Compare Sourcegraph
Do not sell “better code search”. Sell agent cost control with proof.
Sourcegraph is strong at enterprise code search, code graph, Deep Search, Batch Changes, Insights and controls. AiIndexer should cover the indispensable workflows and win on local-first setup, simple pricing, agent packs and automatic ROI proof.
Broad platform value, longer rollout, harder proof for agent-token waste.
Budgeted packs, cache-aware ordering, local controls and ROI reports on real code.
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.
Feature visibility checklist
Sourcegraph comparison coverage, without overclaim.
Every feature named in the plan is mapped to an AiIndexer workflow, with availability and buyer grade shown before any parity claim.
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 surfaceBuyer-safe parity
Buyer-facing parity must separate shipped workflows from pilot foundations.
AiIndexer should be aggressive on the wedge, but precise on availability: live workflows are runnable, beta workflows are pilot-ready, foundation workflows are visible proof paths, and preview workflows are not sold as Sourcegraph-class.
Agent Cost Autopilot
Pilot-grade · Buyer-safe for pilots, but still below fully hardened Sourcegraph-class parity.
Usable for pilots, with contracts still being hardened from observed runs.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nocontext action=autopilotContext Packs
Pilot-grade · Buyer-safe for pilots, but still below fully hardened Sourcegraph-class parity.
Usable for pilots, with contracts still being hardened from observed runs.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nocontext action=packCache-Aware Context
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nocontext action=cacheProof / ROI Dashboard
Pilot-grade · Buyer-safe for pilots, but still below fully hardened Sourcegraph-class parity.
Usable for pilots, with contracts still being hardened from observed runs.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=roiAgent Loop Killer
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=wasteAgent Adoption Detector
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=adoptionTeam Shared Index
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=team-indexPR Context Pack
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nocontext action=pr-packGoverned Context
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=governancePilot Report
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=pilotDeep Search
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nocontext action=deep-searchBatch Autopilot
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nosearch action=batchInsights & Monitoring
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=watchesOwnership & Blast Radius
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nonavigate action=blast-radiusSourcegraph Parity Layer
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=featuresVS Code, CLI and MCP Surfaces
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=featuresAdvanced Code Navigation
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nonavigate action=architectureCross-Session Memory
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: noremember action=searchBatch Search Tools
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nosearch action=batchSelf-Hosted & Air-Gapped
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=fullCode Graph Export
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=featuresAuto-Wiki
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nonavigate action=mapChange Coupling
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nocontext action=autopilotOne-Call Context Pipeline
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nocontext task="fix the checkout bug"Enterprise Access Control
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=governanceCodebase Atlas
Foundation · Names the parity workflow and proof path without claiming full Sourcegraph-class depth.
Visible as a product workflow and pilot proof target; do not treat as fully shipped enterprise automation yet.
Metadata-only runtime evidence; no raw source included.
Enabled: yes · Available: yes · Observed: nostatus detail=atlasHow AiIndexer wins the pilot
The first install must end with proof, not another empty search box.
The wedge against a broad code intelligence platform is fast adoption plus a report that shows real agent waste, team index value and governance readiness.
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=pilotOpen ROI Dashboard
Displays observed savings, waste findings, team index state and governance audit.
aindex roi --json
status detail=roiNon-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.
Where AiIndexer must be credible
Parity earns the comparison. Agent ROI wins the deal.
The platform has to name the enterprise boxes buyers expect, while making the differentiator impossible to miss: budgeted context and proof on real agent runs.
| Layer | What must be present | Why it matters |
|---|---|---|
| Code intelligence baseline | Search, symbols, references, callers, callees, multi-repo and saved queries. | Needed so buyers trust the context graph. |
| Agent cost layer | Autopilot, packs, cache-aware ordering, waste detection and predicted vs observed ROI. | This is the AiIndexer wedge Sourcegraph does not lead with. |
| Team workflows | Team Shared Index, PR Context Packs, Batch Autopilot, Ownership and monitors. | This moves the product from solo CLI to team platform. |
| Enterprise controls | Governed Context, path filters, redaction, audit logs and self-hosted deployment. | This is what CTO/CISO buyers require before agent context can scale. |
| Adoption and proof loop | Setup success, repair commands, pilot reports, dashboard proof and PDF export. | This turns a technical install into a buying process buyers can repeat internally. |
Parity and wedge
Cover the must-have Sourcegraph workflows, then differentiate.
The point is not to clone Sourcegraph. The point is to make AI agents cheaper, faster and more governed with enough parity that enterprise buyers can compare.
| Workflow | Sourcegraph expectation | AiIndexer implementation stance |
|---|---|---|
| Code search | Search, regex, exact, file and language queries | Keep parity; make the result agent-packable. |
| Symbol navigation | Definitions, references, callers, callees and dependencies | Keep parity; feed blast radius and tests. |
| Deep Search | Multi-step research across repos | Do it local-first with budget and citations. |
| Batch Changes | Find and change code across repos | Start with Batch Autopilot dry-run, rollout gate and agent-reviewed patches. |
| Code Insights | Saved queries and trends | Add token waste and adoption trends, not only code counts. |
| Code Monitoring | Alerts on patterns and risky files | Tie monitors to PR packs, governance and CI artifacts. |
| Ownership | CODEOWNERS and review routing | Use owners in PR packs, batch runs and audit reports. |
| Permissions/audit | Enterprise access controls | Govern context before it reaches an agent. |
| MCP/API/CLI | Integrations and automation | Keep only five MCP tools; route internally to avoid schema bloat. |
| Agent adoption | Not usually the primary buying story | Detect whether Codex, Claude Code, Cursor, Windsurf, Copilot and Amp actually call MCP. |
| ROI proof | Not the core Sourcegraph pitch | AiIndexer lead: tokens avoided, loops killed, cost saved. |
| Deployment | Cloud or enterprise install | AiIndexer default: local/self-hosted, no source cloud by default. |
| Pricing | Enterprise platform pricing | AiIndexer wedge: simple tiers and pilot proof before procurement. |
MCP 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. |
Feature discovery
The features that make the comparison credible.
Autopilot, Context Packs, Team Shared Index, PR Packs, Governed Context, Batch Autopilot and Insights turn code intelligence into an agent-cost platform.
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-gradeContext 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-gradeCache-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: FoundationProof / 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-gradeAgent 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: FoundationAgent 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: FoundationTeam 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: FoundationPR 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: FoundationGoverned 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: FoundationPilot 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: FoundationDeep 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: FoundationBatch 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: FoundationInsights & 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: FoundationOwnership & 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: FoundationSourcegraph 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: FoundationVS 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: FoundationAdvanced Code Navigation
Architecture overview, dead code, smells, audit, duplicates, implementations, type hierarchy, map and rules in one router.
The customer can see what problem this workflow solves and how to prove it.
navigate routes architecture, dead-code, smells, audit, duplicates, implementations, type-hierarchy, map and rules through one metadata-only tool.
Pro · Foundation · Foundation · architecture + dead_codeEnabled: yes · Available: yes · Observed: no · Grade: FoundationCross-Session Memory
Save and recall project observations across agent sessions instead of re-deriving them.
The customer can see what problem this workflow solves and how to prove it.
remember saves, searches and replays observations with run-outcome capture, all stored locally.
Pro · Foundation · Foundation · observation + recall_hitsEnabled: yes · Available: yes · Observed: no · Grade: FoundationBatch Search Tools
Run many searches in one routed call to cut round-trips and tokens.
The customer can see what problem this workflow solves and how to prove it.
search action=batch groups related queries with shared ranking and a single budgeted response.
Pro · Foundation · Foundation · batch_queries + grouped_resultsEnabled: yes · Available: yes · Observed: no · Grade: FoundationSelf-Hosted & Air-Gapped
Run the whole index, context and proof stack locally with no network egress.
The customer can see what problem this workflow solves and how to prove it.
Local SQLite index, no-network mode, metadata-only exports and a doctor check that proves air-gapped operation.
Enterprise · Foundation · Foundation · no_network + local_sqliteEnabled: yes · Available: yes · Observed: no · Grade: FoundationCode Graph Export
Export the code graph as SCIP/LSIF or native full-fidelity AIndex Graph (.aig).
The customer can see what problem this workflow solves and how to prove it.
scip and graph subcommands export/import SCIP/LSIF interop indexes and native .aig full-fidelity graphs.
Free · Foundation · Foundation · scip_export + aig_exportEnabled: yes · Available: yes · Observed: no · Grade: FoundationAuto-Wiki
Generate a deterministic, metadata-only code wiki from the live graph.
The team gets an always-fresh, publishable architecture wiki without writing or maintaining one.
Index + per-module pages with signatures, structure and optional execution flows are rendered from the graph; never raw source bodies.
Pro · Foundation · Foundation · wiki_pages + module_pagesEnabled: yes · Available: yes · Observed: no · Grade: FoundationChange Coupling
Surface files that historically change together as a git co-change blast-radius signal.
The agent sees the files that git history says change together before it edits one side of a coupled pair.
Git history is parsed into bounded co-change pairs and surfaced alongside pivots so the agent sees coupled neighbors before editing.
Pro · Foundation · Foundation · co_changes + pair_countEnabled: yes · Available: yes · Observed: no · Grade: FoundationOne-Call Context Pipeline
Capsule, impact, memory recall and change-coupling in a single MCP call.
One context call returns the capsule, impact, recalled insights and co-changed files, so the agent edits without round-trips.
A single context call returns the capsule, impact, prior insights (memory) and co-changed neighbors, each bounded and degrading to empty when unavailable.
Pro · Foundation · Foundation · capsule + impactEnabled: yes · Available: yes · Observed: no · Grade: FoundationEnterprise Access Control
RBAC, SSO and SCIM provisioning for enterprise teams.
Security and IT see RBAC, SSO and SCIM gated to Enterprise and enforced through governance policy.
Role-based access control, single sign-on and SCIM user provisioning are gated as Enterprise entitlements and enforced against the governance policy surface.
Enterprise · Foundation · Foundation · rbac_roles + sso_providerEnabled: yes · Available: yes · Observed: no · Grade: FoundationCodebase 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 team that built fast with AI finally sees what the codebase is, what it does, where the risk concentrates and how it all connects.
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.
Pro · Foundation · Foundation · system_model + drift_reportEnabled: yes · Available: yes · Observed: no · Grade: Foundation