MCP CONNECTOR

Connect Claude and ChatGPT to
158,000 skills.
In a few clicks.

Skillberg exposes its proprietary graph (8 reference frameworks, 18,073 cross-standard junctions) through the Model Context Protocol. Compatible with Claude, ChatGPT and any MCP client.

Connect Claude or ChatGPT

Or use the custom-remote URL: https://mcp.skillberg.app/mcp

See the 15 MCP tools

● 15 tools liveOAuth 2.1 · DCR + PKCEper-user quotafr-par

claude.ai · skillberg connector

CONNECTED

What are the prerequisites to become a senior Data Scientist?

01 · Installation

Install in 30 seconds.

Two paths, depending on your client.

RECOMMENDED

Claude and ChatGPT

Add Skillberg as a custom connector: in Claude (Settings → Connectors) or in ChatGPT (Developer Mode). OAuth sign-in, zero configuration.

CUSTOM CONNECTOR · CLAUDE · CHATGPT

Skillberg

Knowledge graph · 158K skills · 8 frameworks

Connect Claude or ChatGPT

ADVANCED

Custom-remote

For Claude, ChatGPT (Developer Mode), Claude Code or any other MCP client. Set a remote URL, then follow the OAuth flow.

~/.claude/mcp.json

{
  "mcpServers": {
    "skillberg": {
      "url": "https://mcp.skillberg.app/mcp"
    }
  }
}

See the install docs

02 · How to use it

Three ways to plug in Skillberg.

Same server URL, same OAuth flow — whatever your client.

SERVER URL

https://mcp.skillberg.app/mcp

Prerequisite: a Skillberg account. The OAuth flow automatically provisions an API key tied to your user.

LIVE

Claude

Claude.ai and Claude Desktop, via custom connectors.

1Settings → Connectors → Add custom connector.
2Paste the server URL https://mcp.skillberg.app/mcp.
3Sign in to Skillberg and approve the consent screen (OAuth).
4Available on plans that offer custom connectors (Pro / Team / Enterprise).

Coming soon: listing in the Anthropic connector directory (submission in progress).

DEVELOPER MODE

ChatGPT / OpenAI

Available today through Developer Mode; the public directory is on its way.

1Turn on Developer Mode in ChatGPT settings.
2Add custom connector → paste the same URL https://mcp.skillberg.app/mcp.
3Authenticate through the Skillberg OAuth flow.
4Coming soon: search for “Skillberg” in the ChatGPT App Directory (submission in progress).

HTTP / SSE

Any other MCP agent

Cursor, Cline, VS Code MCP, in-house MCP SDKs… any compatible client.

1Point the client at the server https://mcp.skillberg.app/mcp (HTTP / SSE transport).
2OAuth 2.1 auth, or an X-Skillberg-Key API key for custom integrations.
3Automatic discovery via /.well-known/oauth-authorization-server and /.well-known/oauth-protected-resource.

MCP tools docs Create a Skillberg account

03 · Tools

Fifteen tools. One graph.

Every tool runs on the same canonical graph. URIs are stable: skillberg://skill/{uuid}, skillberg://occupation/{uuid}.

search_skillsLIVE

Semantic search across the 158,000 canonical skills.

{ query: str, limit: int = 20, threshold: float = 0.1 }

get_skillLIVE

Full multilingual skill record and its proficiency levels.

{ uri: "skillberg://skill/{uuid}" }

search_occupationLIVE

Semantic search of occupations, chainable into the profile tools.

{ query: str, limit: int = 20 }

search_sectorLIVE

Semantic search of business sectors.

{ query: str, limit: int = 20 }

skills_extractLIVE

An occupation's skill profile: essential and optional skills.

{ occupation: "skillberg://occupation/{uuid}" }

skills_recommendLIVE

Expands a set of skills: prerequisites and related skills.

{ skills: ["skillberg://skill/{uuid}", …] }

skills_gapLIVE

Gap between a candidate and a target occupation: covered, missing, coverage ratio.

{ candidate_skills: [uri, …], target_occupation: uri }

career_transitionsLIVE

Occupations reachable from an origin occupation, ranked by shared skills.

{ from_occupation: "skillberg://occupation/{uuid}" }

enrich_cvLIVE

Maps a CV's skills (JSON Resume) onto the frameworks, no prior upload.

{ resume: JSONResume }

evaluate_cvLIVE

CV quality and completeness: overall score and per-section breakdown.

{ resume: JSONResume, section_weights?: object }

enrich_jobLIVE

Extracts and normalises the required skills of a job offer.

{ jsonJob: object }

match_cv_to_jobsLIVE

Fit score between a user's uploaded CV and a job.

{ user_id: str, job_id: str }

render_skills_radarLIVE

Radar chart comparing several profiles' skills, rendered as an image.

{ profiles: [...], title?: str, scale_max?: number }

render_tableLIVE

Table of candidates, offers or a summary, ready to share.

{ kind: "candidates" | "offers" | "summary", rows: [...] }

credits_remainingLIVE

The key's credit balance: remaining, monthly allowance, usage.

{}

15 tools live · all read-onlyView the OpenAPI spec

04 · Conversations

Three concrete examples.

Real tools; the answers are illustrative.

Skills mapping for a job

tools: search_occupation + skills_extract

Find the key skills of a senior tech Product Manager.

Checking the Skillberg graph…

search_occupation(query="Senior Product Manager")

skills_extract(occupation="skillberg://occupation/…")

Product DiscoveryESCO

RoadmappingESCO

Stakeholder ManagementO*NET

Data-informed prioritizationESCO

Technical architecture literacyROME

Skill gap to a target occupation

tools: enrich_cv + skills_gap

What does this CV lack for a DevOps engineer role? [paste CV]

enrich_cv(resume=…)

skills_gap(candidate_skills=[…], target_occupation=…)

Coverage

78%

Covered12 / 15MissingKubernetes, Terraform

No prior upload: the CV is passed directly.

Career transitions

tools: search_occupation + career_transitions

Which roles can a maintenance technician move into?

career_transitions(from_occupation="skillberg://occupation/…")

Closest occupations, by share of shared skills:

Methods technician64%

Automation technician58%

Maintenance manager51%

Ranked by skills shared with the origin occupation.

05 · Auth

Authentication

OAuth 2.1 with Dynamic Client Registration (DCR) and PKCE. No shared passwords. Every user (Claude, ChatGPT…) gets their own Skillberg key, provisioned automatically on first sign-in.

One key per user (not per organization).
Quota and usage visible in console.skillberg.app.
Instant revocation, from Skillberg or from the client (Claude, ChatGPT).

06 · Privacy

Privacy

Text sent through the tools (CVs, job descriptions) is processed on the fly and never stored. Graph queries are logged for quota and debugging — not for training.

Inference in France (Scaleway fr-par).
European models (Mistral).
GDPR + AI Act ready.

07 · Use cases

Who it's for.

HR and internal mobility

Your Claude or ChatGPT agents answer HR questions from a canonical graph instead of hallucinating.

Learning and training

Build learning paths on validated prerequisites (Skill Trees).

Strategy and planning

Skill-gap analysis at scale, with numbers you can defend.

Pricing

Free to try. Pay-as-you-go after that.

Discovery tier included with every Skillberg account. 30-day free trial on your first MCP connection. Pricing based on the number of calls beyond the quota.

See pricing

08 · Get started

One connection. Fifteen tools.
One hundred fifty-eight thousand skills.

Thirty seconds to connect Skillberg to Claude or ChatGPT.

Connect Claude or ChatGPT

Or: custom-remote URL https://mcp.skillberg.app/mcp

Need help integrating? contact@skillberg.app

Connect Claude and ChatGPT to158,000 skills.In a few clicks.

Install in 30 seconds.

Claude and ChatGPT

Custom-remote

Three ways to plug in Skillberg.

Claude

ChatGPT / OpenAI

Any other MCP agent

Fifteen tools. One graph.

Three concrete examples.

Authentication

Privacy

Who it's for.

HR and internal mobility

Learning and training

Strategy and planning

One connection. Fifteen tools.One hundred fifty-eight thousand skills.

Connect Claude and ChatGPT to
158,000 skills.
In a few clicks.

One connection. Fifteen tools.
One hundred fifty-eight thousand skills.