Compare Cursor / Cody

AiIndexer is the neutral context layer your agents share.

Cursor, Cody and IDE assistants help write code. AiIndexer sits underneath them as a local MCP context optimizer that reduces tokens, keeps context stable, diagnoses adoption and proves ROI across teams.

See Context Packs Check adoption

Dimension	Cursor	Sourcegraph Cody	AiIndexer
Primary job	Embedded coding assistant	Code search + code graph + context	Neutral local context optimizer for many agents
Agent compatibility	Best inside its own IDE	Best inside Cody/Sourcegraph	Codex, Claude Code, Cursor, Windsurf, Zed, Copilot, Amp via MCP
Cost control	Mostly implicit	Context improves quality	Autopilot budgets, packs, cache classes and ROI proof
Governance	Editor/account level	Enterprise controls	Governed Context with local-first audit and redaction
Proof	Developer experience	Platform value	Pilot report and dashboard on customer code
Best use	Writing code in one environment	Enterprise code intelligence	Making every AI agent read less, faster and safer

Primary jobCursorEmbedded coding assistantCodyCode search + code graph + contextAIndexNeutral local context optimizer for many agents

Agent compatibilityCursorBest inside its own IDECodyBest inside Cody/SourcegraphAIndexCodex, Claude Code, Cursor, Windsurf, Zed, Copilot, Amp via MCP

Cost controlCursorMostly implicitCodyContext improves qualityAIndexAutopilot budgets, packs, cache classes and ROI proof

GovernanceCursorEditor/account levelCodyEnterprise controlsAIndexGoverned Context with local-first audit and redaction

ProofCursorDeveloper experienceCodyPlatform valueAIndexPilot report and dashboard on customer code

Best useCursorWriting code in one environmentCodyEnterprise code intelligenceAIndexMaking every AI agent read less, faster and safer

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.

contextActionsautopilot | pack | cache | deep-search | pr-packProduct jobBudgeted context, task packs, cache ordering, research and PR review artifacts.

rememberActionssave | search | history | session | outcomeProduct jobRuns, decisions and outcomes become measurable local memory instead of chat residue.

Feature visibility checklist

Cursor/Cody comparison maps to registry-backed workflows.

The page keeps the assistant comparison tied to concrete workflows: packs, budgets, ROI proof, adoption checks and governed context.

Agent Cost AutopilotBeta

Agent Cost Autopilot

Budgeted plan before the agent starts reading.

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

Context PacksBeta

Context Packs

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

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

Proof / ROI DashboardBeta

Proof / ROI Dashboard

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

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

Adoption DetectorFoundation

Agent Adoption Detector

Configured agents are checked against recent MCP usage.

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

Governed ContextFoundation

Governed Context

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

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

No hidden features

Feature discovery is a product system, not a page.

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

Setup success

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

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

Feature registry

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

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

CLI

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

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

MCP

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

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

Dashboard

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

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

IDE

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

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

Setup success screen

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

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

Setup action

Run Autopilot

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

aindex autopilot "fix billing login bug" --json

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

Setup action

Generate PR Pack

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

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

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

Setup action

Check Adoption

Confirms each agent is configured and actually calling MCP.

aindex adoption --repair --json

MCP: status detail=adoption

Setup action

Run Pilot Report

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

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

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

Setup action

Open ROI Dashboard

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

aindex roi --json

MCP: status detail=roi

Feature discovery

What the assistant gets when AiIndexer is underneath.

A shared local index, budgeted context packs, cache-aware ordering, loop detection, adoption checks and governed context for every compatible MCP client.

View all features

Autopilotpreview only

Agent Cost Autopilot

Give the agent a budgeted plan before it starts reading.

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

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

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

Contextpreview only

Context Packs

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

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

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

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

Contextpreview only

Cache-Aware Context

Order context so prompt caching can actually hit.

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

stable_tokens, volatile_tokens and cache_hit_estimate become first-class metrics.

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

Proofpreview only

Proof / ROI Dashboard

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

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

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

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

Wastepreview only

Agent Loop Killer

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

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

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

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

Adoptionpreview only

Agent Adoption Detector

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

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

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

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

Teampreview only

Team Shared Index

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

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

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

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

Reviewpreview only

PR Context Pack

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

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

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

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

Governancepreview only

Governed Context

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

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

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

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

Sales proofpreview only

Pilot Report

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

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

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

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

Searchpreview only

Deep Search

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

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

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

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

Change managementpreview only

Batch Autopilot

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

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

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

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

Governancepreview only

Insights & Monitoring

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

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

Snapshots, trends, alerts and CI/webhook output.

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

Reviewpreview only

Ownership & Blast Radius

Resolve owners and show what a change can break.

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

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

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

Competitivepreview only

Sourcegraph Parity Layer

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

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

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

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

Adoptionpreview only

VS Code, CLI and MCP Surfaces

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

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

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

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

Navigationpreview only

Advanced Code Navigation

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