Overview
Summary
The useful answer before the supporting detail.
Tessl is an agent enablement platform that helps teams build AI-native software by giving coding agents structured, versioned context S1. It is used by development teams and enterprises to manage agent context, standardize skills, and automate code review S25 S13. Its practical value is a control plane for agent context, enabling faster shipping with governance and cost control S25.
Product identity and positioning
Name, category, positioning, audience, and first-party claims.
- Identity: Tessl is an agent enablement platform for AI-native software development S1.
- Core purpose: It solves the problem of software development being built around the wrong asset—code—rather than agent context S1 S25.
- Intended users: Development teams and enterprises building with AI agents S25.
- Product scope: A platform with a skills registry, automated code review, evals, and agent runs S25.
- Positioning: Positioned as "your control plane for agent context" S25.
- Claimed distinction: Claims to help teams ship faster without losing control of what agents are running S25.
Use cases and audiences
Who the product serves and the jobs it is designed to handle.
| Audience | Practical use case |
|---|---|
| Development teams | Standardize how they build skills and automate code review S72 S13. |
| Enterprises | Deploy visibility, governance, and continuous improvement across the AI development stack S25. |
| Agentic developers | Automate code reviews, fix recurring errors, and ship workflows faster S13. |
Traffic and search
SEO analysis
Collected Oct 28, 2026tessl.io: an estimated 112,126 total monthly visits and about 5,900 monthly organic visits across 1,820 ranking keywords. Scout crawled 15 pages and measured a technical health score of 89/100.
Search summary
The useful answer before the supporting detail.
Tessl helps teams build AI-native software by giving coding agents structured, versioned context. Ship AI-powered systems that hold up in real codebases. tessl.io: an estimated 112,126 total monthly visits and about 5,900 monthly organic visits across 1,820 ranking keywords. Scout crawled 15 pages and measured a technical health score of 89/100.
- Total traffic (modeled): 112,126 monthly visits across all channels.
- Organic search traffic (estimated): 5,900 monthly visits from search.
- Strongest sampled ranking: tessl at position 1.
- Leading page in the collected evidence: https://tessl.io/.
- Closest measured organic competitor: youtube.com, appearing 1 times in the sampled first-page SERPs.
- Technical crawl: 15 pages, health score 89/100.
Website intelligence — Collected evidence
Company identity and positioning
| Page type | Evidence | Source |
|---|---|---|
| features | Tessl helps teams build AI-native software by giving coding agents structured, versioned context. Ship AI-powered systems that hold up in real codebases. | https://tessl.io/ |
| integrations | The core components of the Tessl platform, the agentic-development problems they solve, and why teams choose Tessl. | https://docs.tessl.io/ |
| features | From skills to loops to factory. Composable and built to grow with you. | https://tessl.io/ |
| features | TRUSTED BY TEAMS BUILDING WITH TESSL | https://tessl.io/ |
| features | Factories succeed because of the context you provide them, not because of the infra they run on. Tessl puts context at the center, making it easy to design agentic workflows with your team and optimize them over time. All running on simple, transparent infra that gets out of your way and lets you focus on the work that matters. | https://tessl.io/ |
| features | Your control plane for agent context. | https://tessl.io/ |
| features | One control plane for everything your org is running. See the gap between installed and running, before it costs you a broken workflow. | https://tessl.io/ |
| features | Route routine work to the cheapest model that holds quality, and save the expensive one for what needs it. | https://tessl.io/ |
| features | Switch providers with a config change. Bring your own model. Evaluate it against real tasks, not turns, so you always have the best model and agent harness for the job. | https://tessl.io/ |
| features | TESSL PLATFORM | https://tessl.io/ |
| features | Built for enterprise. | https://tessl.io/ |
| features | From a fast-moving team making sense of a growing skill library, to a global enterprise using Tessl at scale, we're your partner on the journey. Our engineers guide you from your first loop to a full factory. | https://tessl.io/ |
Domain performance
Modeled total traffic, six-month trend, engagement, countries, and domain identity.
Total website traffic
| Month | Modeled visits |
|---|---|
| 2026-04 | 175,006 |
| 2026-05 | 168,227 |
| 2026-06 | 153,657 |
| 2026-07 | 133,748 |
| 2026-08 | 125,440 |
| 2026-09 | 112,126 |
Top visitor countries
| Country | Name | Traffic share |
|---|---|---|
| US | United States | 35.9% |
| GB | United Kingdom | 5.6% |
| IN | India | 4.1% |
| ES | Spain | 3.7% |
| DE | Germany | 2.6% |
Domain identity
| Signal | Value |
|---|---|
| Registered | Feb 5, 2024 |
| Last changed | Aug 12, 2026 |
| Expires | Feb 5, 2027 |
| WHOIS server | whois.nic.io |
| DNSSEC | — |
| Nameservers | tony.ns.cloudflare.com, demi.ns.cloudflare.com |
Website capture

Organic keywords
Top keywords and an independent Google result page.
Top organic keywords
| Keyword | Volume | CPC | Estimated value |
|---|---|---|---|
| tessl | 4,880 | $3.91 | $3,960 |
| tessl’s skill optimizer | 210 | $0.00 | $390 |
| tessl sdd framework | 190 | $0.00 | $360 |
| thinking orbs | 8,540 | $0.00 | $300 |
| dll逆向 技能 | 270 | $0.00 | $250 |
Independent Google result page
Query: tessl
| Position | Title | URL | Description |
|---|---|---|---|
| 1 | Tessl - Agent Enablement Platform | https://tessl.io/ | Tessl helps teams build AI-native software by giving coding agents structured, versioned context. Ship AI-powered systems that hold up in real codebases. |
| 2 | Tessl | https://uk.linkedin.com/company/tesslio | Tessl is the platform for building software factories. AI coding agents can write code fast, but most teams end up with a pile of one-off automations, not a ... |
| 3 | Tessl | https://jobs.ashbyhq.com/tesslcareers | Tessl exists because we believe AI agents should be able to contribute meaningfully to real software development. We're building the platform that gives agents ... |
| 4 | Tessl is the platform for building software factories. | https://www.producthunt.com/products/tessl | Tessl helps your team build a software factory, one workflow at a time. First, evaluate and optimize your agent skills so you know they actually work. |
| 5 | Tessl Product Demo | https://www.youtube.com/watch?v=6Yn6IwYeI7I | Get a first look at the Tessl framework and Spec Registry in this quick product demo! Discover how Spec-Driven Development keeps your AI ... |
| 6 | Tessl: Agent Skills, Evaluation and Governance - AI Engineer | https://ai.engineer/orgs/tessl | Tessl helps development teams build, test and distribute AI agent skills through a versioned registry, behavioral evaluations and enterprise governance. |
| 7 | Tessl - Crunchbase Company Profile & Funding | https://www.crunchbase.com/organization/tessl | Tessl transforms software development for the AI era with its innovative AI-native development approach. Its AI-powered development platform provides secure ... |
| 8 | Tessl (@tessl_io) / X | https://x.com/tessl_io?lang=en | Tessl is a package manager and lifecycle platform for agent skills and context. |
Important pages
Pages earning the most estimated search traffic in the sample.
| URL | Ranking keywords | Estimated traffic | Best position |
|---|---|---|---|
| https://tessl.io/ | 2 | 282.7 | 1 |
| https://tessl.io/registry/skills/github/jimliu/baoyu-skills | 1 | 51.8 | 2 |
| https://tessl.io/devcon | 2 | 33.4 | 1 |
| https://tessl.io/blog/sourcegraph-spins-out-ai-coding-agent-amp-as-a-standalone-company | 1 | 27.4 | 1 |
| https://tessl.io/registry/tessl/npm-finos--perspective-viewer/3.8.0/evals | 1 | 15.2 | 1 |
| https://tessl.io/registry/tessl/npm-pdfjs-dist/5.4.0/files/docs/document-api.md | 1 | 15.2 | 1 |
| https://tessl.io/registry/tessl/pypi-pyroma/4.3.0/files/docs/core-analysis.md | 1 | 15.2 | 1 |
| https://tessl.io/registry/skills/github/SRombauts/SQLiteCpp/sqlitecpp-workflow | 1 | 15.2 | 1 |
| <https://tessl.io/registry/skills/github/popey/AI modelcode-skills/ddd-context-mapping--71c74f5db600061af0e91393d7eca2ed5d27df9add0d9aeb1815431cd09df778> | 1 | 12.2 | 1 |
| https://tessl.io/registry/jbvc/eval-harness | 1 | 12.2 | 1 |
Website intelligence — Collected evidence
Prioritized website intelligence pages
| Type | Page | Words | Change | URL |
|---|---|---|---|---|
| features | Tessl - Agent Enablement Platform | 1,274 | new | https://tessl.io/ |
| pricing | Tessl Pricing \ | playwright | 995 | new |
| features | Vibe Coding SimCity II: Injecting Chaos with Natural Disasters and AI Tools | 1,204 | new | https://tessl.io/podcast/vibe-coding-adding-features |
| integrations | What is Tessl? \ | static | 1,308 | new |
| integrations | Personal Apps: When JavaScript and SQLite Are All You Need | 1,465 | new | https://tessl.io/blog/personal-apps-when-javascript-and-sqlite-are-all-you-need |
| integrations | Changing the Developer Documentation UX Workflow using AI | 1,242 | new | https://tessl.io/podcast/ai-powered-documentation-experience-with-amara-graham-kapa-below-the-surface |
| integrations | Can Claude 3.5 build production-quality apps without us having to write code? | 1,903 | new | https://tessl.io/podcast/can-claude-3-5-build-production-quality-apps-without-us-having-to-write-code |
| integrations | Categorizing the AI Developer Tooling Landscape | 1,503 | new | https://tessl.io/podcast/categorizing-the-ai-developer-tooling-landscape-with-amir-shevat-discussing-copilot-tabnine-aicodecompletion-aitesting-and-aidocumentation |
| integrations | Live demo: Front end app creation with Claude 3.5 and Cursor | 1,463 | new | https://tessl.io/podcast/live-demo-front-end-app-creation-with-claude-3-5-and-cursor |
| reviews | Code Review | 1,781 | new | https://tessl.io/code-review |
| reviews | Code Review Loops · Tessl Academy | 575 | new | https://tessl.io/academy/code-review |
| reviews | 75% of Tessl's PRs now merge without human review | 1,436 | new | https://tessl.io/blog/75-of-tessls-prs-now-merge-without-human-review |
| reviews | Add agentic code review to your repos in 5 minutes | 1,912 | new | https://tessl.io/blog/add-agentic-code-review-to-your-repos-in-5-minutes |
| reviews | Anatomy of an Agentic Code Review | 2,800 | new | https://tessl.io/blog/anatomy-of-an-agentic-code-review |
Features
| Page type | Evidence | Source |
|---|---|---|
| features | AI can write code. What does it take to ship?Join AI DevCon, Nov 2-4 | https://tessl.io/ |
| features | ](https://tessl.co/8az) | https://tessl.io/ |
| features | Book a Demo | https://tessl.io/ |
| features | CareersPricingDocs | https://tessl.io/ |
| features | Log inBook a Demo | https://tessl.io/ |
| features | Build your software factory, one skill at a time | https://tessl.io/ |
| features | From skills to loops to factory. Composable and built to grow with you. | https://tessl.io/ |
| features | Talk to usGet started free | https://tessl.io/ |
| features | Start free with 1,000 credits a month | https://tessl.io/ |
| features | TRUSTED BY TEAMS BUILDING WITH TESSL | https://tessl.io/ |
| features | The factory runs on context | https://tessl.io/ |
| features | Factories succeed because of the context you provide them, not because of the infra they run on. Tessl puts context at the center, making it easy to design agentic workflows with your team and optimize them over time. All running on simple, transparent infra that gets out of your way and lets you focus on the work that matters. | https://tessl.io/ |
| features | Read the blog | https://tessl.io/ |
| features | Your control plane for agent context. | https://tessl.io/ |
| features | Ship faster, without losing control of what your agents are running. | https://tessl.io/ |
| features | Fix skill sprawl | https://tessl.io/ |
| features | WITHOUT TESSL | https://tessl.io/ |
| features | Every duplicate skill is time and tokens spent solving something someone already solved. In two weeks you can go from zero skills to hundreds of duplicates nobody trusts. | https://tessl.io/ |
| features | Tessl Registry gives you one searchable index across your org and your private workspace, so you find what exists before you write something new. | https://tessl.io/ |
| features | Eliminate blind spots | https://tessl.io/ |
Pricing and plans
| Page type | Evidence | Source |
|---|---|---|
| pricing | CareersPricingDocs | https://tessl.io/pricing |
| pricing | Pricing that scales with what you build. | https://tessl.io/pricing |
| pricing | Start free. Pay only for what you use. One credit covers everything Tessl does, from plugin reviews to Tessl agent runs. | https://tessl.io/pricing |
| pricing | Start freeContact sales | https://tessl.io/pricing |
| pricing | 1,000 credits included each month. Upgrade any time to keep building. | https://tessl.io/pricing |
| pricing | Free reviews on publicly published plugins | https://tessl.io/pricing |
| pricing | Start free | https://tessl.io/pricing |
| pricing | $100 / month | https://tessl.io/pricing |
| pricing | 5x the monthly credits of Free. Buy more any time, set spending limits so costs stay in your control. | https://tessl.io/pricing |
| pricing | Everything in Free, plus: | https://tessl.io/pricing |
| pricing | Multiple workspaces, unified billing, full role management, and SAML SSO | https://tessl.io/pricing |
| pricing | Contact sales | https://tessl.io/pricing |
| pricing | Reviews, evals, and agent runs all draw from one balance, so pricing stays predictable and you can move spend to wherever you need it. | https://tessl.io/pricing |
| pricing | Publishing and installing plugins is always free, so credits only go to reviews, evals, and agent runs | https://tessl.io/pricing |
| pricing | Free on publicly published plugins | https://tessl.io/pricing |
| pricing | The above is illustrative. Exact credit costs are in the [pricing reference](#prices). | https://tessl.io/pricing |
| pricing | Monthly on Free and Team, and annually on Enterprise. | https://tessl.io/pricing |
| pricing | Included credits each month | https://tessl.io/pricing |
| pricing | No trial cap | https://tessl.io/pricing |
| pricing | Committed annual credit terms | https://tessl.io/pricing |
Integrations and supported platforms
| Page type | Evidence | Source |
|---|---|---|
| integrations | LogoLogo | https://docs.tessl.io/ |
| integrations | WebsitePress Kit | https://docs.tessl.io/ |
| integrations | GitBook Assistant | https://docs.tessl.io/ |
| integrations | I'm here to help you with the docs. | https://docs.tessl.io/ |
| integrations | What is this page about?What should I read next?Can you give an example? | https://docs.tessl.io/ |
| integrations | AI Based on your context | https://docs.tessl.io/ |
| integrations | What is Tessl? | https://docs.tessl.io/ |
| integrations | Introduction to Tessl | https://docs.tessl.io/ |
| integrations | Set up Tessl | https://docs.tessl.io/ |
| integrations | Improve your first skill | https://docs.tessl.io/ |
| integrations | Core concepts | https://docs.tessl.io/ |
| integrations | Overview | https://docs.tessl.io/ |
| integrations | Using Tessl as a package manager | https://docs.tessl.io/ |
| integrations | Protecting yourself from insecure skills | https://docs.tessl.io/ |
| integrations | Codifying and enforcing your company's skill standards | https://docs.tessl.io/ |
| integrations | Improving a skill | https://docs.tessl.io/ |
| integrations | Cutting agent cost with a skill | https://docs.tessl.io/ |
| integrations | Set up Tessl Code Review | https://docs.tessl.io/ |
| integrations | Set up Vulnerability Remediation | https://docs.tessl.io/ |
| integrations | Improving agent code quality | https://docs.tessl.io/ |
Product and company updates
No supporting public-page evidence was collected for this category.
Rank tracking
Persistent keyword baselines and position movement.
This analysis created the first position baseline at 2026-10-28T00:53:52.609Z. Movement appears after the next fresh analysis using the same location and language.
Features
Features and capabilities
Core functions and evidence-backed product capabilities.
| Capability | What it does |
|---|---|
| Skills registry | Lets teams write and standardize skills like review policies or coding conventions, with scanning and inventory of existing skills S25. |
| Automated code review | Continuously scans PRs, logs, and tickets to catch recurring errors and open improvement PRs automatically S13. |
| Task automation | Turns repetitive tasks into permanent GitHub Actions workflows S13. |
| Evals | Finds failing tests, fixes them, and proves the fix with an eval before it ships S25. |
| Context control | Provides a control plane for agent context, routing routine work to cheaper models and switching providers with a config change S25. |
| Security scanning | Scans and scores every skill in the registry before installation, with support for encoding custom security standards S25. |
Integrations and ecosystem
Connected products, exports, APIs, and workflow compatibility.
| Integration or interface | Type | What it enables |
|---|---|---|
| GitHub Actions | Integration | Turns recurring chores into permanent workflows S13. |
| CLI | Interface | Installs the Tessl CLI, logs in or signs up, and starts Tessl Agent in the current working directory S13. |
| LLM providers | Integration | Switch providers with a config change S25. |
| Skills registry | Data portability | Scans and inventories skills across connected repos S25. |
Pricing
Pricing and plans
Published plans, free access, trials, credits, and pricing limitations.
| Plan or offer | Verified price and billing | Included | Limits |
|---|---|---|---|
| Free | $0/month, no paid cycle S72 | 1,000 credits/month; unlimited publishing and installation; public plugin reviews free S72 | Credits expire monthly S72 |
| Team | $100 per workspace/month, billed monthly S72 | 5,000 credits/month; top-ups and spend limits; roles; paid model choice S72 | No annual commitment S72 |
| Enterprise | Custom, annual credit terms, contact sales S72 | Volume credit bundles; platform fee plus credits; SSO, policies, multiple workspaces S72 | Custom terms S72 |
Competition
Competitive landscape
Domains competing for the same organic search demand.
Sampled competitors
| Competitor | First-page appearances | Sampled queries | Average position | Queries observed |
|---|---|---|---|---|
| youtube.com | 1 | 1 | 1 | tessl |
| github.com | 1 | 1 | 1 | baoyu-skills |
| indexventures.com | 1 | 1 | 2 | tessl |
| medium.com | 1 | 1 | 3 | tessl |
| hermes-agent.nousresearch.com | 1 | 1 | 3 | baoyu-skills |
| codemyspec.com | 1 | 1 | 4 | tessl |
| lobehub.com | 1 | 1 | 4 | baoyu-skills |
| instagram.com | 1 | 1 | 5 | tessl |
| zhuanlan.zhihu.com | 1 | 1 | 5 | baoyu-skills |
| explainx.ai | 1 | 1 | 6 | baoyu-skills |
Website intelligence — Collected evidence
Customers, testimonials, and first-party review claims
| Page type | Evidence | Source |
|---|---|---|
| reviews | AI can write code. What does it take to ship?Join AI DevCon, Nov 2-4 | https://tessl.io/code-review |
| reviews | ](https://tessl.co/8az) | https://tessl.io/code-review |
| reviews | Book a Demo | https://tessl.io/code-review |
| reviews | CareersPricingDocs | https://tessl.io/code-review |
| reviews | Log inBook a Demo | https://tessl.io/code-review |
| reviews | Code review that makes your agents better with every PR | https://tessl.io/code-review |
| reviews | Tessl Code Review finds bugs in your PRs, then updates your code and standards so agents stop repeating them. | https://tessl.io/code-review |
| reviews | Book a demoTry it free | https://tessl.io/code-review |
| reviews | Start free with 1,000 credits a month | https://tessl.io/code-review |
| reviews | github.com/acme/payments-api/pull/482 | https://tessl.io/code-review |
| reviews | Add idempotency to charge and refund flows | https://tessl.io/code-review |
| reviews | fix/charge-idempotency | https://tessl.io/code-review |
| reviews | Tessl Code Review | https://tessl.io/code-review |
| reviews | 4 lenses · 3 findings · reviewed against 2 standards | https://tessl.io/code-review |
| reviews | Changes requested | https://tessl.io/code-review |
| reviews | Merge blocked until findings are resolved or declined | https://tessl.io/code-review |
| reviews | src/payments/charge.ts+28−6 | https://tessl.io/code-review |
| reviews | src/payments/refund.ts+19−4 | https://tessl.io/code-review |
| reviews | src/payments/idempotency.ts+17−2 | https://tessl.io/code-review |
| reviews | skill/review-payments.md | https://tessl.io/code-review |
Independent review sources discovered
No links to supported independent review platforms were discovered on the collected pages.
AI visibility
Measured ChatGPT and Google AI mentions with cited sources.
AI-assistant referral traffic
- Estimated current generative-AI referral share: 1.7%
| Month | Traffic share | Source |
|---|---|---|
| — | — | All AI assistants |
| — | — | All AI assistants |
Website intelligence — Collected evidence
Site-stated AI capabilities
| Page type | Evidence | Source |
|---|---|---|
| features | Tessl helps teams build AI-native software by giving coding agents structured, versioned context. Ship AI-powered systems that hold up in real codebases. | https://tessl.io/ |
| features | Talk to the Tessl enterprise team about deploying visibility, governance, and continuous improvement across your AI development stack. | https://tessl.io/ |
| features | In this episode of AI Native Dev, Simon Maple and Joe Holdcroft return for a chaotic continuation of their previous challenge. Having each created a town simulator app using BASE44 and Bolt.new, they now swap codebases and attempt to implement natural disasters using two different AI tools: Cursor and Windsurf. The twist? Neither developer knows what feature they’ll be adding until it's revealed live, and neither has seen the other’s code. The result is a candid, sometimes frustrating, and often hilarious exploration of how AI development tools perform in messy real-world contexts. | https://tessl.io/podcast/vibe-coding-adding-features |
| features | This episode centers on disposable code: code written quickly to test ideas rather than built for long-term maintenance. Simon and Joe dive headfirst into modifying auto-generated, brittle applications, trusting AI to carry out changes on unfamiliar projects. Simon remarks on the benefit of BASE44 in building a prototype with minimal effort, noting, “I didn’t even look at the code.” This hands-off approach highlights the power of disposable code—how AI tools can generate working apps quickly with minimal developer intervention. However, the moment these apps require real changes or sustained iteration, cracks appear. The ease of creation masks fragility under the surface. | https://tessl.io/podcast/vibe-coding-adding-features |
| features | Cursor and Windsurf offer different interpretations of what AI-assisted coding should look like. Cursor prioritizes speed and minimal friction—ideal for iterative prompting—but it struggles with large, compounding requests. Windsurf is more assertive and autonomous but overreaches, often rewriting massive code sections or enforcing strict linting prematurely. Both tools highlight AI’s current strengths and weaknesses: they are fast, flexible, and impressive in narrow scopes, but brittle and error-prone in broad or multi-step tasks. Simon sums it up: “Had I asked Bolt or BASE44 to do this from scratch, it would probably be more successful than asking Cursor to build on broken ground.” | https://tessl.io/podcast/vibe-coding-adding-features |
| features | The devs encounter a variety of unanticipated challenges—many introduced by the tools themselves. Simon discovers that disasters resolve without the correct emergency services. Joe faces repeated compile issues due to out-of-order function declarations. Both observe that asking for multiple logical changes in one prompt results in partial or faulty implementation. Perhaps most revealing, both tools misreport what they’ve changed, making it hard to trust that fixes are actually present. Windsurf gets stuck in a lint-fix loop; Cursor repeatedly fails to update runtime behavior despite promising otherwise. The core insight: AI tools are fallible collaborators, and developers must expect and plan for this. | https://tessl.io/podcast/vibe-coding-adding-features |
| features | As the episode winds down, Simon and Joe reflect on the current state and future promise of LLM-powered tools. They agree that today’s tools work best for generating greenfield prototypes but are less effective at building sustainable, editable codebases. Joe suggests these tools will shine most in one-off projects or when helping non-developers scaffold apps. Simon, despite his frustrations, notes how far the tooling has come, imagining how magical this would have seemed even four years ago. Both agree that tooling must improve in state tracking, context retention, and change validation to fully integrate into robust workflows. | https://tessl.io/podcast/vibe-coding-adding-features |
| features | In this feature-rich episode, the AI Native Dev team showcases the reality of AI-assisted coding in unpredictable terrain. Key lessons include: | https://tessl.io/podcast/vibe-coding-adding-features |
| features | AI can write code. What does it take to ship?Join AI DevCon, Nov 2-4 | https://tessl.io/ |
| features | AI can write code. What does it take to ship?Join AI DevCon, Nov 2-4 | https://tessl.io/podcast/vibe-coding-adding-features |
| features | Vibe Coding SimCity II: Injecting Chaos with Natural Disasters and AI Tools | https://tessl.io/podcast/vibe-coding-adding-features |
| features | Simon and Joe swap AI-generated apps and inject natural disasters using Cursor and Windsurf, debugging chaos, brittle code, and battling LLM loops in real time. | https://tessl.io/podcast/vibe-coding-adding-features |
| features | [](https://youtu.be/dzXGY8YUx-8)[](https://podcasts.apple.com/us/podcast/the-ai-native-dev-from-copilot-today-to-ai-native/id1756073806?i=1000708456125)[](https://open.spotify.com/episode/62DRk2zvb49pc04VRy1e9T?si=cf4f6fe2dcf744d3) | https://tessl.io/podcast/vibe-coding-adding-features |
| features | AI Tools & AssistantsAgentic Systems | https://tessl.io/podcast/vibe-coding-adding-features |
| features | Simon Maple and Joe Holdcroft exchange AI-generated town simulators and challenge each other to add natural disasters—without previewing the code. Using Cursor and Windsurf, they try (and sometimes fail) to inject earthquakes, lightning strikes, and chaos. Along the way, they encounter context loss, build failures, brittle UI logic, and surprising wins. They reflect on how AI coding tools actually perform when modifying unfamiliar codebases, and what disposable code really means in practice. | https://tessl.io/podcast/vibe-coding-adding-features |
| features | In this episode of AI Native Dev, Simon Maple and Joe Holdcroft return for a chaotic continuation of their previous challenge. Having each created a town simulator app using BASE44 and Bolt.new, they now swap codebases and attempt to implement natural disasters using two different AI tools: Cursor and Windsurf. The twist? Neither developer knows what feature they’ll be adding until it's revealed live, and neither has seen the other’s code. The result is a candid, sometimes frustrating, and often hilarious exploration of how AI development tools perform in messy real-world contexts. | https://tessl.io/podcast/vibe-coding-adding-features |
| features | This episode centers on disposable code: code written quickly to test ideas rather than built for long-term maintenance. Simon and Joe dive headfirst into modifying auto-generated, brittle applications, trusting AI to carry out changes on unfamiliar projects. Simon remarks on the benefit of BASE44 in building a prototype with minimal effort, noting, “I didn’t even look at the code.” This hands-off approach highlights the power of disposable code—how AI tools can generate working apps quickly with minimal developer intervention. However, the moment these apps require real changes or sustained iteration, cracks appear. The ease of creation masks fragility under the surface. | https://tessl.io/podcast/vibe-coding-adding-features |
| features | The episode underscores the tension between rapid generation and reliable maintenance. Simon encounters repeated issues using Cursor to modify Joe’s app, getting stuck in feedback loops where the tool claims to apply fixes that never take effect. “Every time I was in that horrible, frustrating loop… it says it’s made it, but it hasn’t.” Joe, using Windsurf, sees a similar breakdown: linting conflicts, duplicated functions, and unclear working state. Both developers conclude that while AI tools excel at early prototyping, extending that code demands precision, validation, and patience—things often absent in disposable workflows. | https://tessl.io/podcast/vibe-coding-adding-features |
| features | The Importance of Context in AI Development | https://tessl.io/podcast/vibe-coding-adding-features |
| features | AI tools often struggle with contextual awareness, particularly when codebases are inconsistent or bloated. Windsurf, in particular, falls into multiple loops trying to fix ESLint issues it didn’t introduce, making repetitive and sometimes conflicting changes. Joe theorizes that Windsurf is analyzing its own diffs and erroneously flagging them as new bugs. Simon notes that context issues also affect output relevance: “It’s using that as context, so it would almost confuse itself a little bit with that potentially.” Without firm architectural boundaries and consistent naming conventions, AI tools lose track of intent, making reliable automation difficult. | https://tessl.io/podcast/vibe-coding-adding-features |
These are first-party product claims, not independent measurements of AI-search visibility.
Marketing opportunities
Actions calculated directly from the collected evidence.
| Opportunity | Recommended action | Evidence |
|---|---|---|
| Competitor gap | Review the sampled queries where youtube.com appears. | 1 first-page appearances across tessl |
Website intelligence — Collected evidence
Website evidence gaps
- customers: 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.
Trust and proof
Customers, proof, and reviews
Published proof, customer signals, and review evidence.
Independent reviews
| Platform | Page | How it was found | Note |
|---|---|---|---|
| tessl.io | Tessl Agent – Automate Code Reviews, Fix Recurring Errors, and Ship Workflows Faster | Grounded web search | Tessl Agent scans your PRs, session logs, and tickets continuously — opens improvement PRs automatically, turns recurring chores into workflows, and ships them via GitHub Actions. Your codebase gets better every week. Nobody has to stop to maintain it. |
| tessl.io | Tessl Agent – Automate Code Reviews, Fix Recurring Errors, and Ship Workflows Faster | Grounded web search | # You're in. Now point Tessl Agent at your repo. Set up in one command. See your first improvement PR the same day. Tessl Agent scans your PRs, session logs and tickets, then opens fixes automatically. |
Customer proof
No named customers, testimonials, or customer case studies were found.
Independent mentions
- tesslio/cli — # Tessl Tessl is an Agent Enablement Platform that gives your agents the context they're missing. - Install usage docs for your favorite open source library from the Tessl Spec Registry - Create your own internal docs and share with your team
- Tessl - Agent Enablement Platform — is Tessl, exactly? Tessl is the agent enablement platform. It's the management layer between your developers and the agents they use, so you can build, test, distribute, and optimize agent skills with the security and governance of enterprise software.
- What is Tessl? / Tessl Docs — Tessl is an open platform for managing agentic development across your organization. It takes you from scaling skills to building your software factory, one workflow at a time. Tessl works with every popular coding agent and is made up of six components: Component What it is Registry & package manager Discover, install, version, and roll back skills and plugins like any other dependency. One searchable index of public and private context, agent-agnostic. Governance Scan and score every skill aga
- Tessl - Agent Enablement Platform — This is why we started Tessl. To help shape what AI Native software development looks like. To provide the tools to develop software in this context-centric world. To power the next step in the evolution of our profession.
- Tessl • The management layer for AI agent skills — # Find skills that make AI agents work correctly. Skills are instructions that tell AI coding agents how to use your library, API, or workflow correctly. Evaluated, secured, versioned, and discoverable.
- Set up Tessl / Tessl Docs — Tessl helps you manage the skills and context your coding agents rely on. You work with it through the `tessl` command line tool, so setup comes down to three things: install the CLI, create an account, and initialize a project. It takes a few minutes.
- Security and Governance — Skills are installed with no visibility, execute with full trust, and a malicious or misconfigured skill won't announce itself. Tessl is the ... plane for agent skills. Every skill that enters your environment is scanned, scored, and governed, before it
- FAQs / Tessl Docs — Skills are agent and model-agnostic, allowing teams to maintain consistent behavior across tools without locking into a single ecosystem. ... : `.codex/skills/` - AI model: `.AI model/skills/` - Copilot CLI: `.copilot/skills/` - Copilot in VSCode:
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.
Company, security, and trust
Ownership, policies, security signals, and public trust evidence.
| Signal | Finding | Source |
|---|---|---|
| Company and ownership | Stanford University and CEO & Co-Founder of P10Y | source |
| Contact and support | Not published on the collected pages. | — |
| Legal and privacy | Not published on the collected pages. | — |
| Security and compliance | Multiple workspaces, unified billing, full role management, and SAML SSO | source |
| Uptime and status page | Not published on the collected pages. | — |
Not found on the collected pages: contact and support, legal and privacy, uptime and status page. This only means Scout did not find it on the pages it read; it says nothing about the company itself.
Documentation and product updates
Help resources, product guidance, and visible changes over time.
| Resource or update | Type | What is available | Date or freshness |
|---|---|---|---|
| Contact and support | Support | Public contact and support channel. (source) | Not dated |
| AI Evaluations and Testing: How to Know When Your Product Works | Guide | Guides, comparisons, pricing breakdowns, use cases, and how-to articles. (source) | Not dated |
| Kilo Code: An open source AI coding agent that works with any model | Roadmap | Public product roadmap. (source) | Not dated |
Not found in the collected public sources: changelog or release notes, status page, separate help center or knowledge base.
Technical
Technical and delivery signals
Delivery model, platforms, API, data ownership, reliability claims and release activity.
| Signal | Finding | Source |
|---|---|---|
| Delivery model (cloud, self-hosted, desktop, browser extension) | Enterprise plan offers self-hosted deployment S72. | S72 |
| Platforms and apps | Not published on the collected pages. | — |
| API and extensibility (API, SDK, webhooks, MCP, plugins) | Supports publishing and installing plugins and skills S72. | S72 |
| Data ownership and export | Not published on the collected pages. | — |
| Performance and reliability claims | Claims 74% of findings are real defects, up from 50% S25. | S25 |
| Release activity | Not published on the collected pages. | — |
Measured infrastructure
Domain, certificate, and hosting signals, measured directly.
| Signal | Finding |
|---|---|
| First archived | 2024-04-22 — web archive |
| TLS certificate | Google Trust Services, valid, expires 2027-01-17 |
| Security headers | HSTS, CSP, X-Content-Type-Options, X-Frame-Options, Referrer-Policy |
| Server header | cloudflare |
| Mail handled by | aspmx.l.google.com, alt2.aspmx.l.google.com |
| Nameservers | demi.ns.cloudflare.com, tony.ns.cloudflare.com |
Not measurable: rdap: no RDAP server published for .io; 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.
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: 89/100
- Critical issues: 0
- Warnings: 32
- Notices: 4
Issues
| Severity | Issue | Value | Affected URL |
|---|---|---|---|
| warning | Page should have one primary H1 | 0 | https://tessl.io/get-in-touch |
| warning | Slow HTML response | 2251 | https://tessl.io/get-in-touch |
| notice | Meta description length should be reviewed | 18 | https://tessl.io/careers |
| warning | Page should have one primary H1 | 3 | https://tessl.io/careers |
| warning | Slow HTML response | 2471 | https://tessl.io/careers |
| warning | Slow HTML response | 2707 | https://tessl.io/pricing |
| warning | Missing meta description | — | https://tessl.io/login?returnPathname=%2Fhome |
| warning | Page should have one primary H1 | 0 | https://tessl.io/login?returnPathname=%2Fhome |
| warning | Missing canonical URL | — | https://tessl.io/login?returnPathname=%2Fhome |
| notice | Low visible word count | 82 | https://tessl.io/login?returnPathname=%2Fhome |
| warning | Slow HTML response | 2783 | https://tessl.io/code-review |
| warning | Title length should be reviewed | 84 | https://tessl.io/agent |
| notice | Meta description length should be reviewed | 316 | https://tessl.io/agent |
| warning | Missing meta description | — | https://tessl.io/registry |
| warning | Missing canonical URL | — | https://tessl.io/registry |
| warning | Page should have one primary H1 | 3 | https://tessl.io/about |
| warning | Slow HTML response | 2076 | https://tessl.io/about |
| warning | Title length should be reviewed | 5 | https://tessl.io/policies/all |
| notice | Low visible word count | 125 | https://tessl.io/policies/all |
| warning | Title length should be reviewed | 4 | https://tessl.io/blog |
| warning | Page should have one primary H1 | 0 | https://tessl.io/blog |
| warning | Title length should be reviewed | 7 | https://tessl.io/podcast |
| warning | Page should have one primary H1 | 0 | https://tessl.io/podcast |
| warning | Duplicate title in audit sample | 3 | https://tessl.io/ |
| warning | Duplicate title in audit sample | 3 | https://tessl.io/ |
| warning | Duplicate title in audit sample | 3 | https://tessl.io/about |
| warning | Duplicate title in audit sample | 2 | https://tessl.io/login?returnPathname=%2Fhome |
| warning | Duplicate title in audit sample | 2 | https://tessl.io/registry |
| warning | Duplicate meta description in audit sample | 8 | https://tessl.io/ |
| warning | Duplicate meta description in audit sample | 8 | https://tessl.io/get-in-touch |
| warning | Duplicate meta description in audit sample | 8 | https://tessl.io/blog/context-driven-factories |
| warning | Duplicate meta description in audit sample | 8 | https://tessl.io/code-review |
| warning | Duplicate meta description in audit sample | 8 | https://tessl.io/ |
| warning | Duplicate meta description in audit sample | 8 | https://tessl.io/about |
| warning | Duplicate meta description in audit sample | 8 | https://tessl.io/policies/all |
| warning | Duplicate meta description in audit sample | 8 | https://tessl.io/policies/support |
Crawled pages
| Status | Title | H1s | Words | Response | URL |
|---|---|---|---|---|---|
| 200 | Tessl - Agent Enablement Platform | 1 | 1390 | 242 ms | https://tessl.io/ |
| 200 | Get in touch | 0 | 269 | 2,251 ms | https://tessl.io/get-in-touch |
| 200 | Tessl Careers | 3 | 661 | 2,471 ms | https://tessl.io/careers |
| 200 | Tessl Pricing \ | Plans & Credits for AI Coding Agents | 1 | 1135 | 2,707 ms |
| 200 | Tessl • The management layer for AI agent skills | 0 | 82 | 379 ms | https://tessl.io/login?returnPathname=%2Fhome |
| 200 | Context-Driven Factories | 1 | 2500 | 1,521 ms | https://tessl.io/blog/context-driven-factories |
| 200 | Code Review | 1 | 2098 | 2,783 ms | https://tessl.io/code-review |
| 200 | Tessl - Agent Enablement Platform | 1 | 1390 | 154 ms | https://tessl.io/ |
| 200 | Tessl Agent – Automate Code Reviews, Fix Recurring Errors, and Ship Workflows Faster | 1 | 1032 | 556 ms | https://tessl.io/agent |
| 200 | Tessl • The management layer for AI agent skills | 1 | 954 | 582 ms | https://tessl.io/registry |
| 200 | Tessl - Agent Enablement Platform | 3 | 577 | 2,076 ms | https://tessl.io/about |
| 200 | Legal | 1 | 125 | 481 ms | https://tessl.io/policies/all |
| 200 | Enterprise Level Support Terms | 1 | 524 | 419 ms | https://tessl.io/policies/support |
| 200 | Blog | 0 | 840 | 103 ms | https://tessl.io/blog |
| 200 | Podcast | 0 | 74310 | 681 ms | https://tessl.io/podcast |
This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.
Search Console and Analytics
First-party search and behavioral data connection state.
Modeled acquisition channels
| Channel | Estimated share |
|---|---|
| direct | 35.5% |
| search | 44.5% |
| search organic | 43.5% |
| search paid | 1.0% |
| social | 8.9% |
| social organic | 8.1% |
| social paid | 0.7% |
| referrals | 6.9% |
| paid referrals | 0.5% |
| 2.1% | |
| gen ai | 1.7% |
| affiliate | 0.0% |
| other | 0.0% |
First-party connections
| Integration | Status | Data available after connection |
|---|---|---|
| Google Search Console | Not connected | Clicks, impressions, CTR, average position, queries, pages, countries, and devices |
| Google Analytics | Not connected | Organic 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.
Limits and method
Limitations and open questions
Known constraints and missing evidence from the collected pages.
The collected pages do not name direct competitors. Evidence gaps include lack of detailed customer reviews, independent review profiles, and specific uptime or performance metrics. Open questions remain about the exact credit consumption per action and the full scope of enterprise features beyond those listed on the pricing page.
Sources, method, and limitations
Evidence inventory, collection method, provider use, and constraints.
This report is based on 15 collected pages from tessl.io, including the homepage, about, pricing, agent get-started, blog, and podcast pages. Static and browser rendering rendering were used. External proof search was enabled but only performed a web search without verification requests. Limitations include reliance on vendor-published content and absence of independent reviews or third-party validation.
- Official Websitehttps://tessl.io/Verified
- Official Websitehttps://tessl.io/aboutVerified
- Official Websitehttps://tessl.io/agent/get-startedVerified
- Pricing Pagehttps://tessl.io/pricingVerified
- Pricing Pagehttps://tessl.io/blog/cheaper-tokens-bigger-bills-token-price-isnt-agent-costVerified
- Pricing Pagehttps://tessl.io/blog/cursor-new-pricing-structure-explainedVerified
- Pricing Pagehttps://tessl.io/blog/inside-kilo-code-an-open-source-ai-coding-agent-with-plans-to-reshape-software-developmentVerified
- Pricing Pagehttps://tessl.io/blog/my-coding-agent-needed-a-package-manager-for-its-own-brain-and-i-gave-it-one-using-a-skills-registryVerified
- Pricing Pagehttps://tessl.io/blog/warp-joins-the-pricing-pivot-sweeping-ai-developer-toolsVerified
- Pricing Pagehttps://tessl.io/blog/with-composer-2-cursor-targets-longer-coding-tasks-with-lower-pricingVerified
- Official Websitehttps://tessl.io/blog/agent-experience-is-the-next-product-surfaceVerified
- Official Websitehttps://tessl.io/blog/gitlab-duo-agent-platform-ai-human-collaboration-for-devsecopsVerified
- Official Websitehttps://tessl.io/blog/how-we-turned-ai-hallucination-into-a-product-featureVerified
- Official Websitehttps://tessl.io/blog/kiro-spec-driven-development-platform-hits-prime-time-with-cli-support-in-towVerified
- Official Websitehttps://tessl.io/podcast/ai-evaluations-and-testing-how-to-know-when-your-product-works-or-doesntVerified
- Articlehttps://github.com/tesslio/cliVerified
- Articlehttps://docs.tessl.io/Verified
- Review Sitehttps://tessl.io/agentVerified
- Articlehttps://tessl.io/registryVerified
- Articlehttps://docs.tessl.io/introduction-to-tessl/set-up-tesslVerified
- Articlehttps://tessl.io/enterprise/security-and-governance/Verified
- Articlehttps://docs.tessl.io/support/faqsVerified
- Review Sitehttps://tessl.io/agent/get-started/Verified
