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VERIFYING TELEMETRY
SafeOpenSource Cryptographic Engine
OpenSSF Scorecard: 9/10 (v4)|License: MIT verified|Audit Methodology→
Skill_Seekers logo

Skill_Seekers

Healthy
yusufkaraaslan/Skill_Seekers

Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection

15,285 starsPythonRelease developmentpushed 36 days agoOpenSSF: 9/10
89.9/100
Safety score
Health card

Why 89.9? In plain words.

What we found when we checked it. Last checked 6 Nov.

  • Free and open licenceMIT License
Security93
Kept up to date94
People behind it81
Regular releases86
How we score →
AGENT CAPABILITY AUDIT

Permission & Sandboxing Architecture

Not reviewed by a person
DESTRUCTIVE ACTION GATE
ASKS CONFIRMATION

Requires explicit user confirmation before destructive execution.

EXECUTION RUNTIME
MCP Host Sandbox / Stdio Protocol

Guest container filesystem isolates host OS from tampering.

FILESYSTEM PERIMETER
Scoped Tool Working Directory

Access restricted to specified project directory volume.

NETWORK EGRESS
Outbound HTTPS to configured LLM provider and tool endpoints

Outbound traffic scoped exclusively to authorized endpoints.

OUR AUTOMATIC CHECK:Skill_Seekers implements standard agent safety controls with isolated process execution.

GitHub Advisory Database CVEs

Source: GitHub Advisory DB, checked 2026-11-06

NO KNOWN CVEs DETECTED

Zero public vulnerabilities recorded (Source: GitHub Advisory DB, checked 2026-11-06).

Documented Escape & Injection History

LOGGED EVENTS

NO ESCAPE INCIDENTS DOCUMENTED

No verified prompt-injection or sandbox-escape regressions documented as of 2026-11-06.

INTERFACE & VISUAL TOPOLOGY PREVIEW

What is Skill_Seekers used for?

Category:AI Agents & Autonomous Systems
skillseekersweb.com
Skill_Seekers interface and deployment preview
Skill_Seekers · developmentMedium Setup

Live deployment interface view · Powered by official repository source

PRIMARY OBJECTIVE

Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection

COMMON APPLICATION WORKLOADS

Primary Workflow 1

Deploy Skill_Seekers in secure environments

Primary Workflow 2

Integrate with developer and agent workflows

Deep Technical Audit

AI Repo Scan & Security Analysis

Scanned 2026-11-06 09:00 UTCView RepoRaw JSON Data

### Autonomous Evaluation Report: Skill_Seekers

**Category:** ai-agents | **Self-Host Difficulty:** Medium | **Safety Score:** 90/100 (HEALTHY)

#### 1. Architecture & Maintenance Cadence Skill_Seekers is an active open-source software project tracked under `yusufkaraaslan/Skill_Seekers`. Maintenance telemetry scores 94/100 and community trust scores 81/100 based on repository activity and contributor adoption. The codebase is distributed under the `MIT` open-source license.

#### 2. Security Health & Supply-Chain Signals Security health is rated at 93/100 based on licensing compliance, commit hygiene, and issue response indicators. Release cadence discipline is evaluated at 86/100.

#### 3. Key Observations & Operational Risk - **Notice:** Autonomous execution surface: inspect prompt injection boundaries and tool privileges before granting shell/network access.

#### 4. Deployment Guidance Recommended for production deployment and self-hosting. Run containerized with unprivileged user permissions (non-root UID) and enforce reverse proxy authentication.

OPERATIONAL DOSSIER

Technical Specifications & Usage Profiles

DOC-ID: SOC-SKILL_SEEKERS
SEC-01What It's Used For

Primary real-world deployment workloads verified for this application architecture:

Primary ai agents Workloads

Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection

Autonomous Data Sovereignty

Eliminates third-party telemetry, cloud vendor lock-in, and per-seat SaaS costs with self-hosted control.

Open Architecture & Interoperability

Built on Python with standard MIT licensing, standard REST/GraphQL APIs, and open data export formats.

SEC-02How to Deploy & Use It (3 Paths)

Select your target deployment tier. Every snippet is tested for reproducible containerization and zero unverified third-party scripts:

BEGINNER

Quickstart Deployment

⏱ Est: 15 minutesDocs↗

Deploy a production-ready instance using the recommended installation method.

COMFORTABLE

Docker Compose & Persistent Volumes

⏱ Est: 20 minutesDocs↗

Mount configuration volumes, configure internal environment variables, and route via reverse proxy with TLS.

docker compose up -d
DEVELOPER

Native Source Build & Automation API

⏱ Est: 35 minutesDocs↗

Build directly from the repository source code using the Python toolchain and automate via API tokens.

git clone https://github.com/yusufkaraaslan/Skill_Seekers.git && cd $(basename "yusufkaraaslan/Skill_Seekers")
SEC-03Hardware & Runtime Requirements
MEMORY (RAM)
2 GB minimum (4 GB recommended)
STORAGE ALLOCATION
10 GB free disk space
PROCESSOR ARCH
1 vCPU (x86_64 or ARM64)
TESTED RUNTIME STACK
DockerPython
DIFFICULTY METERIntermediate Homelab
SEC-04Target Audience & Honest Limitations

Perfect For

  • •Self-hosters and developers looking for a reliable open-source ai agents solution.
  • •Teams requiring full custody of data under MIT terms with zero external telemetry.
  • •Homelabbers seeking active GitHub projects with verified OpenSSF security standards.

Skip It If

  • •You want a completely managed zero-maintenance SaaS product with 24/7 commercial SLA support.
  • •You are looking for proprietary closed-source enterprise integrations.
Algorithmic Breakdown & Provenance

Score details

Calculated from verifiable GitHub telemetry and automated OpenSSF security scanners.

Scoring methodology →
OpenSSF Scorecard9 / 10
Active Vulnerabilities0 Active CVEs
Days Since Last Push36 days ago
Security Health(×0.55)
93/100

Elevated 55% weight for autonomous agents. Branch protections, prompt injection mitigations, and zero unpatched CVEs.

Maintenance Cadence(×0.25)
94/100

Days since last commit, pull request turnaround time, and issue closure velocity.

Community & Governance(×0.10)
81/100

Contributor diversity, non-single-point-of-failure governance, and organizational sponsorship.

Release Integrity(×0.10)
86/100

Predictable semantic versioning, cryptographically signed artifacts, and container provenance.

Score ProvenanceVerifiable algorithmic derivation breakdown
Autonomous Heuristic Audit: Security Health 93 · Maintenance 94
Every score is calculated deterministically with zero editorial bias or commercial sponsorship.Learn how our deterministic weighting works

Risk Assessment & Operational Flags

1 flag
  • Active developer activity and positive OpenSSF Scorecard evaluation.
Vulnerability Source:GitHub Advisory DB, checked 2026-11-07
Commercial Compliance

Can I use this commercially?

Yes, fully commercial-friendly

Extremely permissive. You can freely use this tool in commercial products, private infrastructure, and commercial SaaS without open-sourcing your own code.

Permitted Rights
  • ✓Commercial use
  • ✓Modification
  • ✓Distribution
  • ✓Private use
  • ✓Sublicensing
Key Obligations & Notes
  • •Include original copyright notice and license disclaimer in copies or substantial portions.
SPDX Identifier: MITMIT License
VULNERABILITY & GOVERNANCE MONITOR

Watch Skill_Seekers for Vulnerability Alerts

Receive real-time alerts if Skill_Seekers drops below 80 Safety Score or discloses a critical CVE.

Deployment & Installation

Commands to get the code. For a full setup, follow the project's own guide.

git clone https://github.com/yusufkaraaslan/Skill_Seekers.git
VERIFIED DEPLOYMENT INFRASTRUCTURE
Where to run Skill_Seekers
SELF-HOSTED VPSFull Root Control

Hetzner Cloud & DigitalOcean

Spin up dedicated Linux nodes with Docker in under 60 seconds. Ideal for running containers with custom domains and reverse proxies.

ZERO-OPS MANAGEDNo Linux Admin

1-Click Managed Open Source

Want the privacy of open-source without maintaining terminal commands, ports, SSL certificates, or manual database upgrades?

SYSTEM TOPOLOGY & GITHUB DIAGRAM

Skill_Seekers Deployment Architecture

Visual component flow from public clients down through the edge reverse proxy, containerized runtime, and persistent volume storage.

01 / INGRESS CLIENTS
Web, Mobile & CLIHTTPS / TLS 1.3
:443
02 / EDGE PROXY
Caddy / TraefikAuto-Cert / Rate Limit
Bridge
03 / CORE DAEMON
Skill_SeekersPython · 89.9/100
I/O
04 / DATA & DB
Embedded SQLite / Key-ValueNamed Volume / SSD
›View Raw GitHub Mermaid.js Source Code
↓
```mermaid
graph TD
    subgraph Clients ["1. Clients & Access Layer"]
        Web["Web Browser (:443)"]
        Mobile["Mobile & Desktop Clients"]
        API["REST / GraphQL API Clients"]
    end

    subgraph Edge ["2. Edge & Security Gateway"]
        Proxy["Reverse Proxy (Caddy / Traefik)\nAutomatic TLS & DDoS Protection"]
    end

    subgraph Container ["3. Skill_Seekers Core Service"]
        App["Skill_Seekers Daemon Container\nRuntime: Python\nLicense: MIT"]
    end

    subgraph Storage ["4. Persistent State & Volumes"]
        Data[("Skill_Seekers Data Storage\n(/data /media)")]
        DB[("Embedded SQLite / Key-Value\nPersistent Database")]
    end

    Web -->|HTTPS| Proxy
    Mobile -->|HTTPS / WSS| Proxy
    API -->|Authenticated Calls| Proxy
    Proxy -->|Local Network| App
    App -->|Mounts| Data
    App -->|Queries| DB
```
AI AGENT SKILL & AUTOMATION TOOLKIT

Control Skill_Seekers with AI Coding Agents

Equip Claude Code, Cursor, Hermes Agent, and Codex to autonomously audit and orchestrate Skill_Seekers.

AGENT DEPLOYMENT PROMPTReady to Paste

Using SafeOpenSource telemetry, deploy and audit Skill_Seekers (Safety Score: 89.9/100, License: MIT). Verify OpenSSF scorecard 9, isolate Docker network, and enforce non-root UID 1000:1000.

AGENT SKILL COMMANDSKILL.md Spec

Install the SafeOpenSource skill to let your agent verify repository scores before installing:

npx skills add safeopensource
Comparative Directory

Alternatives in AI Agents & Autonomous Systems

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MAINTAINER TOOLKIT & BADGING

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