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Codebase Context & Code Graphs · Reviewed 26 Oct 2026

Unblocked

Context layer for AI agents in software engineering

free tier · getunblocked.com ↗

Paid against free › Codebase Context & Code Graphs › Unblocked

49.8KEstimated total trafficModeled monthly visits351Ranking keywordsPublic search sample99/100Technical health15 pages checked0Referring domainsLive backlink summary

Overview

01

Summary

The useful answer before the supporting detail.

Unblocked is a context layer for AI agents in software engineering, founded in 2021 to solve the context problem in software development S1. It gives AI agents trusted context across code, conversations, issues, docs, and production systems so they can complete work correctly S8. The product helps developers and AI agents work efficiently by resolving contradictions, personalizing results, and integrating with tools like Slack, Jira, and GitHub S8 S5.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Unblocked is a context layer for AI agents in software engineering S8.
  • Core purpose: Solves the context problem in software engineering by providing trusted context across code, conversations, issues, docs, and production systems S1 S8.
  • Intended users: Software engineering teams and AI agents S8.
  • Product scope: A single product that ingests code, docs, tickets, and conversations into a living knowledge graph S8.
  • Positioning: Unblocked is the context layer for agentic software development S8.
  • Claimed distinction: Resolves contradictions automatically using recency, authority, and proximity signals S8.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
Software engineersGet on-demand answers about the codebase and its history S55.
Product managersAnswer questions like "Why does this feature work this way?" without needing an engineer S132.
Support teamsFind documentation that needs updating by surfacing citations S132.
Sales teamsCheck if a feature a prospect asked for has shipped S132.
AI agentsReceive trusted context to complete work correctly with less human intervention S8.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Knowledge graph ingestionIngests code, docs, tickets, and conversations into a single living knowledge graph, not searchable silos S8.
Conflict resolutionResolves contradictions across sources automatically using recency, authority, and proximity signals S8.
Personalized resultsPersonalizes results to each developer’s contribution history, active focus areas, and terminology S8.
Context assemblyScores, compresses, and assembles context server-side to reduce wasted tokens and improve agent input S8.
Source linkingShips every answer with source links, ensuring traceability S8.
Access enforcementEnforces access at query time, ensuring every request is authenticated S8.
CI failure analysisAnalyzes failed builds and posts root-cause reports to pull requests S58.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
GitHub, GitLab, BitbucketIntegrationConnects source code repositories for context S55.
Slack, TeamsIntegrationAnswers questions and provides context within chat S55.
Jira, ConfluenceIntegrationConnects issue tracking and documentation S55.
MCPAI interfaceConnects AI coding agents like AI model, Cursor, and Copilot via one MCP server S58.
APIAPIBuild context directly into any API-compatible tool S8.
CLICommand-line utilityWork directly from the terminal S8.
CircleCI, JenkinsIntegrationCI failure analysis posts root-cause reports to pull requests S58.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
Platform$29 per user/month billed annually, or $35 billed monthly S55Code review, MCP, Slack and Teams, API S55300 credits per licence S55
EnterpriseContact sales S55SSO, Data Shield, on-premises options, Data Center code hosts S55Custom credits S55
Free trial21-day free trial, no credit card S5 S55Platform plan features S55Not established

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
facebook.com324incognito unblocked, the unblocked database
reddit.com315.3the unblocked database
youtube.com215.5the unblocked database
docs.getunblocked.com111incognito unblocked
sites.google.com112incognito unblocked
play.google.com113incognito unblocked
medium.com113the unblocked database
startpage.com114incognito unblocked
support.google.com115incognito unblocked
chromewebstore.google.com117incognito unblocked

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

Website intelligence — Scout synthesis

First-party claims:

  • The blog post "Why MCP isn’t enough for coding agents" argues that MCP as a protocol alone is insufficient; a context engine is needed to synthesize, resolve, and rank information W51.
  • The homepage states "Markdown goes stale. MCP exposes individual systems. Neither resolves conflicts, weighs recency, or determines what matters for the task at hand" W7.
  • The pricing page mentions integration with "Claude, Cursor, Copilot, and more" W29.

Scout inference:

  • Unblocked positions itself against generic MCP servers and documentation tools, emphasizing its context engine as a differentiator. The competitive landscape likely includes other AI developer tools, but the site focuses on the unique value of context synthesis.
14

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 5.3%
MonthSource
—All AI assistants
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
otherUnblocked gives AI agents trusted context across code, conversations, issues, docs, and production systems so they can complete work correctly.https://getunblocked.com/
otherReal results from real teams — faster onboarding, fewer review cycles, and AI agents that reliably stay on track.https://getunblocked.com/
featuresConnect the Amplitude MCP server to Unblocked to give AI agents live product analytics contexthttps://getunblocked.com/integrations/amplitude/
featuresUnblocked connects to Amplitude’s MCP server so AI coding agents can query your charts, events, and experiments live — then its Context Engine reconciles what they find with the code, pull requests, and conversations behind them.https://getunblocked.com/integrations/amplitude/
featuresWhen a funnel drops or an event stops firing, the answer is split between Amplitude and the codebase: the chart shows the change, but the tracking call, the feature flag, and the release that caused it live somewhere else. Amplitude’s MCP server exposes charts, the tracking plan, experiments, and flags to AI agents, and Unblocked connects to it once so every agent can ask about product behaviour without its own Amplitude setup.https://getunblocked.com/integrations/amplitude/
integrationsIntegrations for AI coding agentshttps://getunblocked.com/integrations/
integrationsConnect GitHub, Slack, Jira, Confluence, and the tools your team already uses. Unblocked gives Claude Code, Cursor, Copilot, and other AI agents cited engineering context through one MCP server, while its CI integrations analyze failures in pull requests and merge requests.https://getunblocked.com/integrations/
integrationsEmerging techniques for building with AI at scale and how software development is changing from the Unblocked team.https://getunblocked.com/blog/answers-api/
integrationsRouting LLM traffic across inference providers by cost, speed and reliabilityhttps://getunblocked.com/blog/answers-api/
integrationsWe have more AI developer tools than ever, yet many of us still feel unproductive. Why? Maybe it's because we're not using AI to tackle the biggest challenge in software development yet.https://getunblocked.com/blog/developer-productivity-is-still-broken/
integrationsIn the 2024 Stack Overflow Developer Survey, 81% of the 65,000+ developers polled named increasing productivity the biggest benefit they expect from AI tools.https://getunblocked.com/blog/developer-productivity-is-still-broken/
integrationsYet even as AI dev tools moved from autocomplete and chat toward today’s agentic assistants, the same survey found that the blockers weren’t about generating code:https://getunblocked.com/blog/developer-productivity-is-still-broken/
integrationsThis data raises the question: for all of AI’s claims about increasing developer productivity, why aren't developers seeing more of an impact?https://getunblocked.com/blog/developer-productivity-is-still-broken/
integrationsIn some ways, the gap in expectations versus reality around AI that the Stack Overflow survey highlights is not surprising.https://getunblocked.com/blog/developer-productivity-is-still-broken/
integrationsCompanies invest a great deal in hiring engineers who are skilled at writing production-level code. Even so, the vast majority of AI developer tools on the market today are focused on code generation.https://getunblocked.com/blog/developer-productivity-is-still-broken/

These are first-party product claims, not independent measurements of AI-search visibility.

Website intelligence — Scout synthesis

First-party claims:

  • The homepage title and meta description focus on "Context for agentic software development" W1.
  • The blog post "Why MCP isn’t enough for coding agents" discusses MCP and context engines, likely targeting AI-related queries W49.
  • The integrations page mentions connecting to Claude, Cursor, Copilot, and other AI agents W74.

Scout inference:

  • The site is likely to be visible in AI-related search results due to its focus on agentic AI, MCP, and coding agents. The content is technical and addresses current AI trends, which may improve visibility in AI-generated answers.
15

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gapReview the sampled queries where facebook.com appears.3 first-page appearances across incognito unblocked, the unblocked database

Website intelligence — Collected evidence

Website evidence gaps

  • customers: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Website intelligence — Scout synthesis

First-party claims:

  • The homepage promotes a webinar: "How to stop rewriting your agent's code · Oct 28 · 9 AM PDT" W1.
  • The pricing page includes an ROI calculator W40.
  • The blog post about the Answers API highlights use cases like internal support flows and incident triage W103W104.
  • The AppDirect customer story provides a detailed testimonial and advice to pilot Unblocked W230.

Scout inference:

  • Marketing opportunities include leveraging the webinar for lead generation, promoting the ROI calculator to drive conversions, and using customer stories like AppDirect to build trust. The Answers API use cases could be highlighted to attract teams with specific workflow needs.

Trust and proof

16

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

PlatformPageHow it was foundNote
Product HuntUnblocked: The context layer for AI-driven development / Product HuntGrounded web search- Context freshness: Recently we've noticed it sometimes loses track of recent changes or provides slightly outdated information. Stronger temporal awareness would be huge. - Balance internal vs external knowledge: While the internal focus is a superpower, sometimes we need it to pull from broader technical documentation or general programming resources. Finding that balance would make it even more versatile. - Broader technical scope: Expanding beyond our specific codebase to handle more genera
FactCheckToolUnblocked Review (2026) — Pros, Cons & RatingGrounded web searchUnblocked has become an indispensable part of our engineering workflow at Drata. What sets it apart is its deep integration with our internal ecosystem - it seamlessly connects our codebase, Slack conversations, Notion docs, Jira tickets, and GitHub activity into a unified knowledge layer.The real magic happens when you need to understand why something was built a certain way. Instead of hunting through Slack threads, digging through old PRs, and cross-referencing design docs, Unblocked surfaces
getunblocked.comBuilding AI Code Review with context as a first-class system / UnblockedGrounded web searchhow we built a context-aware reviewer by synthesizing PR history, docs, ... Since launch, we've seen customers replace multiple code review tools with ours, consistently reporting higher signal-to-noise ratios and comments that actually get resolved.

Customer proof

Proof typeNamed customer or sourceEvidence
Case studyCodatcustomer case study — The impact shows up in Codat’s numbers. (How the Unblocked Context Engine earned a 92 NPS score from Codat engineers / Unblocked)
TestimonialAlectestimonial — The capability no other tool offered was giving non-engineers a safe window into the code. (“We wanted to build Rally, not a context engine.” / Unblocked)

Independent mentions

  • Show HN: Unblocked – Get answers for questions about your codebase / Hacker News — Show HN: Unblocked – Get answers for questions about your codebase / Hacker News ... 39 points by dennispi on Oct 3, 2023 / hide / past / favorite / 7 comments ... Based on our collective painful experiences of countless hours in meetings, dealing with interruptions and digging through obsolete documentation while building software at companies like Microsoft, Amazon, facebook/Meta and Apple… we created Unblocked. ... I had a chance to look at an early version of Unblocked. I think the huge bene
  • “Unblocked is the institutional memory you were never given access to.” / Unblocked — runs a hospitality platform spanning nearly a thousand repositories and more than a decade of decisions buried in Slack, Jira, Zendesk, and wikis. Engineering, ... and product all wired Unblocked in as their context engine: one MCP at the front of every
  • How a Context Engine Helped Compare the Market Scale / Unblocked — Compare the Market scaled engineering autonomy with Unblocked, turning scattered knowledge into a live context engine for support, debugging, and onboarding. ... specs, and past discussions, giving engineers the right knowledge exactly when they need it
  • How TravelPerk Supercharged Engineering Onboarding / Unblocked — Unblocked, TravelPerk has seen a significant shift in the onboarding experience and ... - Time to a new engineer’s first 10 PRs dropped by several days - Onboarding satisfaction rose above the ... - Engineers stay in flow instead of pausing work to ask
  • getunblocked.com — 48% fewer tokens — With full context on dependencies and consumption patterns, the agent didn't waste ... 83% faster — Unblocked gave our engineer 2 hours and 5 minutes back that would have otherwise been spent babysitting an obstinate agent. Learn more

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

17

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipRally's go-to-market team runs on Unblocked. It safely opens the company's codebase, Slack, and Linear to non-engineers, so support, CS, and sales answer any product question without pulling engineers off building Rally.source
Contact and supportRally's CTO ran the experiment for his go-to-market team, with Slack, GitHub, Linear and the help center connected. He had been the human answer engine in the product-questions channel, and he reports a roughly 90% dropsource
Legal and privacyTerms of Service and Privacy Policy.source
Security and complianceUnblocked is designed with security and privacy as core requirements. Customer data is isolated, authorized, and encrypted and your data will never be used to train models.source
Uptime and status pageNot published on the collected pages.—
Domain registered2014-02-15—
Domain expires2035-02-15—

Not found on the collected pages: uptime and status page. This only means Scout did not find it on the pages it read; it says nothing about the company itself.

18

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
Contact and supportSupportPublic contact and support channel. (source)Not dated
Best AI Documentation Tools for Engineering Teams (2026) / UnblockedDocumentation8 AI documentation tools compared for 2026 engineering teams: live pricing, free tiers, and which ones write docs, keep them fresh, or skip docs entirely. (source)Not dated
Codebase Answers for PMs and Support, No Engineer Needed / UnblockedChangelogPublic product change history. (source)Not dated
The Harness Is the Product, Not the Agent / UnblockedProduct updateProduct update is publicly available. (source)Not dated

Not found in the collected public sources: public roadmap, status page, separate help center or knowledge base.

Technical

19

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Cloud SaaS with on-premises deployment options S55.S55
Platforms and appsWeb app accessible via browser S8.S8
API and extensibility (API, SDK, webhooks, MCP, plugins)Offers MCP, CLI, API, and direct integrations S8.S8
Data ownership and exportNot published on the collected pages.—
Performance and reliability claimsContext is scored, compressed, and assembled server-side to reduce wasted tokens S8.S8
Release activityNot published on the collected pages.—
20

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
Domain registered2014-02-15 — Amazon Registrar, Inc.
Domain expires2035-02-15
First archived2006-12-06 — web archive
TLS certificateAmazon, valid, expires 2027-02-06
Security headersHSTS, CSP, X-Content-Type-Options, X-Frame-Options, Referrer-Policy
Server headerCloudFront
Mail handled byaspmx.l.google.com, alt1.aspmx.l.google.com
Nameserversns-827.awsdns-39.net, ns-131.awsdns-16.com

Not measurable: rdap: exceeded the overall budget; wayback: exceeded the overall budget; tls: exceeded the overall budget; dns: exceeded the overall budget; headers: exceeded the overall budget. A gap here means the lookup was unavailable, not that the finding is negative.

21

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 99/100
  • Critical issues: 0
  • Warnings: 4
  • Notices: 1

Issues

SeverityIssueValueAffected URL
noticeMeta description length should be reviewed172https://getunblocked.com/questions/
warningDuplicate title in audit sample2https://getunblocked.com/
warningDuplicate title in audit sample2https://getunblocked.com/home/
warningDuplicate meta description in audit sample2https://getunblocked.com/
warningDuplicate meta description in audit sample2https://getunblocked.com/home/

Crawled pages

StatusTitleH1sWordsResponseURL
200Context for agentic software development \Unblocked1137649 ms
200Context for agentic software development \Unblocked11376502 ms
200Customer Stories \Unblocked12938553 ms
200Unblocked Pricing — Plans for Dev Teams of All Sizes1104638 mshttps://getunblocked.com/pricing/
200Book a demo to see Unblocked in action134640 mshttps://getunblocked.com/demo/
200Context Engine for Agentic Software Development — Unblocked11716506 mshttps://getunblocked.com/context-engine/
200Unblocked MCP Server — Context Layer for AI Agents1176926 mshttps://getunblocked.com/unblocked-mcp/
200AI coding agent, MCP, and CI integrations \Unblocked1160719 ms
200Unblocked Code: Autonomous Coding Agent — Unblocked11565661 mshttps://getunblocked.com/unblocked-code/
200AI Code Review That Knows How You Work1971573 mshttps://getunblocked.com/code-review/
200Developer Q&A \Unblocked11289488 ms
200The Unblocked Blog: Context Engineering for AI Agents11151505 mshttps://getunblocked.com/blog/
200Open Source Tools for Context Engineering — Unblocked1807296 mshttps://getunblocked.com/open-source/
200Unblocked Video Library: Talks, Podcasts & Demos1526236 mshttps://getunblocked.com/videos/
200Events — Unblocked1360429 mshttps://getunblocked.com/events/

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

22

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct28.3%
search26.0%
search organic24.6%
search paid1.4%
social4.2%
social organic4.2%
social paid0.0%
referrals19.1%
paid referrals0.0%
mail17.2%
gen ai5.3%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Website intelligence — Scout synthesis

First-party claims:

  • The blog post "Why a 12-Line Pull Request Can Take 5 Days" cites statistics from the 2024 Stack Overflow Developer Survey, such as 81% of developers expecting productivity gains from AI tools W126.
  • The blog post "Developers Don’t Need More Docs" cites Statista data on developer time spent searching for information W148.

Scout inference:

  • The evidence catalog does not include search console or analytics data. No click-through rates, impressions, or query data are provided. The site's content may attract organic traffic, but specific analytics are not evidenced.

Limits and method

23

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention specific competitors by name. Unblocked claims to solve context delivery problems like conflict resolution, permission enforcement, freshness, relevance, and cost optimization S8. Evidence gaps include lack of detailed customer counts, specific performance metrics, and independent review ratings. Open questions remain about the exact scope of the knowledge graph and how it handles very large codebases.

24

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 15 collected pages from getunblocked.com, including the homepage, about, pricing, integrations, blog posts, and customer case studies. The evidence catalog includes 15 static pages and 8 rendered pages via browser rendering. External proof search was enabled but only performed one web search request. Limitations: Some pages may not have been fully captured, and external review profiles were not scraped. Claims are cited with source tokens S1–S132.

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