Context Pack
- Governed Context
- Pilot Report
- Deep Search
- Batch Autopilot
- Insights & Monitoring
- Ownership & Blast Radius
- Sourcegraph Parity Layer
- VS Code, CLI and MCP Surfaces
- Advanced Code Navigation
- Cross-Session Memory
- Batch Search Tools
- Self-Hosted & Air-Gapped
- Code Graph Export
- Auto-Wiki
- Change Coupling
- One-Call Context Pipeline
- Enterprise Access Control
- Codebase Atlas