AI Applyd
by aiapplyd
README.md
<div align="center">
<img src="assets/logo.png" alt="AI Applyd" width="96" height="96" />
# AI Applyd MCP Server
Version 1.9.0 includes fourteen portable job-search skills. See the [changelog](CHANGELOG.md).
**Auto-Apply That Ends on an Interview**
**Stop applying. Start interviewing.**
Score your resume the way the screening software scores it, rewrite it for the exact role,
write the cover letter, prepare for the interview, and send the application in on the
employer's own hiring system. All from inside the assistant you already work in.
<br />
<img src="assets/01-stop-applying-start-interviewing.png" alt="AI Applyd - stop applying, start interviewing" width="820" />
**And it keeps the employer's own confirmation.** Most tools count applications sent, which is
a number the tool awards itself off its own button click. This one reports what the employer's
system actually returned, so a real rejection is distinguishable from a form that quietly
dropped your application.
[](https://glama.ai/mcp/servers/aiapplyd/aiapplyd-mcp)
[](https://smithery.ai/servers/aiapplyd/aiapplyd)
[](https://registry.modelcontextprotocol.io/v0/servers?search=aiapplyd)
[](https://lobehub.com/mcp/aiapplyd-aiapplyd-mcp)
[](https://mcpservers.org/servers/aiapplyd/aiapplyd-mcp)
[](https://cursor.directory/plugins/ai-applyd-1)
[](LICENSE)
**[Listing page](https://aiapplyd.com/mcps)** · **[Website](https://aiapplyd.com)** · **[Privacy](https://aiapplyd.com/legal/privacy)** · **[Terms](https://aiapplyd.com/legal/terms)**
</div>
---
Most applicants are screened out by software before a person reads a word, and a good number
are never screened at all, because the form silently dropped a required field or the upload
never attached. From the candidate's side those look identical to rejection, which is why so
many people rewrite a CV nobody ever read.
This server puts both halves of that process in your hands: the screening, and the proof that
the application arrived.
<div align="center">
<img src="assets/02-only-roles-that-actually-fit.png" alt="Only roles that actually fit, scored before you see them" width="49%" />
<img src="assets/03-the-company-confirmed-it.png" alt="The employer's own system confirming an application arrived" width="49%" />
<img src="assets/04-sent-means-they-got-it.png" alt="Sent means they got it: every application carries the employer's confirmation" width="49%" />
<img src="assets/05-we-apply-where-the-jobs-live.png" alt="It applies on 34 hiring systems, where the jobs actually live" width="49%" />
<img src="assets/06-you-always-know-where-you-stand.png" alt="You always know where every application stands" width="49%" />
<img src="assets/07-they-wrote-back-an-interview.png" alt="They wrote back: an interview, not a no" width="49%" />
<img src="assets/08-wake-up-to-interviews.png" alt="Wake up to interviews" width="820" />
<sub>From the first match to the interview invite. Every application carries the employer's own confirmation.</sub>
</div>
Every application goes in on the company's real careers page, under your name, with your own
materials. It lands on 34 hiring systems, including **Workday, Greenhouse, Lever, Ashby, iCIMS, Workable, SAP SuccessFactors, Oracle, ADP and Dayforce**.
Nothing to install. Connect once and run it from Claude, ChatGPT, Codex, Cursor, Gemini CLI, VS Code or any MCP client, and from your phone over iMessage through Poke.
**The whole job search in five calls:** see your matches (`aiapplyd_get_matches`), apply to one
(`aiapplyd_apply`, sent automatically or held for your yes), approve or reject what is waiting
(`aiapplyd_review_application`), track every application to the employer's own receipt
(`aiapplyd_get_applications`), and check your plan and what is left (`aiapplyd_get_account`).
The full list is under [Tools](#tools).
## Watch the demo
[](https://www.youtube.com/watch?v=xt1pbpVzf4I)
90 seconds: resume upload, job matching, a real application sent on the employer's own form, the
employer's confirmation email, interview prep, and applying from ChatGPT, Claude and Cursor.
## Quick start
One click, if your app supports it:
[](https://cursor.com/install-mcp?name=aiapplyd&config=eyJ1cmwiOiJodHRwczovL21jcC5haWFwcGx5ZC5jb20vbWNwIn0=)
[](https://insiders.vscode.dev/redirect/mcp/install?name=aiapplyd&config=%7B%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A//mcp.aiapplyd.com/mcp%22%7D)
[](https://poke.com/integrations/new?name=AI%20Applyd&url=https%3A%2F%2Fmcp.aiapplyd.com%2Fmcp)
AI Applyd is a **hosted remote MCP server**. Point your client at one URL:
```
https://mcp.aiapplyd.com/mcp
```
The first tool call opens an OAuth sign-in. Sign in with Google, and you are connected.
A free account needs no card and arrives with a one-time 10,000-token starter grant.
### Claude (web, Desktop, Code)
**Settings → Connectors → Add custom connector**
| Field | Value |
|---|---|
| Name | `AI Applyd` |
| Remote MCP server URL | `https://mcp.aiapplyd.com/mcp` |
In Claude Code, one line does it:
```bash
claude mcp add --transport http aiapplyd https://mcp.aiapplyd.com/mcp
```
### Cursor
`~/.cursor/mcp.json`:
```json
{
"mcpServers": {
"aiapplyd": {
"url": "https://mcp.aiapplyd.com/mcp"
}
}
}
```
### ChatGPT
**Settings → Connectors → Create** and paste `https://mcp.aiapplyd.com/mcp`. ChatGPT speaks MCP
natively, so there is no Action schema to import and nothing to host.
### VS Code
```bash
code --add-mcp '{"name":"aiapplyd","type":"http","url":"https://mcp.aiapplyd.com/mcp"}'
```
### Plugin for Codex, ChatGPT, Claude Code and Cursor
This repository is a plugin marketplace. The `aiapplyd` plugin bundles the MCP server with fourteen
skills, in the portable `plugin.json` format that Codex, ChatGPT, Claude Code and Cursor read:
| Skill | Use it when |
|---|---|
| [`using-ai-applyd`](plugins/aiapplyd/skills/using-ai-applyd/SKILL.md) | You want the assistant to pick the right tool and order for your request |
| [`setup-job-search`](plugins/aiapplyd/skills/setup-job-search/SKILL.md) | You want to set your base resume, finish your profile or check readiness |
| [`find-matching-jobs`](plugins/aiapplyd/skills/find-matching-jobs/SKILL.md) | You want your job matches, want to save or skip one, or want to change what it looks for |
| [`apply-to-a-job`](plugins/aiapplyd/skills/apply-to-a-job/SKILL.md) | You want to apply, or you paste a job link and say "apply" |
| [`review-and-send`](plugins/aiapplyd/skills/review-and-send/SKILL.md) | You want to see what is waiting for you, change it, and send it |
| [`tailor-for-a-job`](plugins/aiapplyd/skills/tailor-for-a-job/SKILL.md) | You want a posting analysis, an ATS score or a resume rewrite for one role |
| [`track-applications`](plugins/aiapplyd/skills/track-applications/SKILL.md) | You ask "did it go through", or how many applications you have left |
| [`write-cover-letter`](plugins/aiapplyd/skills/write-cover-letter/SKILL.md) | You want a letter for one job or changes to an existing letter |
| [`prepare-for-interview`](plugins/aiapplyd/skills/prepare-for-interview/SKILL.md) | You want role-specific questions and to practise answers from your own experience |
| [`handle-recruiter-replies`](plugins/aiapplyd/skills/handle-recruiter-replies/SKILL.md) | An employer wrote back and you want to read it and send a reply you approved |
| [`follow-up-on-applications`](plugins/aiapplyd/skills/follow-up-on-applications/SKILL.md) | An application has gone quiet and you want to follow up |
| [`manage-saved-searches`](plugins/aiapplyd/skills/manage-saved-searches/SKILL.md) | You want to save a search and get emailed about its new jobs |
| [`translate-resume`](plugins/aiapplyd/skills/translate-resume/SKILL.md) | You want your resume in another language |
| [`build-resume-document`](plugins/aiapplyd/skills/build-resume-document/SKILL.md) | You want a private editable summary draft, with a builder page to review before export |
The hosted skill index is at
[`aiapplyd.com/.well-known/agent-skills/index.json`](https://aiapplyd.com/.well-known/agent-skills/index.json).
The plugin files are in `plugins/aiapplyd/skills/`. The root `skills/` link points to that same
directory so Gemini CLI discovers the workflows without a second set of skill files.
Skills check account limits before metered work and get approval before credit-consuming actions
or sending an application. Installing a plugin does not buy an AI Applyd plan. Public directory
approval is separate from installing this repository directly.
Codex:
```bash
codex plugin marketplace add aiapplyd/aiapplyd-mcp
codex plugin add aiapplyd@aiapplyd
```
Claude Code:
```bash
claude plugin marketplace add aiapplyd/aiapplyd-mcp
claude plugin install aiapplyd@aiapplyd
```
### Codex (CLI, IDE extension and the ChatGPT desktop app)
```bash
codex mcp add aiapplyd --url https://mcp.aiapplyd.com/mcp
codex mcp login aiapplyd
```
The Codex CLI, the IDE extension and the ChatGPT desktop app share this configuration.
### Gemini CLI
This repository is also a Gemini CLI extension (`gemini-extension.json`, `GEMINI.md` and the same
fourteen skills):
```bash
gemini extensions install https://github.com/aiapplyd/aiapplyd-mcp
```
Or add the server by hand in `~/.gemini/settings.json`:
```json
{
"mcpServers": {
"aiapplyd": { "httpUrl": "https://mcp.aiapplyd.com/mcp" }
}
}
```
### Zed
**Settings → AI → MCP Servers → Add Remote Server**, then paste `https://mcp.aiapplyd.com/mcp`.
### Windsurf
`~/.codeium/windsurf/mcp_config.json`:
```json
{
"mcpServers": {
"aiapplyd": { "command": "npx", "args": ["-y", "mcp-remote", "https://mcp.aiapplyd.com/mcp"] }
}
}
```
### Perplexity, Mistral Le Chat and Raycast
Each has a custom connector screen that takes a remote MCP URL. Paste
`https://mcp.aiapplyd.com/mcp` and choose OAuth.
### From your phone: iMessage, Telegram and WhatsApp
- **iMessage / SMS:** [add AI Applyd to Poke in one tap](https://poke.com/integrations/new?name=AI%20Applyd&url=https%3A%2F%2Fmcp.aiapplyd.com%2Fmcp)
(or `npx poke@latest mcp add https://mcp.aiapplyd.com/mcp -n "AI Applyd"`), sign in, then text Poke:
"find me remote product designer jobs and apply to the best two".
- **Telegram, WhatsApp or iMessage on your own server:** [OpenClaw](https://github.com/SamurAIGPT/awesome-openclaw)
is a self-hosted gateway. Add the URL as an MCP server and enable the channel you use.
### Any client that only speaks stdio
This repository ships a thin bridge. It relays the protocol to the hosted server and adds
nothing of its own.
```bash
npx -y github:aiapplyd/aiapplyd-mcp
```
Or with Docker:
```bash
docker build -t aiapplyd-mcp .
docker run --rm -i aiapplyd-mcp
```
```json
{
"mcpServers": {
"aiapplyd": {
"command": "docker",
"args": ["run", "--rm", "-i", "aiapplyd-mcp"]
}
}
}
```
| Environment variable | Default | Meaning |
|---|---|---|
| `AIAPPLYD_MCP_URL` | `https://mcp.aiapplyd.com/mcp` | Endpoint to relay to. Point it at `https://mcp-preview.aiapplyd.com/mcp` to test against preview. |
| `AIAPPLYD_TOKEN` | unset | Optional bearer token. Without it the server still answers introspection; tool **calls** return 401 until an account is connected. |
## Command line and bots
The same package is a small CLI, so a script, a cron job or a chat bot (Telegram, WhatsApp,
iMessage) can run the whole job search without an MCP client.
```bash
npx aiapplyd-mcp login # sign in once in the browser
npx aiapplyd-mcp tools # list the tools
npx aiapplyd-mcp call aiapplyd_get_matches '{"limit": 5}' # matched jobs as JSON
npx aiapplyd-mcp call aiapplyd_apply '{"job_match_id": 123, "mode": "review"}'
npx aiapplyd-mcp call aiapplyd_get_applications '{"status": "waiting_for_review"}'
npx aiapplyd-mcp call aiapplyd_review_application '{"decision": "approve", "application_ids": [456]}'
```
`login` runs the same OAuth sign-in a desktop client runs and stores the token in
`~/.config/aiapplyd/credentials.json` (mode 600). It refreshes on its own, so an unattended bot
keeps working. `call` prints the tool's structured result as JSON. Exit code 0 means success,
1 means the tool reported an error, 2 means you are not signed in.
Run with no arguments and it is a stdio MCP server that relays to `https://mcp.aiapplyd.com/mcp`,
signed in with the stored login. `AIAPPLYD_TOKEN` overrides the stored login and
`AIAPPLYD_MCP_URL` overrides the endpoint.
## Endpoints
| Environment | Streamable HTTP (modern) | SSE (legacy bridges) |
|---|---|---|
| Production | `https://mcp.aiapplyd.com/mcp` | `https://mcp.aiapplyd.com/sse` |
| Preview | `https://mcp-preview.aiapplyd.com/mcp` | `https://mcp-preview.aiapplyd.com/sse` |
Use `/mcp`. `/sse` remains only for clients that cannot speak Streamable HTTP.
## Tools
The table below is generated from the live `tools/list` of `https://mcp.aiapplyd.com/mcp`.
Every tool runs on the caller's own AI Applyd account. Reading matches, applications
and account limits does not run AI generation. AI work and applications use the
account's allowance. Tool calls require sign-in; introspection is public.
### The main loop
Five tools run the whole job search from a chat, or from a bot where a match drops and you
reply "yes":
```
aiapplyd_get_matches -> aiapplyd_apply -> aiapplyd_get_applications -> aiapplyd_review_application
aiapplyd_get_account (plan, what is left, readiness)
```
| Tool | Title | Hints | What it does |
|---|---|---|---|
| `aiapplyd_get_matches` | Get Job Matches | read-only, idempotent | Your matched jobs, best first, each with the `job_match_id` that apply takes. Also reads full postings, or any posting from a link |
| `aiapplyd_apply` | Apply to Job | **destructive**, open-world | Apply to one job by `job_match_id` or `job_url` on the employer's own hiring system. `mode: "auto"` sends it, `mode: "review"` holds it for your yes |
| `aiapplyd_get_applications` | Get Applications | read-only, idempotent | Every application and where it stands, the review queue, and the employer's own confirmation when it exists |
| `aiapplyd_review_application` | Approve or Reject Applications | **destructive**, open-world | Approve (send) or reject waiting applications, up to 25 at once. Also cancel, refine a document, re-prepare, or record the interview stage |
| `aiapplyd_get_account` | Get Account | read-only, idempotent | Your plan, token balance, applications left, job preferences, and whether your profile is ready to apply |
| `aiapplyd_get_inbox` | Get Recruiter Inbox | read-only, idempotent | The emails employers send about your applications, with the full conversation and suggested replies |
| `aiapplyd_reply_to_email` | Reply to an Employer Email | **destructive**, open-world | Sends your reply to an employer from your AI Applyd address, only after you approve the exact text |
| `aiapplyd_manage_follow_ups` | Follow Up on Applications | **destructive**, open-world | Lists applications that went quiet, drafts a follow-up, and sends it once you approve it |
### Setup and triage
| Tool | Title | Hints | What it does |
|---|---|---|---|
| `aiapplyd_set_resume` | Set Resume | writes, open-world | Put your resume on your account as the base every application is tailored from: pasted text, a file link, or a saved resume |
| `aiapplyd_triage_matches` | Save or Skip Matches | writes, idempotent | Save a match, or skip it with a reason, so a job you declined stops coming back |
| `aiapplyd_update_job_preferences` | Update Job Preferences | **destructive**, idempotent | Point AI Applyd at the roles, locations, salary and seniority you want, and re-run discovery |
| `aiapplyd_update_application_profile` | Update Application Profile | writes, idempotent | Reads or saves the answers employer forms ask for. EEO answers are optional and accept prefer not to say |
| `aiapplyd_update_auto_apply` | Update Auto Apply | **destructive**, idempotent | Turns Auto Apply on or off and sets whether applications go out on their own or wait for your review |
| `aiapplyd_manage_saved_searches` | Manage Saved Searches | writes | Saves your job preferences as named searches, with email alerts for new matches |
### Resume, cover letter and interview
| Tool | Title | Hints | What it does |
|---|---|---|---|
| `aiapplyd_score_resume` | Score Resume | writes, open-world | An ATS score with section scores, the keywords you match and the ones you are missing, and what to change |
| `aiapplyd_analyze_job_description` | Analyze Job Description | writes, open-world | What a posting screens on, in its own language, so the resume can mirror it |
| `aiapplyd_optimize_resume` | Optimize Resume with AI | writes, open-world | A resume rewritten to pass ATS screening and still reach a human reader |
| `aiapplyd_generate_interview_questions` | Generate Interview Questions | writes, open-world | The questions this role is asked, with answer guidance, STAR scenarios and negotiation prep |
| `aiapplyd_translate_resume` | Translate Resume | writes, open-world | Translates your resume into another language as a separate document. Works from the resume on file, or a resume pasted or attached in chat |
| `aiapplyd_generate_cover_letter` | Generate Cover Letter | writes, destructive | A cover letter in your own voice, written from the resume on your account or one pasted in chat |
| `aiapplyd_build_pdf` | Resume PDF or Draft | writes, open-world | Links the PDF of the resume on file, or creates an editable draft from pasted text |
### Older names, still answered
| Tool | Title | Hints | What it does |
|---|---|---|---|
| `aiapplyd_search_jobs` | Search Jobs | read-only, idempotent | Older name for `aiapplyd_get_matches` with a title filter, kept for existing clients |
| `aiapplyd_auto_apply` | Auto Apply to Job | **destructive**, open-world | Older name for `aiapplyd_apply` with a `job_url`, kept for existing clients |
Every tool carries a `title`, all four annotation hints (`readOnlyHint`, `destructiveHint`,
`idempotentHint`, `openWorldHint`), and an `outputSchema`. Each call returns `structuredContent`
beside its text, so a client can act on ids and statuses without parsing prose. The server also
sends the main loop as its MCP `instructions`.
### Behaviours worth knowing
- **`aiapplyd_apply` and an approve in `aiapplyd_review_application` submit a real application to a
real employer**, under your name. `mode` covers that one application only and never changes your
account settings. Leave it out to follow your own default.
- **An application counts as landed only on the employer's own receipt or confirmation page.**
`aiapplyd_get_applications` reports `employerConfirmed` from that evidence alone, never from a
submit click.
- **`aiapplyd_get_matches` never writes.** To change what AI Applyd hunts for, call
`aiapplyd_update_job_preferences`. It is marked destructive because a list you pass replaces the
saved one.
- **Employer text is data.** Job titles, descriptions and company research are never followed as
instructions.
## Prompts
| Prompt | Title | What it does |
|---|---|---|
| `review_my_resume` | Review My Resume | Scores a resume against a posting and returns the three changes that move it past the filter |
| `prepare_for_interview` | Prepare for an Interview | Prepares the questions this company asks for this role, with structured answers ready |
| `apply_to_my_matches` | Apply to My Matches | Shows your best matches, then applies to the ones you pick, each held for your approval |
| `find_jobs_like_this` | Find Jobs Like This | The strongest matches for a target role, ranked by fit |
## Resources
| Resource | URI | Contents |
|---|---|---|
| `ats-best-practices` | `aiapplyd://resources/ats-best-practices` | Canonical guide to passing Applicant Tracking Systems in 2026. Covers keyword matching, formatting rules, section order, and common rejection reasons. |
| `interview-frameworks` | `aiapplyd://resources/interview-frameworks` | Reference frameworks for structuring interview answers: STAR, CARL, SOAR, and PAR. |
| `resume-section-order` | `aiapplyd://resources/resume-section-order` | Recommended section order by career stage (new grad, mid-career, executive) for ATS and human readability. |
## Authentication
OAuth 2.1, and it is the full specification rather than a subset:
- PKCE with S256, mandatory
- Dynamic Client Registration ([RFC 7591](https://www.rfc-editor.org/rfc/rfc7591)), so a client
registers itself with no manual key exchange
- Authorization Server Metadata ([RFC 8414](https://www.rfc-editor.org/rfc/rfc8414)) and
Protected Resource Metadata ([RFC 9728](https://www.rfc-editor.org/rfc/rfc9728)) discovery
- Client ID Metadata Documents, so a client can use an https URL as its `client_id` instead of
registering (`client_id_metadata_document_supported: true`)
- The `iss` parameter on the authorization response ([RFC 9207](https://www.rfc-editor.org/rfc/rfc9207))
- Token revocation ([RFC 7009](https://www.rfc-editor.org/rfc/rfc7009))
- Short-lived access tokens with rotating refresh tokens and reuse detection
An unauthenticated `tools/call` returns HTTP 401 with a `WWW-Authenticate` header pointing at
the metadata document. Introspection (`initialize`, `tools/list`, `prompts/list`,
`resources/list`) is open, so any directory or client can read the tool surface before a user
signs in.
## Verify it yourself
```bash
SID=$(curl -s -D- -o /dev/null -X POST https://mcp.aiapplyd.com/mcp \
-H 'Content-Type: application/json' \
-H 'Accept: application/json, text/event-stream' \
-d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-06-18","capabilities":{},"clientInfo":{"name":"probe","version":"1"}}}' \
| grep -i '^mcp-session-id' | tr -d '\r' | awk '{print $2}')
curl -s -X POST https://mcp.aiapplyd.com/mcp \
-H 'Content-Type: application/json' \
-H 'Accept: application/json, text/event-stream' \
-H "Mcp-Session-Id: $SID" \
-d '{"jsonrpc":"2.0","id":2,"method":"tools/list"}'
```
## Privacy
Your resume and profile stay on your AI Applyd account. Tools read and write that account and
nothing else. The [privacy policy](https://aiapplyd.com/legal/privacy) and
[terms](https://aiapplyd.com/legal/terms) are the binding statement.
## Support
- Issues: [github.com/aiapplyd/aiapplyd-mcp/issues](https://github.com/aiapplyd/aiapplyd-mcp/issues)
- Email: admin@aiapplyd.com
## Follow AI Applyd
- Website: [aiapplyd.com](https://aiapplyd.com)
- Pricing: [aiapplyd.com/pricing](https://aiapplyd.com/pricing)
- Blog: [aiapplyd.com/blog](https://aiapplyd.com/blog)
- X: [@aiapplydHQ](https://x.com/aiapplydHQ)
- LinkedIn: [AI Applyd](https://www.linkedin.com/company/aiapplyd/)
- YouTube: [@aiapplyd](https://www.youtube.com/@aiapplyd)
- TikTok: [@aiapplydhq](https://www.tiktok.com/@aiapplydhq)
- Instagram: [@aiapplyd](https://www.instagram.com/aiapplyd)
- Discord: [join the community](https://discord.gg/ZXBsKvuvCD)
## About this repository
The hosted server runs on Cloudflare Workers and its source is not public. This repository is
the public home of the MCP server: the `server.json` manifest, the connection documentation,
and the small stdio bridge above. The bridge is MIT licensed and forwards messages verbatim,
so you can read every line of what runs on your machine.
---
## More from AI Applyd
- [AI Applyd](https://aiapplyd.com) - auto-apply that ends on an interview
- [How the MCP server works](https://aiapplyd.com/mcps) - setup for Claude, ChatGPT and Cursor
- [Pricing](https://aiapplyd.com/pricing) - free to start, no card
- [Blog](https://aiapplyd.com/blog) - how hiring systems actually screen you
- [FAQ](https://aiapplyd.com/faq) - resume parsing, ATS behaviour, what "application received" means
- [Compare](https://aiapplyd.com/vs) - AI Applyd against the other job-application tools
- [Four things that cost us money while automating job applications](https://dev.to/aiapplyd/four-things-that-cost-us-money-while-automating-job-applications-1l51) - engineering write-up
Built by [AI Applyd](https://aiapplyd.com). Questions: [ava@aiapplyd.com](mailto:ava@aiapplyd.com)
TDQS
A4.4/5.0
Scored across 23 tools
Disambiguation4/5
Most tools have clearly distinct purposes (apply vs review vs triage vs matches vs resume scoring/optimizing/translating), and descriptions explicitly cross-reference where confusion could arise. However, two deprecated aliases (aiapplyd_auto_apply, aiapplyd_search_jobs) duplicate live tools, and the resume-related cluster (set/score/optimize/translate/build_pdf) requires careful reading to separate.
Naming Consistency5/5
Every tool uses the same aiapplyd_ snake_case prefix with a predictable verb_noun pattern (get_applications, update_auto_apply, manage_follow_ups, generate_cover_letter). Minor outliers like aiapplyd_apply and aiapplyd_auto_apply still fit the overall convention.
Tool Count4/5
23 tools is on the heavy side for the surface, but the domain (job discovery, application submission, resume tools, email, follow-ups, settings) is broad and most tools earn their place. Two of them are deprecated aliases, which inflates the count unnecessarily.
Completeness4/5
Coverage spans the full lifecycle: matches, triage, apply/review, resume set/score/optimize/translate, cover letters, interview prep, inbox/replies, follow-ups, preferences, profiles and account. Minor gaps exist (no tool to edit resume-builder sections that build_pdf refers to, and no way to delete/withdraw an application), but agents can work around them.
Maintenance
ActivityActive
ResponsivenessNo issues