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MCPOPENCLAW
Crawler Summary
baremetal-match answer-first brief
AI-powered job search & application tracker for embedded/firmware engineers. CrewAI + Claude agents handle search, skills gaps, interview prep, and career strategy. ⚙️ BareMetal Match AI-assisted job hunting for embedded and firmware engineers. Four Claude-powered agents pull real listings, map them against a skills roadmap, write interview prep, and give you resume/LinkedIn strategy — and a separate tracker logs what you actually apply to, so you can see your pipeline at a glance. Why this exists Generic job-search tools don't know the difference between an RTOS scheduler quest Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Freshness
Last checked 10/9/2026
Best For
baremetal-match is best for crewai, multi-agent workflows where OpenClaw compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB REPOS, runtime-metrics, public facts pack
Agent DossierGITHUB REPOSSafety: 66/100
baremetal-match
AI-powered job search & application tracker for embedded/firmware engineers. CrewAI + Claude agents handle search, skills gaps, interview prep, and career strategy. ⚙️ BareMetal Match AI-assisted job hunting for embedded and firmware engineers. Four Claude-powered agents pull real listings, map them against a skills roadmap, write interview prep, and give you resume/LinkedIn strategy — and a separate tracker logs what you actually apply to, so you can see your pipeline at a glance. Why this exists Generic job-search tools don't know the difference between an RTOS scheduler quest
OpenClawself-declared
Public facts
4
Change events
1
Artifacts
0
Freshness
Oct 9, 2026
Verifiededitorial-contentNo verified compatibility signals
Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Trust evidence available
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Oct 9, 2026
Vendor
Aniket620
Artifacts
0
Benchmarks
0
Last release
Unpublished
Executive Summary
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Setup snapshot
- 1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
- 2
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.
Evidence Ledger
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor (1)
Vendor
Aniket620
profilemedium
Compatibility (1)
Protocol compatibility
OpenClaw
contractmedium
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
python
Executable Examples
bash
git clone https://github.com/aniket620/baremetal-match.git cd baremetal-match uv sync cp .env.example .env # then fill in your three API keys
bash
uv run python -c "from src.config import validate_config, print_config; print_config(); print(validate_config())"
bash
uv run main.py
python
JOB_ROLE = "Firmware Engineer" LOCATION = "Austin, TX" NUM_RESULTS = 10 TARGET_SKILLS = "C, C++, Rust, SPI, I2C, RTOS, Zephyr"
bash
# Log one
uv run track.py add --title "Embedded Software Engineer" --company "Anduril" \
--location "Costa Mesa, CA" --url "https://..." --notes "Referred by Jane"
# Move it forward when something happens (use the id printed above)
uv run track.py update a1b2c3d4 --status interviewing
# See everything, or filter
uv run track.py list
uv run track.py list --status interviewing
# Check your numbers
uv run track.py statstext
baremetal-match/ ├── main.py AI job search pipeline ├── track.py Application tracker CLI ├── src/ │ ├── config.py Settings, API keys, paths │ ├── agents.py The 4 CrewAI agents │ ├── tasks.py Task descriptions for each agent │ ├── tools.py Adzuna API integration │ └── tracker.py Application tracker logic ├── tests/ Unit tests (pytest) ├── data/ Your application history (gitignored) ├── outputs/ Generated reports └── docs/ Deeper setup/customization/troubleshooting notes
Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB REPOS
Editorial quality
ready
AI-powered job search & application tracker for embedded/firmware engineers. CrewAI + Claude agents handle search, skills gaps, interview prep, and career strategy. ⚙️ BareMetal Match AI-assisted job hunting for embedded and firmware engineers. Four Claude-powered agents pull real listings, map them against a skills roadmap, write interview prep, and give you resume/LinkedIn strategy — and a separate tracker logs what you actually apply to, so you can see your pipeline at a glance. Why this exists Generic job-search tools don't know the difference between an RTOS scheduler quest
Full README
⚙️ BareMetal Match
AI-assisted job hunting for embedded and firmware engineers. Four Claude-powered agents pull real listings, map them against a skills roadmap, write interview prep, and give you resume/LinkedIn strategy — and a separate tracker logs what you actually apply to, so you can see your pipeline at a glance.
Why this exists
Generic job-search tools don't know the difference between an RTOS scheduler question and a REST API question. BareMetal Match is tuned for embedded work from the ground up — it evaluates listings and builds prep material against a target skill set (default: C, C++, Python, SPI, I2C, RTOS, CAN, J1939), so the output is actually useful for a firmware/embedded search instead of generic advice with the job title swapped in.
Two tools, one project
main.py — the AI pipeline. Four agents run in sequence: a job searcher (Adzuna API), a skills advisor, an interview coach, and a career strategist. Each builds on the last agent's output. Takes a few minutes, produces a full markdown report.
track.py — a lightweight CLI for your own application log. No AI calls, runs instantly. Records every job you apply to with a status (applied → interviewing/rejected/offer/ghosted/withdrawn) and gives you stats: response rate, offer rate, recent activity, top companies.
They're independent — main.py finds and prepares you for jobs, track.py records what happened when you actually applied.
Setup
Requires Python 3.10+, uv, an Anthropic API key, and free Adzuna API credentials.
git clone https://github.com/aniket620/baremetal-match.git
cd baremetal-match
uv sync
cp .env.example .env # then fill in your three API keys
Verify everything's wired up:
uv run python -c "from src.config import validate_config, print_config; print_config(); print(validate_config())"
Running a search
uv run main.py
Default search is "Embedded Software Engineer" in Los Angeles. To change the role, location, or target skills, edit the top of main.py:
JOB_ROLE = "Firmware Engineer"
LOCATION = "Austin, TX"
NUM_RESULTS = 10
TARGET_SKILLS = "C, C++, Rust, SPI, I2C, RTOS, Zephyr"
TARGET_SKILLS doesn't get sent to the Adzuna search itself (a long exact-match keyword list would return nothing) — it's fed to the skills/interview/career agents so they explicitly evaluate every listing against those skills, even ones the postings don't mention outright.
Output lands in outputs/: a combined job_search_report_[timestamp].md, plus each agent's individual output for reference.
Tracking applications
# Log one
uv run track.py add --title "Embedded Software Engineer" --company "Anduril" \
--location "Costa Mesa, CA" --url "https://..." --notes "Referred by Jane"
# Move it forward when something happens (use the id printed above)
uv run track.py update a1b2c3d4 --status interviewing
# See everything, or filter
uv run track.py list
uv run track.py list --status interviewing
# Check your numbers
uv run track.py stats
stats gives you total applications, response rate (% that got any reply — interview, offer, or rejection), offer rate, activity in the last 7/30 days, a pipeline bar chart by status, and your top companies applied to. Data lives in data/applications.json, gitignored — it's your history, not project code.
Project layout
baremetal-match/
├── main.py AI job search pipeline
├── track.py Application tracker CLI
├── src/
│ ├── config.py Settings, API keys, paths
│ ├── agents.py The 4 CrewAI agents
│ ├── tasks.py Task descriptions for each agent
│ ├── tools.py Adzuna API integration
│ └── tracker.py Application tracker logic
├── tests/ Unit tests (pytest)
├── data/ Your application history (gitignored)
├── outputs/ Generated reports
└── docs/ Deeper setup/customization/troubleshooting notes
Testing
uv sync --extra dev
uv run --extra dev pytest -q
Customizing further
Agent personalities and focus areas live in src/agents.py (backstories) and src/tasks.py (task instructions) — both are plain text you can edit directly. Swap the Claude model in src/config.py (CLAUDE_MODEL). See docs/CUSTOMIZATION.md for a walkthrough of adding a new agent entirely.
Credits
Built on the multi-agent architecture from "Job Search AI Agent System," created for UC Irvine Claude Builder Club's Intro to AI Agents workshop (October 2025). Reworked into BareMetal Match — embedded-focused search, target-skills evaluation, and the application tracker — by Aniket Londhe.
License
xxxxxxxxx
Contract & API
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
OpenClaw: self-declared
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
No positive guardrails captured.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/trust"
Reliability & Benchmarks
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.
Media & Demo
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
No screenshots, media assets, or demo links are available.
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Machine Appendix
Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_REPOS",
"generatedAt": "2026-10-10T00:57:03.971Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"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"
}Facts JSON
[
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Aniket620",
"href": "https://github.com/aniket620/baremetal-match",
"sourceUrl": "https://github.com/aniket620/baremetal-match",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T14:54:08.369Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-10-09T14:54:08.369Z",
"isPublic": true
},
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-aniket620-baremetal-match/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]