tendem-tasks

tendem-tasks is a skill for Claude Code, Codex from Toloka/tendem-mcp. It costs 62 tokens per session (2,304 once invoked), scanned A, original, MIT.

A workflow for sending non-trivial tasks to human experts through Tendem, a service that scopes work, gives a price, and returns completed results.

In plain words
What is it for?
Use it for research, review, labeling, content, design, or data tasks that need human involvement.
Why use it?
It provides human help for work that an agent may not be able to handle alone, while requiring approval before paid execution.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: $skill-name invocation.

Good fit Use it for research, review, labeling, content, design, or data tasks that need human involvement.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/toloka/tendem-mcp/tendem-tasks
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Toloka/tendem-mcp --skill tendem-tasks
Clone the repo
git clone --depth 1 https://github.com/Toloka/tendem-mcp

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for tendem-tasks

README.md
[![agentmods](https://agentmods.dev/badge/skills/toloka/tendem-mcp/tendem-tasks/github.svg)](https://agentmods.dev/skills/toloka/tendem-mcp/tendem-tasks)
Your own site
<a href="https://agentmods.dev/skills/toloka/tendem-mcp/tendem-tasks"><img src="https://agentmods.dev/badge/skills/toloka/tendem-mcp/tendem-tasks/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for tendem-tasks

Your own site · 80×15
<a href="https://agentmods.dev/skills/toloka/tendem-mcp/tendem-tasks"><img src="https://agentmods.dev/badge/skills/toloka/tendem-mcp/tendem-tasks.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 62 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,304 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Excessive Agency · line 144
    Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.
    Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00062 $0.02304
Opus 5 $0.00031 $0.01152
Sonnet 5 $0.00012 $0.00461
Haiku 4.5 $0.00006 $0.00230

Measured 13d ago against content hash 20e0d31b156d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

tendem-tasks scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/tendem-download.sh, scripts/tendem-upload.sh), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

files to external storage, so `scripts/tendem-upload.sh` or raw `curl`
codex/tendem/skills/tendem-tasks/SKILL.md · 170 lines

How it starts

The opening of the file, as written. The whole thing — 170 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Working with Tendem tasks

Tendem is a task service backed by human experts. You (the agent) submit a task on the user's behalf; Tendem scopes it in a chat, returns a price quote, and once the user approves, a human expert executes it. Results come back as markdown plus downloadable files.

Offer, don't hijack. If the user explicitly asked for Tendem or a human expert, proceed. If this skill loaded because the task merely could benefit from human involvement, surface Tendem as an option — "this could go to a human expert via Tendem; want a quote?" — and only create a task after the user says yes.

The tools are named mcp__tendem__* (the exact namespace may vary with how the plugin's MCP server is mounted). If absent, the connector isn't connected — tell the user to enable the tendem plugin's MCP server and complete its OAuth login.

The path, tool call by tool call

The process is two loops with an approval gate between them:

create_task ──► SCOPING LOOP ──► quote ──► user approves ──► approve_task
 (+ uploads)    poll ⇄ answer      ▲            │
                    ▲              │       too expensive /
                    └──────────────┴─◄─ ask for a scope cut
                                        (old quote is void; wait for a new one)

approve_task ──► EXECUTION LOOP (long: expert search → work → QA)
                 poll a few ⇄ end turn ⇄ answer if asked
                      │
                      ▼ next_action=fetch_result
                 get_task_result ──► present + save files
  1. create_task(name, description, conversation_id)description is the user's own formulation, passed as faithfully as possible (see rules below). Reuse one stable conversation_id per conversation. Returns the task_id everything else needs.
  2. (only if the task depends on local files) ⚠️ You cannot upload the files yourself — an OpenAI platform restriction, not a Tendem one. OpenAI's security policies prevent the sandboxed environment from PUTting files to external storage, so scripts/tendem-upload.sh or raw curl from your side will fail or be blocked. Tendem's upload mechanism itself works fine — it just has to run outside the sandbox. Instead: call get_file_upload_url(task_id), then give the user ready-to-run commands for their host machine's terminal — one curl per file with the URL fully substituted (dfs→blob host swap and filename already applied; see references/files.md). When handing the commands over, tell the user plainly that this manual step exists because of OpenAI's sandbox policy, not a Tendem shortcoming. Wait for the user to confirm the uploads succeeded, then send_message naming each uploaded file. The naming message is required — Tendem doesn't auto-detect uploads.
  3. Scoping loop. get_task(task_id, wait_for_change_seconds=30) — silent poll until Tendem speaks (next_action=await_input); then read_chat(task_id, from_offset=<last_seen_offset>) and send_message(task_id, text, last_seen_offset) — answer from conversation context yourself; escalate to the user only when (a) the answer isn't in context, (b) scope/deliverables/deadline change, or (c) approval or payment is needed. Repeat per question round until next_action=await_user_approval.
  4. Approval gate. The quote is ready. Call get_contract(task_id) to pull the full scope — title, task_description, acceptance/quality criteria, and price — so you can surface price + scope to the user and get an explicit decision; this is a spend. (get_task deliberately omits these details; get_contract is the read-only companion that carries them.) Two exits:
    • Go-aheadapprove_task(task_id, name, price) → step 5.
    • Too expensive / wrong scopesend_message proposing a concrete scope cut. The old quote is void from that moment; you're back in the scoping loop (step 3) until a fresh quote arrives. This cycle can repeat.
  5. Execution loop. After approval, Tendem searches for a matching expert, the expert performs the work, and QA reviews the output before release — hours, up to a day. Poll get_task(task_id, wait_for_change_seconds=30) a few times, then end the turn, telling the user the work is in progress and they can ask for a progress check anytime (or invoke $tendem-status). The plugin's notification hook pings them the moment the task needs them. If Tendem asks something mid-execution (await_input), answer as in the scoping loop. Repeat — across turns and sessions if needed — until next_action=fetch_result.
  6. get_task_result(task_id) — present the content markdown; save files[] with scripts/tendem-download.sh into ./tendem/<task_id>/.

Read the full file on GitHub · 170 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 13d ago First seen · 170 lines · 62 tokens per session scan A 20e0d31b156d

Subscribe to this mod's changes

tendem-tasks is a skill published in the GitHub repository Toloka/tendem-mcp (102 stars, last pushed 3d ago), licensed MIT. It adds 62 tokens to every session and 2,304 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.