π Resume Tailor Agent AI-powered resume tailoring β paste a job description, get a perfect match in seconds. $1 $1 $1 $1 $1 $1 $1 $1 --- **β If this helped you, give it a star! It helps others find it.** $1 β’ $1 β’ $1 β’ $1
--- π€ The Problem You're job hunting. Every company wants something slightly different. You've done the work β but your resume doesn't say it in the JD's language. ATS","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.","installCommand":null,"sourceUrl":"https://github.com/simplynadaf/resume-tailor-agent","homepage":null,"primaryLinks":[{"label":"View Source","url":"https://github.com/simplynadaf/resume-tailor-agent","kind":"source"}],"safetyScore":66,"overallRank":18.6,"popularityScore":0,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"AI agent that analyzes job descriptions, identifies skill gaps, and tailors your resume - built with CrewAI and Amazon Bedrock. π Resume T"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-09T18:14:39.342Z","emptyReason":null},"protocols":[{"protocol":"OPENCLEW","label":"OpenClaw","status":"self-declared","notes":"Declared in the public agent profile."}],"capabilities":[{"label":"crewai","status":"self-declared"},{"label":"multi-agent","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":3,"capabilityMatrix":{"rows":[{"key":"OPENCLEW","type":"protocol","support":"unknown","confidenceSource":"profile","notes":"Listed on profile"},{"key":"crewai","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"multi-agent","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"}},"adoption":{"evidence":{"source":"no-adoption-signals","verified":false,"confidence":"low","updatedAt":"2026-10-09T18:14:39.342Z","emptyReason":"No source adoption metrics were available."},"stars":0,"forks":0,"downloads":null,"packageName":null,"latestVersion":null,"tractionLabel":null},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-09T18:14:39.337Z","emptyReason":null},"lastUpdatedAt":"2026-10-09T18:14:39.342Z","lastCrawledAt":"2026-10-09T18:14:39.337Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-16T18:14:39.337Z","lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"GITHUB REPOS","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":null,"setupComplexity":"low","setupSteps":["Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.","Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/crewai-simplynadaf-resume-tailor-agent/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crewai-simplynadaf-resume-tailor-agent/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crewai-simplynadaf-resume-tailor-agent/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/crewai-simplynadaf-resume-tailor-agent/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/crewai-simplynadaf-resume-tailor-agent/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/crewai-simplynadaf-resume-tailor-agent/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":["OPENCLEW"]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"GITHUB_REPOS","generatedAt":"2026-10-10T07:42:08.548Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/crewai-simplynadaf-resume-tailor-agent/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/crewai-simplynadaf-resume-tailor-agent/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/crewai-simplynadaf-resume-tailor-agent/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/crewai-simplynadaf-resume-tailor-agent/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"GITHUB REPOS","verified":false,"confidence":"high","updatedAt":"2026-10-09T18:14:39.342Z","emptyReason":null},"readme":"
\n\n# π Resume Tailor Agent\n\n### AI-powered resume tailoring β paste a job description, get a perfect match in seconds.\n\n[](https://crewai.com)\n[](https://aws.amazon.com/bedrock/)\n[](https://streamlit.io)\n[](https://python.org)\n[](LICENSE)\n\n[](https://github.com/simplynadaf/resume-tailor-agent/stargazers)\n[](https://github.com/simplynadaf/resume-tailor-agent/network/members)\n[](https://github.com/simplynadaf/resume-tailor-agent/issues)\n\n---\n\n**β If this helped you, give it a star! It helps others find it.**\n\n[Getting Started](#-getting-started) β’ [How It Works](#-how-it-works) β’ [Demo](#-example-output) β’ [Contributing](#-contributing)\n\n
\n\n---\n\n## π€ The Problem\n\nYou're job hunting. Every company wants something slightly different. You've done the work β but your resume doesn't say it in the JD's language. ATS systems scan for keywords before a human ever sees your application. Wrong framing = filtered out automatically.\n\n**One application = 30 minutes of tweaking.** Multiply that by 10+ applications.\n\nThis agent does it in **30 seconds.**\n\n---\n\n## β¨ What It Does\n\n> One agent. One pass. Five powerful outputs.\n\n
\n\n| \n\n### π― With JD + Resume\n\n| Output | What You Get |\n|--------|-------------|\n| π JD Summary | What they're *actually* looking for |\n| π Matching Skills | ATS keywords to highlight (e.g., `LLM`, `RAG`, `K8s`) |\n| β οΈ Skill Gaps | Clean bullet points β one gap per line |\n| πΊοΈ Career Guidance | Step-by-step preparation path for your level |\n| β¨ Tailored Resume | Rewritten bullets β ATS-friendly, ready to copy-paste |\n\n | \n\n\n### π With JD Only (no resume needed!)\n\n| Output | What You Get |\n|--------|-------------|\n| π JD Summary | Role decoded in plain English |\n| π Key Technologies | Tech keywords the JD demands |\n| πΊοΈ Career Path | What to learn, build, and certify |\n\n*Perfect for career exploration β even without a resume ready.*\n\n | \n
\n
\n\n**Adapts to your level** β A Fresher gets beginner paths. A Senior gets advanced recommendations. An Architect gets leadership-focused guidance.\n\n---\n\n## π§ How It Works\n\n```\nβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ\nβ β\nβ π₯ INPUT π€ AGENT π€ OUTPUT β\nβ β\nβ ββββββββββββββββ ββββββββββββββββββββ ββββββββββββββ β\nβ β Job Desc (β
) ββββββΆβ CrewAI Agent βββββΆβ JD Summary β β\nβ β Resume (β) β β + Nova Pro LLM β β Skills β β\nβ β Experience(β
)β β β β Gaps β β\nβ β Level (β
) β β Thinks β Does β β β Career Map β β\nβ ββββββββββββββββ β Checks β Done β β Resume β¨ β β\nβ ββββββββββββββββββββ ββββββββββββββ β\nβ β\nβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ\n```\n\nNo external tools. No web scraping. Pure LLM reasoning β fast and cheap.\n\n---\n\n## π₯ Input Fields\n\n| Field | Required | Options |\n|-------|:--------:|---------|\n| Job Description | β
| Paste full JD text |\n| Years of Experience | β
| 0β40 |\n| Expertise Level | β
| `Fresher` Β· `Junior` Β· `Mid-Level` Β· `Senior` Β· `Lead` Β· `Architect` |\n| Resume | β | Paste as text (optional) |\n\n---\n\n## π¬ Example Output\n\n**Input:** 3-year Cloud Engineer resume vs Senior Cloud Engineer JD (AWS, Terraform, Kubernetes, CI/CD)\n\n**Output:**\n\n> ### 1. JD Summary\n> They want a Senior Cloud Engineer with deep expertise in AWS, Terraform, Kubernetes, and CI/CD pipelines, with 5+ years of experience.\n>\n> ### 2. Matching Skills\n> AWS, Python, CloudWatch, CI/CD, Docker, ECS\n>\n> ### 3. Skill Gaps\n> - β **Terraform** β not mentioned on resume\n> - β **Kubernetes** β not mentioned on resume\n> - β οΈ **Experience** β 3 years vs 5+ required\n> - β οΈ **Datadog** β only has CloudWatch\n>\n> ### 4. Career Guidance\n> - Learn Terraform (start with AWS provider, build a VPC from scratch)\n> - Get CKA (Certified Kubernetes Administrator) certification\n> - Add Datadog to a side project for monitoring experience\n> - Contribute to an open-source IaC project for visibility\n>\n> ### 5. Tailored Resume\n> *(Full rewritten bullet points with JD keywords, quantified achievements, and adjusted tone for the target role)*\n\n---\n\n## π οΈ Tech Stack\n\n| Component | Technology |\n|-----------|-----------|\n| π§ Agent Framework | [CrewAI](https://crewai.com) |\n| π€ LLM | [Amazon Bedrock](https://aws.amazon.com/bedrock/) (Nova Pro) |\n| π₯οΈ Web UI | [Streamlit](https://streamlit.io) |\n| π Language | Python 3.11+ |\n| βοΈ Cloud | AWS (Bedrock, EC2) |\n\n---\n\n## π Prerequisites\n\n- β
Python 3.11 or higher\n- β
AWS account with Bedrock access ([Nova Pro model enabled](https://docs.aws.amazon.com/bedrock/latest/userguide/model-access.html))\n- β
AWS CLI configured with credentials (or IAM role on EC2)\n\n---\n\n## π Getting Started\n\n### 1. Install uv\n\n```bash\ncurl -LsSf https://astral.sh/uv/install.sh | sh\nexport PATH=$HOME/.local/bin:$PATH\n```\n\n### 2. Install CrewAI CLI\n\n```bash\nuv tool install crewai-cli --python python3.11 --with crewai\n```\n\n### 3. Clone the repo\n\n```bash\ngit clone https://github.com/simplynadaf/resume-tailor-agent.git\ncd resume-tailor-agent\n```\n\n### 4. Configure environment\n\n```bash\ncp .env.example .env\n```\n\n> π‘ Default config uses Amazon Nova Pro in us-east-1. Edit `.env` to change model or region.\n\n### 5. Install dependencies\n\n```bash\ncrewai install\n```\n\n> β οΈ If you get a Bedrock error, run: `uv add \"crewai[bedrock]\"`\n\n---\n\n## βΆοΈ Running\n\n### π₯οΈ Terminal (quick test)\n\n```bash\ncrewai run\n```\n\nRuns with sample inputs. Output saves to `tailored_resume.md`.\n\n### π Streamlit UI (interactive)\n\n```bash\nuv run streamlit run streamlit_app.py --server.address 0.0.0.0 --server.port 8501\n```\n\nOpen `http://localhost:8501` β paste JD β optionally paste resume β select expertise level β click **Analyze** β done! π\n\n> π‘ On EC2? Open port 8501 in your Security Group.\n\n---\n\n## π Project Structure\n\n```\nresume-tailor-agent/\nβββ π streamlit_app.py β Web UI (Streamlit)\nβββ π¦ pyproject.toml β Dependencies & config\nβββ π .env.example β Environment template\nβββ π src/resume_tailor/\n βββ βοΈ config/\n β βββ agents.yaml β Agent: role, goal, backstory\n β βββ tasks.yaml β Task: what to do + output format\n βββ π crew.py β Wires agent + task together\n βββ π main.py β CLI entry point\n```\n\n---\n\n## βοΈ Customization\n\n| What | Where |\n|------|-------|\n| Change the LLM | Edit `MODEL` in `.env` |\n| Modify agent personality | `src/resume_tailor/config/agents.yaml` |\n| Change output format | `src/resume_tailor/config/tasks.yaml` |\n| Add more inputs | `src/resume_tailor/main.py` |\n| Modify the web UI | `streamlit_app.py` |\n\n---\n\n## π Troubleshooting\n\n| Problem | Fix |\n|---------|-----|\n| \"AWS Bedrock native provider not available\" | `uv add \"crewai[bedrock]\"` |\n| Agent timeout | Check Bedrock model access in AWS Console |\n| Import errors | Run `crewai install` |\n| Streamlit port busy | `kill $(lsof -t -i:8501)` then retry |\n| Region error with Nova Pro | Don't add region in model name β use `AWS_REGION_NAME` in `.env` |\n\n---\n\n## π€ Contributing\n\nContributions are welcome! Feel free to:\n\n1. π΄ Fork the repo\n2. πΏ Create a branch (`git checkout -b feature/awesome-feature`)\n3. πΎ Commit changes (`git commit -m 'Add awesome feature'`)\n4. π Push (`git push origin feature/awesome-feature`)\n5. π¬ Open a Pull Request\n\n---\n\n## π License\n\nThis project is licensed under the MIT License β see the [LICENSE](LICENSE) file for details.\n\n---\n\n## π¨βπ» Author\n\n**Sarvar Nadaf**\n\n[](https://sarvarnadaf.com)\n[](https://www.linkedin.com/in/sarvar04/)\n[](https://github.com/simplynadaf)\n[](https://dev.to/simplynadaf)\n\n---\n\n
\n\n**If this project helped you, consider giving it a β**\n\n*Built with β€οΈ using CrewAI + Amazon Bedrock*\n\n
\n","readmeExcerpt":"
π Resume Tailor Agent AI-powered resume tailoring β paste a job description, get a perfect match in seconds. $1 $1 $1 $1 $1 $1 $1 $1 --- **β If this helped you, give it a star! It helps others find it.** $1 β’ $1 β’ $1 β’ $1
--- π€ The Problem You're job hunting. Every company wants something slightly different. You've done the work β but your resume doesn't say it in the JD's language. ATS ","codeSnippets":[],"executableExamples":[{"language":"text","snippet":"βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ\nβ β\nβ π₯ INPUT π€ AGENT π€ OUTPUT β\nβ β\nβ ββββββββββββββββ ββββββββββββββββββββ ββββββββββββββ β\nβ β Job Desc (β
) ββββββΆβ CrewAI Agent βββββΆβ JD Summary β β\nβ β Resume (β) β β + Nova Pro LLM β β Skills β β\nβ β Experience(β
)β β β β Gaps β β\nβ β Level (β
) β β Thinks β Does β β β Career Map β β\nβ ββββββββββββββββ β Checks β Done β β Resume β¨ β β\nβ ββββββββββββββββββββ ββββββββββββββ β\nβ β\nβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ"},{"language":"bash","snippet":"curl -LsSf https://astral.sh/uv/install.sh | sh"},{"language":"bash","snippet":"curl -LsSf https://astral.sh/uv/install.sh | sh\nexport PATH=$HOME/.local/bin:$PATH"},{"language":"bash","snippet":"uv tool install crewai-cli --python python3.11 --with crewai"},{"language":"bash","snippet":"git clone https://github.com/simplynadaf/resume-tailor-agent.git\ncd resume-tailor-agent"},{"language":"bash","snippet":"cp .env.example .env"}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":["python"],"docsSourceLabel":"GITHUB REPOS","editorialOverview":"AI agent that analyzes job descriptions, identifies skill gaps, and tailors your resume - built with CrewAI and Amazon Bedrock.
π Resume Tailor Agent AI-powered resume tailoring β paste a job description, get a perfect match in seconds. $1 $1 $1 $1 $1 $1 $1 $1 --- **β If this helped you, give it a star! It helps others find it.** $1 β’ $1 β’ $1 β’ $1
--- π€ The Problem You're job hunting. Every company wants something slightly different. You've done the work β but your resume doesn't say it in the JD's language. ATS","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":392,"uniquenessScore":67,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-09T18:14:39.342Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-10-09T18:14:39.342Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"protocol-neighbors","verified":false,"confidence":"medium","updatedAt":"2026-10-10T07:42:08.548Z","emptyReason":null},"items":[{"id":"8ebccd8e-3863-4187-8355-c3f14e1f9edf","entityType":"agent","canonicalPath":"/agent/iofficeai-aionui","slug":"iofficeai-aionui","name":"AionUi","description":"Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | π Star if you like it!","url":"https://github.com/iOfficeAI/AionUi","homepage":"https://www.aionui.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-10-09T19:11:12.944Z","createdAt":"2026-02-25T03:38:16.584Z","downloads":null},{"id":"b917f68a-ebff-438e-84f8-3f4b2494c0bc","entityType":"agent","canonicalPath":"/agent/activepieces-activepieces","slug":"activepieces-activepieces","name":"activepieces","description":"AI Agents & MCPs & AI Workflow Automation β’ (~400 MCP servers for AI agents) β’ AI Automation / AI Agent with MCPs β’ AI Workflows & AI Agents β’ MCPs for AI Agents","url":"https://github.com/activepieces/activepieces","homepage":"https://www.activepieces.com","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-15T02:22:12.426Z","createdAt":"2026-02-25T03:38:12.412Z","downloads":null},{"id":"5cb26759-3a39-483f-94cf-276a98c13bb8","entityType":"agent","canonicalPath":"/agent/cherryhq-cherry-studio","slug":"cherryhq-cherry-studio","name":"cherry-studio","description":"AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs","url":"https://github.com/CherryHQ/cherry-studio","homepage":"https://cherry-ai.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-11T14:38:40.986Z","createdAt":"2026-02-25T03:38:19.379Z","downloads":null},{"id":"6f6582d0-5d76-4f0f-b81d-86520247950b","entityType":"agent","canonicalPath":"/agent/copilotkit-copilotkit","slug":"copilotkit-copilotkit","name":"CopilotKit","description":"The Frontend for Agents & Generative UI. React + Angular","url":"https://github.com/CopilotKit/CopilotKit","homepage":"https://docs.copilotkit.ai","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-03-25T09:50:57.846Z","createdAt":"2026-02-25T03:39:14.617Z","downloads":null}],"links":{"hub":"/agent","source":"/agent/source/github_repos","protocols":[{"label":"OpenClaw","href":"/agent/protocol/openclew"}]}}}