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instaffo-mcp-server

by esinecan

instaffo-mcp-server

Ein MCP-Server, der einem KI-Assistenten Zugriff auf Ihren eigenen Instaffo-Kandidatenaccount gibt, authentifiziert mit Ihrer eigenen Browser-Sitzung. Persönliches Job-Such-Tool. Läuft vollständig lokal.

Instaffo ist ein zweiseitiger Recruiting-Marktplatz (Kandidaten werden mit Unternehmen gematcht). Dieser Server stellt die Kandidatenseite bereit: Lesen Sie Ihr Profil und Stellenvorschläge, lesen Sie Unterhaltungen und führen Sie reversible Schreibaktionen von einem MCP-Client aus.

Funktionsweise

Instaffo hat keine öffentliche Kandidaten-API, daher authentifiziert sich der Server mit einer echten eingeloggten Sitzung. Seine Kandidaten-Web-App kommuniziert mit einer sauberen JSON-API unter app.instaffo.com/candidate/api/v1/*, die ausschließlich durch das Sitzungscookie authentifiziert wird (kein Bearer-Token). Der Server ist also ein schlanker, cookie-authentifizierter httpx-Client, kein Scraper. Ein Browser (über patchright) wird nur einmal verwendet, um die Sitzung beim Login zu erstellen.

MCP client ── stdio ──> instaffo-mcp-server ──cookie──> app.instaffo.com JSON API
                              │
                     storage-state.json  (cookies, written 0600, git-ignored)
                              ▲
                     instaffo-mcp --login  (one-time browser sign-in)

Related MCP server: LinkedIn MCP Server

Setup

uv sync
uv run patchright install chromium     # one-time, for login only
uv run instaffo-mcp --login            # opens a browser; sign in once
uv run instaffo-mcp --auth-status      # confirm the session is stored

Registrieren Sie es bei Ihrem MCP-Client (stdio):

{
  "command": "uv",
  "args": ["run", "--directory", "/path/to/instaffo-mcp-server", "instaffo-mcp"]
}

Werkzeuge

Leseoperationen (keine Nebenwirkungen):

Tool

Rückgabe

instaffo_whoami

Ihre Identität (Name, E-Mail, Berufsbezeichnung)

instaffo_get_profile

Ihr Profil: Dienstalter, Standort, Fähigkeiten, Lebenslauf-Zusammenfassung

instaffo_list_job_suggestions

Ihre aktuellen Matches, mit Zählern

instaffo_get_job_suggestion

eine Rolle vollständig: Beschreibung, Anforderungen, Gehalt, Screening-Fragen

instaffo_list_conversations

Unternehmensanfragen (eingehendes Interesse) und Ihre Bewerbungen

instaffo_auth_status

ist eine Sitzung vorhanden (--deep validiert sie live)

instaffo_search_skills

Fähigkeiten-UUIDs in Instaffos geschlossenem Vokabular nachschlagen

Schreiboperationen (jedes Schreibwerkzeug erfordert confirm; ohne dieses wird kein Netzwerkaufruf getätigt und Sie erhalten die exakte Nutzlast zurück, die gesendet worden wäre):

Tool

Wirkung

Endpunkt

instaffo_save_job / instaffo_unsave_job

einen Vorschlag als Lesezeichen speichern

POST|DELETE .../job_suggestions/{uuid}/favorite

instaffo_set_about

ersetzt den 'Über mich'-Text

POST .../profile/about

instaffo_set_skills

ersetzt den Fähigkeiten-Satz

POST .../profile/skills

instaffo_set_languages

ersetzt die Sprachliste

POST .../profile/languages

instaffo_set_industries

ersetzt die Branchenerfahrung

POST .../profile/industries

instaffo_set_links

ersetzt die sozialen Links

POST .../profile/links

instaffo_set_seniority

legt das Berufserfahrungsniveau fest

POST .../profile/professional_background

instaffo_set_salary

jährliche Gehaltserwartung

PATCH .../factors/salary

instaffo_set_job_roles

Zielrollen (steuert Matching)

PATCH .../factors/job_roles

instaffo_set_job_seeking_activity

aktiv / passiv

PATCH .../factors/job_seeking_activity

instaffo_add_cv_station

einen Arbeits- oder Bildungseintrag hinzufügen

POST .../cv

instaffo_update_cv_station

einen Eintrag bearbeiten

PATCH .../cv/{uuid}

instaffo_delete_cv_station

einen Eintrag entfernen (irreversibel)

DELETE .../cv/{uuid}

instaffo_set_skill_experience

Jahre pro Fähigkeit

POST .../experience_durations/bulk_save

Alle Endpunkte wurden beobachtet, nie erraten. Der Vertrag, aus dem sie erstellt wurden, ist docs/API.md, datiert und aus einer aufgezeichneten Aufnahme abgeleitet.

Warum jeder Schreibvorgang zurückliest

Diese API gibt ein bloßes {"success": true} für jede Schreiboperation zurück und validiert nur teilweise – ein PATCH mit fehlenden Pflichtfeldern oder mit falsch typisierten Werten gibt ebenfalls {"success": true} zurück. Die Antwort kann Ihnen daher nicht sagen, was gespeichert wurde. Jedes Schreibwerkzeug liest GET /profile erneut aus und meldet verified plus value_now; vertrauen Sie diesen, nicht der Antwort.

Zwei Fallstricke bei Feldern, die Sie kennen sollten, bevor Sie etwas aufrufen:

  • instaffo_set_skills leitet topSkills serverseitig neu ab. Es gibt kein topSkills-Feld zum Senden und kein UI-Steuerelement dafür. Ein Speichern mit unverändertem Fähigkeiten-Satz hat trotzdem die Top Drei verschoben.

  • Fähigkeiten sind auf 23 begrenzt (skills 20 + topSkills 3). Überschreitung gibt "maximum is 20 characters" zurück – die Nachricht sagt Zeichen, die Einheit sind Elemente.

Überwacht, absichtlich: Bewerben und Nachrichten

Zwei Aktionen sind absichtlich nicht als Feuer-und-Vergessen-Werkzeuge implementiert: Bewerben auf eine Stelle und Nachrichten an einen Recruiter.

Bewerben ist keine einzelne Anfrage. Es ist ein mehrstufiger Assistent, der dauerhafte Selbstdarstellungen in Ihr echtes Profil schreibt, bevor er absendet:

  1. eine Selbsteinschätzung der Fähigkeiten (Jahresschieber pro erforderlicher Fähigkeit, z.B. 0-5), die über experience_durations/bulk_save automatisch in Ihrem Profil gespeichert wird,

  2. Ihre Gehaltserwartung (aus Ihrem Profil vorausgefüllt),

  3. eine Mehrfachauswahl zu „KI-Tools, die Sie nutzen“ und „KI-Fähigkeiten“,

  4. eine endgültige Absendung, die die Bewerbung erstellt und einen Chat mit dem Recruiter öffnet.

Da es sich um echte, nach außen gerichtete Entscheidungen darüber handelt, wie Sie sich präsentieren, und der endgültige Absende-Endpunkt erst erscheint, wenn der gesamte Ablauf abgeschlossen ist, sind die Bewerbungs- und Nachrichtenwerkzeuge für eine überwachte Sitzung vorgesehen, in der der Kontoinhaber die Eingaben genehmigt. Sie sind nicht gegen einen erratenen Endpunkt gebaut. Die beobachteten Unterschritte und die Assistentenform sind hier festgehalten, damit diese Sitzung schnell verläuft.

Befehle

instaffo-mcp                 # run the MCP server (stdio)
instaffo-mcp --login         # headed manual login, persist the session
instaffo-mcp --capture       # record app API traffic to a JSONL (diagnostics)
instaffo-mcp --auth-status [--deep]

Sicherheit und Privatsphäre

  • Sitzungsmaterial (profile/, storage-state.json, captures/, .env) befindet sich unter ~/.instaffo-mcp, wird mit Berechtigung 0600 geschrieben und ist in .gitignore aufgeführt. Es wird niemals committet.

  • Schreibwerkzeuge sind bestätigungsgeschützt und berühren nur reversible Oberflächen.

  • Dies ist ein persönliches, lokales Werkzeug für Ihren eigenen Account. Es speichert keine Daten anderer und kommuniziert nur mit Instaffo mit Ihrer eigenen Sitzung.

Vorherige Arbeiten

Die Sitzungserfassungs- und Browser-Muster sind im Geiste von stickerdaniel/linkedin-mcp-server (Apache-2.0) übernommen, das eine persönliche LinkedIn-Sitzung auf dieselbe Weise authentifiziert.

Available Tools

10 tools
instaffo_auth_statusInstaffo Auth StatusA
Read-only

Report whether a usable Instaffo session is present.

NameRequiredDescriptionDefault
deepNoWhen true, launch a browser and confirm the session against the live app (authoritative but slow). When false (default), only read the on-disk session snapshot (fast, no browser).

Output Schema

NameRequiredDescription

No output parameters

TDQS

A4.3/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description explains both operational modes (deep=true launches browser, deep=false uses snapshot), adding behavioral context beyond annotations (readOnlyHint, openWorldHint). No contradiction.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

One sentence efficiently conveys the tool's purpose and behavior, front-loaded and without redundancy.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple status tool with an output schema, the description completely covers both parameter behaviors and the tool's overall function.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% with parameter 'deep' described. The description adds meaningful context about its behavior (browser launch vs snapshot), enhancing understanding.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool reports whether a usable Instaffo session is present, which is a distinct purpose from sibling tools (e.g., instaffo_login, instaffo_whoami).

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description does not provide guidance on when to use this tool versus alternatives or when not to use it. For a status check tool, it is implicit but not explicit.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

instaffo_get_job_suggestionInstaffo: get one job suggestionA
Read-only

Full detail for one job suggestion, by its job_uuid (from the list tool).

Includes the role description, requirements, process, salary band, skills, and the screening questions that applying will require answering.

NameRequiredDescriptionDefault
job_uuidYes

Output Schema

NameRequiredDescription

No output parameters

TDQS

A4.5/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations provide readOnlyHint=true, and description adds value by listing included fields (role, requirements, salary, etc.). No contradictions; adequately discloses behavior.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences: first states purpose, second enumerates contents. No wasted text, highly efficient.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a detail retrieval tool with output schema, the description covers key content areas. No missing elements expected for this operation.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Only parameter job_uuid lacks schema description (0% coverage). Description adds meaningful context by noting it comes from the list tool, aiding understanding of expected value.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Description states 'Full detail for one job suggestion', clearly specifying verb and resource. It distinguishes from the sibling list tool by referencing 'from the list tool', making its scope unambiguous.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly instructs to use the job_uuid from the list tool, providing clear prerequisite context. Does not mention alternatives but the use case is well implied.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

instaffo_get_profileInstaffo: get my profileA
Read-only

Return the candidate's Instaffo profile: seniority, location, skills, CV.

NameRequiredDescriptionDefault

No parameters

Output Schema

NameRequiredDescription

No output parameters

TDQS

A3.5/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint: true and openWorldHint: true, so description need not reiterate. It adds value by listing returned fields, but does not disclose error conditions or authentication requirements beyond annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Single efficient sentence of 9 words with no superfluous information. Front-loaded with verb and resource.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Output schema exists, so description does not need to explain return values. It lists key fields (seniority, location, skills, CV) which covers the essential profile information. Could mention authentication state but not required given simplicity.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Input schema has zero parameters and schema coverage is 100%, so no parameter documentation needed. Baseline for 0 parameters is 4; description adds nothing but not required.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

Description states 'Return the candidate's Instaffo profile' with specific fields listed (seniority, location, skills, CV). This clearly identifies the resource and action, though it does not distinguish this from siblings like instaffo_whoami or instaffo_auth_status.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance on when to use this tool versus alternatives. Does not specify prerequisites, filtering, or context for invocation.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

instaffo_list_conversationsInstaffo: list conversationsA
Read-only

List chats: company requests (inbound interest) and your job applications.

NameRequiredDescriptionDefault

No parameters

Output Schema

NameRequiredDescription

No output parameters

TDQS

A4.1/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true and openWorldHint=true, so the description does not need to restate safety. It adds value by specifying the types of chats (inbound interest and applications), giving behavioral context beyond the annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, clear sentence that immediately communicates the action and scope. It is front-loaded with 'List chats' and provides the categories concisely, with no wasted words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool has no parameters and an output schema is provided, the description sufficiently covers the tool's purpose. It clearly states what is listed (chats) and the included categories, requiring no additional context for a simple listing tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema has no parameters and is fully documented. With 0 parameters, the baseline score is 4, and the description does not need to add parameter-level details. No additional semantics are required.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description uses a specific verb 'list' and resource 'chats', and clearly distinguishes two types: company requests and job applications. This sets it apart from sibling tools like auth or job saving, which have different verbs and resources.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides no guidance on when to use this tool versus alternatives. It does not mention prerequisites, recommended contexts, or situations where other tools should be preferred, leaving the agent without decision-making support.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

instaffo_list_job_suggestionsInstaffo: list job suggestionsA
Read-only

List the candidate's current job suggestions (the matches shown in-app).

NameRequiredDescriptionDefault

No parameters

Output Schema

NameRequiredDescription

No output parameters

TDQS

A4.2/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint and openWorldHint. The description adds that it shows 'the matches shown in-app', providing context. However, no additional behavioral details like pagination or filtering are given, which is acceptable for a read-only list with no parameters.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single sentence that is front-loaded and efficient. Every word adds value, with no redundancy.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given zero parameters and an existing output schema (not shown but present), the description is complete for a simple list tool. It explains what the tool does (list suggestions) and implicitly its context (in-app matches). Missing details about return structure are covered by the output schema.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema has zero parameters and 100% description coverage, so the description need not add parameter details. Baseline 4 applies as no additional semantics are required.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool lists the candidate's current job suggestions, matching the app's display. It distinguishes itself from the sibling 'instaffo_get_job_suggestion' which retrieves a single suggestion, thus avoiding confusion.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies usage for retrieving the current set of job suggestions. While it provides clear context, it does not explicitly state when not to use it or mention alternatives, though for a simple list tool this is adequate.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

instaffo_loginInstaffo Login InstructionsC
Read-only

Explain how to establish a session (interactive, runs in a terminal).

NameRequiredDescriptionDefault

No parameters

Output Schema

NameRequiredDescription

No output parameters

TDQS

C2.8/5.0
Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Description claims interactive terminal session establishment, implying state change, but annotations set readOnlyHint=true. This is a direct contradiction between description and annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Single sentence, concise. However, key information about the tool's actual effect is missing.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the contradiction and lack of clarity on whether it performs login or explains it, the description is incomplete. Output schema exists but is not leveraged.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

No parameters exist, and schema coverage is 100%. The description adds context that it is interactive and terminal-based, which is helpful but not critical.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states it explains how to establish a session, tying directly to login. However, it is ambiguous whether it performs the login or merely provides instructions.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance on when to use this tool versus siblings like instaffo_auth_status. The description does not mention prerequisites or alternatives.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

instaffo_save_jobInstaffo: save a jobA

Bookmark (favorite) a job suggestion. Reversible with instaffo_unsave_job.

NameRequiredDescriptionDefault
confirmNomust be true to perform the write; false returns a preview.
job_uuidYesthe job's uuid (from instaffo_list_job_suggestions).

Output Schema

NameRequiredDescription

No output parameters

TDQS

A4.4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description discloses that the operation is reversible and hints at a preview mechanism via the confirm parameter. It does not contradict the annotation (openWorldHint). No mention of authentication requirements or error states, but the core behavior is transparent.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, front-loaded with the main action, no unnecessary words. Highly efficient.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple bookmarking tool, the description covers the main behavior, reversibility, and preview. It does not mention error cases or output schema details (though output schema exists), but is adequate given the tool's simplicity.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so baseline is 3. The description adds value by noting the source of job_uuid (from instaffo_list_job_suggestions) and confirming the preview behavior of confirm, improving semantic clarity.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the verb (bookmark/favorite) and resource (job suggestion), and distinguishes it from sibling instaffo_unsave_job by mentioning reversibility.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description explicitly mentions the reverse operation, guiding when to use this vs instaffo_unsave_job. It does not mention prerequisites (e.g., login status) or alternatives beyond the reversal, but the context is clear.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

instaffo_set_skill_experienceInstaffo: set skill experienceA

Set your years-of-experience for one or more skills on your profile.

This writes to your real profile. Durations are 0-5 (5 means 5+). Only submit truthful values. Without confirm=true it returns a preview.

NameRequiredDescriptionDefault
skillsYesList of {"uuid": <skill uuid>, "duration": <years 0-5>}. Skill uuids come from a job's screening/prequalification data.
confirmNo

Output Schema

NameRequiredDescription

No output parameters

TDQS

A4.7/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description explicitly states the write behavior ('This writes to your real profile') and the preview mode, adding significant behavioral context beyond the openWorldHint annotation. There is no contradiction with annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is three focused sentences with no waste. It front-loads the purpose, then adds key specifics. Every sentence adds value.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The description covers the core functionality and preview behavior. It does not explain the preview response format, but an output schema exists. The mention of skill UUID source is in the schema but not description, which is a minor gap. Overall complete for the tool's complexity.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The description adds critical meaning: 'Durations are 0-5 (5 means 5+).' and explains the confirm parameter's effect. With only 50% schema description coverage, the description compensates effectively by clarifying value ranges and behavior.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool's function: 'Set your years-of-experience for one or more skills on your profile.' It uses a specific verb ('Set') and identifies the resource ('skills on your profile'). No sibling tool performs this action, so it distinguishes well.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides guidance on when to use the confirm parameter ('Without confirm=true it returns a preview') and advises to submit truthful values. It doesn't explicitly mention alternatives because no alternatives exist among siblings. Context is clear, but could add prerequisites (e.g., skill UUIDs from job screening data).

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

instaffo_unsave_jobInstaffo: unsave a jobA

Remove a job from your bookmarks. Reverses instaffo_save_job.

NameRequiredDescriptionDefault
confirmNomust be true to perform the write; false returns a preview.
job_uuidYesthe job's uuid.

Output Schema

NameRequiredDescription

No output parameters

TDQS

A4.1/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Description states a clear write operation ('Remove'), but beyond the 'confirm' parameter behavior hinted in schema, no additional side effects or constraints beyond annotations (openWorldHint) are disclosed.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two concise, front-loaded sentences with zero unnecessary words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple mutation tool with output schema, the description sufficiently covers purpose, relation to save, and the need for confirmation.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so baseline is 3. Description adds no extra parameter meaning beyond what schema already provides.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Clearly states verb 'Remove', resource 'job from bookmarks', and explicitly references its inverse sibling 'instaffo_save_job', making its distinct purpose obvious.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Implicitly tells when to use (to reverse a save) via 'Reverses instaffo_save_job', but lacks explicit when-not-to-use or alternative conditions.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

instaffo_whoamiInstaffo: who am IA
Read-only

Return the signed-in candidate's basic identity.

NameRequiredDescriptionDefault

No parameters

Output Schema

NameRequiredDescription

No output parameters

TDQS

A3.8/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true and openWorldHint=true. The description adds that it returns 'basic identity', implying a limited dataset, but does not disclose other behavioral traits like authentication requirements or potential latency.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Single sentence, no unnecessary words, front-loaded with the verb and resource. Every part earns its place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's simplicity (no params, output schema exists), the description is mostly adequate. It mentions 'signed-in candidate', implying authentication context, but could hint at the specific data fields returned, though output schema covers that.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

There are no parameters, and schema coverage is 100%. The description does not need to explain parameters. Baseline for zero parameters is 4.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description 'Return the signed-in candidate's basic identity' uses a specific verb ('Return') and resource ('signed-in candidate's basic identity'), clearly distinguishing from siblings like instaffo_get_profile (full profile) and instaffo_auth_status (auth status).

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance is provided on when to use this tool versus alternatives such as instaffo_get_profile or instaffo_auth_status. The description only states functionality without contextual usage advice.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 10 tool updatesv0.1.0
    • First observedinstaffo_auth_status
    • First observedinstaffo_get_job_suggestion
    • First observedinstaffo_get_profile
    • First observedinstaffo_list_conversations
    • First observedinstaffo_list_job_suggestions
    • First observedinstaffo_login
    • First observedinstaffo_save_job
    • First observedinstaffo_set_skill_experience
    • First observedinstaffo_unsave_job
    • First observedinstaffo_whoami

TDQS

A3.8/5.0

Scored across 10 tools

Disambiguation5/5

Each tool has a clearly distinct purpose, with no overlap between listing, getting details, saving/unsaving jobs, managing profile skills, or authentication.

Naming Consistency5/5

All tools follow a consistent 'instaffo_verb_noun' pattern, making the action and target clear for each tool.

Tool Count5/5

10 tools cover the core functionalities of a job-seeking assistant (auth, profile, job suggestions, conversations) without being excessive or insufficient.

Completeness3/5

The set covers most key operations but lacks a tool for applying to jobs, which is a significant gap for automated job search workflows.

Maintenance

ActivityStale
ResponsivenessNo issues

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