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Keelen

REMOTE · KEELEN.AI

Autonomous dev team steered from chat: plain-English requests in, tested merged PRs out.

Available components

0 this week 89 Trust /100

Last scanned (3 hours ago)

Scores higher than 97% of remote servers

Reachable. Last reached 5 Nov 2026.

Category Developer Tools

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security97
Transport & Reachability100
Schema Quality & AI Usability62
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 11825 tokens (~241/item across 49 items; 49 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management95
  • Stability check failed: schema churn in the 30 days we've observed: 2 tool removals, 0 breaking changes, 0 auth/transport breaks, 9 additions. See how to fix → Fail
Tool Coverage71
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 0% of tool parameters carry a description.Fail
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • All 2 tool(s) whose name or description implies an irreversible operation declare an MCP destructiveHint annotation.Pass
  • An AI judge read all 50 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a current MCP spec version (2026-07-28).Pass
Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 2 Nov 26 0
    • Tool “replan_task” rewrote its description, which is the text the model reads security
    • “replan_task” added an optional parameter “recovery_source_pr_number” cosmetic
    • “replan_task” added an optional parameter “workspace_strategy” cosmetic
  • 30 Oct 26 0
    • The server rewrote its instructions, which are the text every model session reads security
    • New tool “retire_steering_rules”, which the server declares destructive security
    • Tool “project_digest” rewrote its description, which is the text the model reads security
  • 28 Oct 26 0
    • The server rewrote its instructions, which are the text every model session reads security
    • Tool “create_project” rewrote its description, which is the text the model reads security
    • Tool “import_project” rewrote its description, which is the text the model reads security
    • Tool “list_github_repos” rewrote its description, which is the text the model reads security
    • Tool “project_status” rewrote its description, which is the text the model reads security
  • 26 Oct 26 −1
    • Stability: pass → fail ▼ security
    • Tool “resolve_platform_policy_conflict” was removed ▼ security
    • Tool “set_ui_review_scenario_cap” was removed ▼ security
    • The server rewrote its instructions, which are the text every model session reads security
    • Tool “list_escalations” rewrote its description, which is the text the model reads security
    • Tool “project_status” rewrote its description, which is the text the model reads security
    • New tool “resolve_platform_regression” functional
  • 25 Oct 26 0
    • Tool “replan_task” rewrote its description, which is the text the model reads security
  • 23 Oct 26 0
    • Tool “project_digest” rewrote its description, which is the text the model reads security
    • Tool “project_status” rewrote its description, which is the text the model reads security
  • 22 Oct 26 0
    • The server rewrote its instructions, which are the text every model session reads security
    • New tool “answer_planning_question”, which the server declares destructive security
    • New tool “remove_cancelled_dependency”, which the server declares destructive security
    • Tool “list_escalations” rewrote its description, which is the text the model reads security
    • Tool “list_steering_rules” rewrote its description, which is the text the model reads security
    • Tool “resolve_escalation” rewrote its description, which is the text the model reads security
  • 21 Oct 26 0
    • The server rewrote its instructions, which are the text every model session reads security
    • New tool “retire_steering_rule”, which the server declares destructive security
    • Tool “resolve_platform_policy_conflict” rewrote its description, which is the text the model reads security
    • New tool “approve_steering_rule” functional
    • New tool “list_steering_rules” functional
Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 5 Nov 2026 · Probed https://keelen.ai/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=keelen.ai CN=YE2,O=Let's Encrypt,C=US 20 Oct 2026 18 Jan 2027 ECDSA 256 ECDSA-SHA384 5d80c54cee741919b9daf47ba4706806d32
SANs: keelen.ai
CN=YE2,O=Let's Encrypt,C=US (CA) CN=Root YE,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 ECDSA 384 ECDSA-SHA384 4df3b15dd6c0784c507cd37b58e6f115
CN=Root YE,O=ISRG,C=US (CA) CN=ISRG Root X2,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 ECDSA-SHA384 872165fc34b6e5fba8add5b3705fb53a
CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 SHA256-RSA 6c8f1dc727c7117f7baf853ac980f9cd

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of keelen.ai. — Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
ai. present 1814, 3799 8, 8 Verified
keelen.ai. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication Enforced and verified

The endpoint asked for a token and published valid RFC 9728 metadata describing how to get one.

Result Enforced and verified
Enforced On tool calls
HTTP status 200

WWW-Authenticate challenge Bearer error="invalid_token", error_description="Authentication required", scope="mcp:write", resource_metadata="https://keelen.ai/.well-known/oauth-protected-resource/mcp"

Bearer error="invalid_token", error_description="Authentication required", scope="mcp:write", resource_metadata="https://keelen.ai/.well-known/oauth-protected-resource/mcp"
Header Value
strict-transport-security max-age=31536000; includeSubDomains
content-security-policy frame-ancestors 'none'; object-src 'none'; base-uri 'self'
x-content-type-options nosniff
x-frame-options SAMEORIGIN
referrer-policy strict-origin-when-cross-origin
permissions-policy camera=(), microphone=(), geolocation=(), interest-cohort=()

Protected resource metadata

Document https://keelen.ai/.well-known/oauth-protected-resource/mcp
Retrieved Yes
Resource https://keelen.ai/mcp
Authorisation server https://keelen.ai

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://keelen.ai/mcp Verified 200
http (plaintext) http://keelen.ai/mcp HTTPS enforced 301 https://keelen.ai/mcp
MCP tools · 49 exposed · ~10,968 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
answer_planning_question ~221

Answer an open planning question and release its roadmap item. Use this for a `list_escalations` row with reason `expand_needs_clarification` (its `next_tool` names this tool). The planner asked one or more product questions about one roadmap item; give ONE answer that covers every question (1-4,000 characters). The answer is stored with the item, the card is resolved, and the next planning run of that item reads the answer. It is stored once: a second answer to the same round is refused. Requires the personal connection of an active workspace owner; a workspace key or a member who is not an owner is refused. A paused project refuses until it is resumed. A refusal returns ok=false with a fixed `refusal_code`, and nothing is stored. `resolve_escalation` does not answer a planning question.

NameTypeReqDescription
answer_mdstringyes–
escalation_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

answer_request ~109

Answer a thread's clarifying questions (status must be awaiting_answers). `answers` is a list of {"idx": <int from get_request_status>, "answer_md": <str, 1..2000 chars>}. Every question needs exactly one answer. The call flips the thread back to intake_pending; get_request_status reports the subsequent state.

NameTypeReqDescription
answersarrayyes–
project_idstringyes–
thread_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

approve_steering_rule ~112

Approve one pending steering rule so it reaches the iteration prompts. Pass the project id and the rule `id` from list_steering_rules. Only a `pending` rule changes; an already active rule returns `changed: false`. A retired rule is refused (409): approval never re-activates it. Your identity comes from this connection and is recorded on the audit trail.

NameTypeReqDescription
project_idstringyes–
rule_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

archive_project ~198

Archive a project (reversible shelve) — frees a project slot in-tool. Stops any in-flight machine, then flips the project to `archived`: it drops out of the per-tier project cap (freeing a slot for a new project) and the loop stops dispatching it, but the project + its history are kept and can be restored from the dashboard project page. Stopping a machine DESTROYS the running process state — restoring the project later cannot bring that execution back, so this is destructive despite being reversible. A replay on an already-archived project changes no row, but is not idempotent end to end. This is preferable to `delete_project` unless the project must be gone. Owner-scoped (an MCP key is owner-only); a project not in the workspace 404s.

NameTypeReqDescription
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

cancel_roadmap_item ~183

Cancel / close a single roadmap item (list_roadmap returns its id). For a DELIVERED or duplicate item that keeps re-parking: once the work has shipped, every expand produces no dev-ready tasks and files a recurring `roadmap_item_parked` escalation that has to be acked. Cancelling drops the item out of the expand queue AND resolves any open expand-lane escalation for it. Business-level replay guard: an already expanded/cancelled item changes no state, and the dashboard can restore a cancelled item. Refuses (409) while the item is actively being expanded (a retry once that iteration ends succeeds). Returns {id, status, changed, next_step}.

NameTypeReqDescription
item_idstringyes–
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

clear_horizon_pin ~185

Clear a queued roadmap item's horizon pin (now/next/later → none). A horizon pin dominates the queue sort, so `reorder_roadmap` cannot move a pinned item out of its band — a stale `now` pin on a delivered/duplicate item clogs the front of the queue. This unpins it and reprices the queue so the item follows plain priority order again (and reorder_roadmap can then move it). Only queued items carry a settable pin (in-flight / shipped items derive theirs), so this refuses (422) on a non-queued item — a delivered item is closed with cancel_roadmap_item. Returns {id, previous_pin, horizon_pin, next_step}.

NameTypeReqDescription
item_idstringyes–
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

close_task ~426

Close a task that should not be built — a duplicate, or work already shipped. For a task on the board that is obsolete: the change already landed in another PR, a sibling task covers it, or the user changed direction. The task is marked `cancelled` and keeps ALL of its history (acceptance criteria, QA steps, iterations) — nothing is deleted. `reason` is REQUIRED and is recorded on the audit trail in one line. `superseded_by_pr_number` (or `superseded_by_task_id`) records verified provenance when the work was genuinely delivered somewhere else, instead of a bare abandon. Closing does NOT claim the content is on the default branch, so any task that declared a dependency on this one keeps waiting; those are delivered or re-planned separately. Refuses with 409 while the task is being worked on by a running iteration (an in-flight iteration must finish, or its machine must be stopped, before the close succeeds). A task in another workspace 404s. Business-level replay guard: closing an already-closed task changes no task state. The call is not idempotent end to end — an authenticated request also persists credential-use state. The response echoes `open_tasks`: how many tasks are still open on the project, counted after the close commits. A count that did not drop means the ticket was already closed and this call changed nothing. It is the same count `project_status` returns, and neither counts a closed task as open. This is preferable to leaving a dead task on the board: unfinished tasks count against the project's planning capacity, so stale duplicates quietly stop new roadmap items from being expanded.

NameTypeReqDescription
project_idstringyes–
reasonstringyes–
superseded_by_pr_number–––
superseded_by_task_id–––
task_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

connect_github ~95

Get the link that connects a GitHub account, so work can reach real repos. Returns an `install_url` that the user opens in a browser to pick the GitHub account/org, approve the install, and land on a "connected" page; get_onboarding_status() then reports github_connected true. The link expires in 10 minutes; a repeat call mints a fresh one.

Input schema present but exposes no named parameters.

NameTypeReqDescription
resultobjectyes–

No examples provided.

control_scheduler ~192

Start, pause, or resume a project's autonomous work. `action` is one of: "enable" | "disable" | "resume" | "process_now". - enable/disable flip scheduler_enabled (the loop dispatches only enabled, status='active' projects). - resume clears a pause (peak/backoff/manual) so the project dispatches again. - process_now durably prioritizes and immediately attempts the next intake batch, independent of the dev scheduler switch. A gate returns a typed reason and recovery step instead of a spawn promise. - enable/resume can execute pending refinement that DELETES tasks, and process_now can start an intake batch, so the tool is destructive even when the echoed scheduler state looks unchanged. Returns the resulting scheduler state.

NameTypeReqDescription
actionstringyes–
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

create_project ~753

Start building something new: creates a GitHub repo and begins work on it. For a NEW repo. Given an existing repo, import_project(repo_full_name) is the right call — this one would create a second, empty repo beside it (list_github_repos() browses what the workspace can see). Scaffolds a new GitHub repo, a bootstrap-mode project, and submits `build_description` as the project's first Roadmap Request. `name` is a concise GitHub short repo slug (no owner); `project_kind` is REQUIRED and one of library | node_library | python_library | service | cli | web_app | godot_game | roblox_game; `preview_command` is required iff `project_kind == 'web_app'`. `mobile_app` is not a creation kind in this phase: mobile creation is unavailable until R2, so a `mobile_app` request returns `mobile_creation_unsupported` before any repository or project is created. Imported Expo repositories are recognised through import_project instead. `engine` is OPTIONAL — one of claude_code | codex | glm | kimi | grok (defaults to claude_code); codex, glm, kimi, and grok require the workspace to have a matching connected credential. `org` is OPTIONAL — a GitHub organization login to create the repo inside (e.g. your company org); omit it to land the repo on a member's personal account. `private` defaults to True. `ci_runs_on` is OPTIONAL — the CI runner labels for the scaffolded workflow, e.g. ["self-hosted", "linux", "x64", "my-fleet"]. Omit it to inherit the workspace default (ubuntu-latest if unset). Labels no registered org runner carries are rejected, because GitHub would queue such a job forever rather than fail it. `framework` is OPTIONAL and `web_app`-only — one of vite | next (defaults to vite). It picks the scaffolded frontend rails: `vite` a vanilla-TypeScript SPA, `next` a Next.js app-router app. Passing it with any other `project_kind` is an error. The repo is creat…

NameTypeReqDescription
build_descriptionstringyes–
ci_runs_on–––
engine–––
framework–––
namestringyes–
org–––
preview_command–––
privateboolean––
project_kindstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

delete_project ~186

Soft-delete a project (the harder option) — frees a slot and hides it. Stops any in-flight machine, then flips the project to `deleted`: it disappears from `list_projects`, drops out of the project cap, and the loop stops dispatching it. Deleting ALSO permanently purges the project's stored review artifacts. The row is retained for audit and re-importing the repo restores that deleted row in place (unlike `archive_project` there is no in-tool restore), but the purged artifacts are gone for good and the stopped workers' process state cannot be recreated. A replay on a deleted project changes no row; the call is not idempotent end to end. Owner-scoped; a project not in the workspace 404s.

NameTypeReqDescription
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

get_billing ~200

Billing status + a Stripe checkout link when a NEW subscription is needed. `plan` is one of starter | pro | agency (default starter). When the workspace has NO live subscription and needs one (open-signup unpaid, churned, or converting from a free/trial tier), returns a `checkout_url` with next_action "browser" — the user opens it in a browser (the one setup step that can't happen in chat). Compute unlocks automatically once payment completes (a Stripe webhook flips the workspace to active); blocking on it is unnecessary. A past_due workspace gets NO checkout — the fix is a card update in the dashboard billing page (a new checkout would create a second subscription); next_step carries that fix. Subscribed or suspended-with-subscription states return checkout_url=None with an explanatory next_step.

NameTypeReqDescription
planstring––
NameTypeReqDescription
resultobjectyes–

No examples provided.

get_control_gap_findings ~159

Read a project's security-control observations and review boundaries. The result groups records by evidence class without a total or an overall framework outcome. `not_determinable` and `outside_review_scope` qualify every observation. An empty group does not establish that a control is in place, and `disclaimer_md` must reach the user. `limit` defaults to 25 (max 100). `include_all` includes resolved, dismissed, and out-of-scope records. This read-only tool has no compute quota and remains available after the trigger closes for a project.

NameTypeReqDescription
include_allboolean––
limitinteger––
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

get_legal_exposure_findings ~235

Read a project's legal exposure findings, worst exposure first. Returns each finding as an OBSERVATION plus the obligation commonly cited over that pattern, its citation, the date the citation was last checked, and whether counsel has reviewed the registry entry (`counsel_reviewed`, false today for every entry). `exposure_order` is an ORDER, never a score: there is no grade, no percentage, and no overall state in this output. `not_determinable` lists the checks that could not reach a verdict; omitting them would turn a partial review into a clean answer. The `disclaimer_md` field must reach the user. `limit` defaults to 25 (max 100). `include_all` adds resolved, dismissed, and out-of-scope rows to the default actionable set. Read-only, no compute, no rate limit; it works even while the trigger is closed for the project.

NameTypeReqDescription
include_allboolean––
limitinteger––
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

get_onboarding_status ~303

Check what is set up so far and what to do next to get building. Reports engine_connected / github_connected / project_count / payment_status and a `next_action` string whose value is authoritative, with this tool polled between steps. `next_action` is "call_tool" (the tool named in `next_tool`, with `next_step` describing the call) until onboarding is complete, then "done". (`next_action_detail` echoes the pre-2026-07-29 dict shape and is DEPRECATED — it is removed 2026-10-29; next_action/next_tool are the current fields.) - engine step: the dashboard /login link goes to the user. Engine subscriptions (Claude / Codex / GLM) are connected in the DASHBOARD for security — engine credentials are never asked for or pasted in this chat. - github step: connect_github() returns an install link. - project step: create_project(...) for a new repo, or import_project(repo_full_name) for an existing one. - launch step: get_provisioning_status(project_id) reports readiness. Re-checking is the caller's job — the server does not push. Also returns a `usage` block (pool / daily / machine-hours counters + tier caps) for capacity-aware automation clients.

Input schema present but exposes no named parameters.

NameTypeReqDescription
resultobjectyes–

No examples provided.

get_product_goal ~140

Read a project's current product goal (the outcome work is aimed at). The paired setter `set_product_goal` replaces the whole document rather than appending to it, so a write without a prior read silently discards whatever the user already recorded; adding a line means reading the current text, editing it, and setting the full result back. Returns {project_id, product_goal_md, updated_at}. `product_goal_md` is None when no goal has been set. Tenant-scoped: a project not in the caller's workspace 404s.

NameTypeReqDescription
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

get_product_vision ~143

Read a project's current product vision (what the product is for). The paired setter `set_product_vision` replaces the whole document rather than appending to it, so a write without a prior read silently discards whatever the user already recorded; adding a line means reading the current text, editing it, and setting the full result back. Returns {project_id, product_vision_md, updated_at}. `product_vision_md` is None when no vision has been set. Tenant-scoped: a project not in the caller's workspace 404s.

NameTypeReqDescription
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

get_provisioning_status ~192

Check whether a new project has finished setting up and is ready to build. Returns overall (provisioning | ready | errored), a 7-stage checklist, and a user-facing error_kind when a stage failed. next_action is "wait" with poll_after_seconds (~10s) while provisioning, "wait" with NO poll_after_seconds when errored (fix the reported cause, then re-check — polling again without fixing it will not change the result), and "done" when overall is 'ready' — submit_request(project_id, text) then steers the loop. Reaching 'ready' also PERSISTS the owner's onboarding-completion state, so this is not a pure read. Tenant-scoped: a project not in the caller's workspace 404s.

NameTypeReqDescription
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

get_request_status ~160

Check what happened to a request, and read any questions it asked back. Intake is async (~5min cadence), so the status changes between calls. `next_action` is one of: "wait" (still processing), "answer_questions" (answer_request takes one answer per question), "done" (see generated_roadmap_item_ids), "cancelled" (terminal, no items), "failed" (see intake_failure_reason), "approve_plan" (a planned request's plan awaits the user's approval in the dashboard). A planned request also carries `stage`, `plan_cycle` and `max_cycles`.

NameTypeReqDescription
project_idstringyes–
thread_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

import_project ~971

Connect an EXISTING GitHub repo as a Keelen project. This is the counterpart of create_project: it is for a repo that already exists, while create_project scaffolds a brand-new one. `repo_full_name` is "owner/repo". Import requires that the SAME caller listed the repository with list_github_repos() within the last 10 minutes, OR that the workspace already holds a valid repository grant. An absent or expired authorization returns code `repository_access_required`; call list_github_repos() again, then retry. Missing, expired, foreign and nonexistent repositories share that same generic denial, so the tool never reveals whether a guessed repository exists. `engine` is OPTIONAL — one of claude_code | codex | glm | kimi | grok (defaults to claude_code); codex/glm/kimi/grok require a matching connected credential. `build_description` is OPTIONAL but STRONGLY recommended — a plain-language "what should Keelen build first?" submitted as the project's first Request so the loop has work; an imported project with no Request sits idle until submit_request(project_id, ...) adds one. `project_kind` is OPTIONAL — one of library | node_library | python_library | service | cli | web_app | godot_game | roblox_game | mobile_app | unknown. Omit it and the kind is auto-detected. It is required for a MONOREPO (apps in subdirectories), a stack with no standard root manifest (Java, Ruby, PHP, .NET, Elixir), or a classification detection cannot infer — detection yields "unknown" there, which BLOCKS the dev lane until someone overrides it. A supplied value is authoritative and is never overwritten by later auto-detection. `stack` is the OPTIONAL language axis (python | node | rust | go | cpp) for a language-agnostic kind. `preview_command` is REQUIRED when project_kind is "web_app" (the command that serves the app locally, e.g. "npm run dev") and optional otherwise, where it ov…

NameTypeReqDescription
build_description–––
engine–––
preview_command–––
project_kind–––
repo_full_namestringyes–
stack–––
NameTypeReqDescription
resultobjectyes–

No examples provided.

list_escalations ~385

See what the work is stuck on and waiting for a human decision about. `project_status` only COUNTS open escalations; this returns each one with its kind, reason, detail_md, recommended_action, and (when task-scoped) the blocked task's title + PR url. A card about a roadmap item carries its `roadmap_item_id` (null for a task-only, project-level or synthetic row), which matches the `id` in `list_roadmap`. A "forever-paused" project with no open `project_pause` row is surfaced as a synthetic `orphan:<project_id>` row. Each row carries a server-derived `task_retry_available` flag and an exact `next_tool`: eligible recovery blocks route to `retry_blocked_task`, roadmap parks to `rearm_roadmap_item`, platform conflicts to their structured resolver, an orphan block whose task keeps its own PR to the owner tool `requeue_for_review` (it takes the row's task_id, not its id), other stale work to `replan_task`, an open planning question (reason `expand_needs_clarification`, with its `planning_questions`) to the owner tool `answer_planning_question`, and only safe auxiliary cards to `resolve_escalation`. In the legacy ui-review mode only, an eligible platform conflict on a web_app task also lists `evidence_selector_cells`, the input of the owner-only `correct_evidence_selector` decision. With the autonomy ladder enabled (the default) that field is absent and a card Keelen attributed to its own postprocessor routes to `resolve_platform_regression`.

NameTypeReqDescription
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

list_github_repos ~248

List the CALLER's own GitHub-visible repos (for import_project). For an OAuth connector that is the connected member; for a static workspace key it is an eligible active owner. Each entry has full_name, default_branch, private, language, pushed_at. A `full_name` is what import_project(repo_full_name) connects. A COMPLETE listing publishes an actor-bound proof valid for 10 minutes, and that proof is what authorizes a later import by the same caller. Reading the list can MINT a short-lived GitHub installation token, so this is not a pure read. Returns 409 if GitHub isn't connected yet — connect_github() is required first. A provider failure is translated into a typed, actionable error instead of passing GitHub's response through: a missing or suspended App installation, a revoked OAuth token, or a non-rate-limit permission denial is a 409 naming connect_github(); a recognized rate limit is a 429; other provider failures are a 502; a timeout or transport failure is a 503.

Input schema present but exposes no named parameters.

NameTypeReqDescription
resultarrayyes–

No examples provided.

list_projects ~22

List the projects in this workspace, with what each one is building.

Input schema present but exposes no named parameters.

NameTypeReqDescription
resultarrayyes–

No examples provided.

list_roadmap ~183

See what is planned for a project and in what order. Queued rows also say whether the expand picker would elect them (`electable`) and, when not, why it skips them (`skip_reason`: awaiting_intake_thread | awaiting_clarification | crash_capped | noop_capped | crash_cooldown | noop_cooldown | held_on_open_pr | other). The first reason that applies, in that order, is the one returned. `awaiting_clarification` means the planner asked a planning question about the item and waits for the answer: `list_escalations` returns that card with the item's `roadmap_item_id`. A skipped item ahead of yours does not delay it.

NameTypeReqDescription
project_idstringyes–
statusstring––
NameTypeReqDescription
resultarrayyes–

No examples provided.

list_steering_rules ~199

List this project's active and pending steering rules. Steering rules are prepended to every planning, development and QA prompt. Each rule has `state` (`active` = in the prompt, `pending` = waiting for a project member's approval, `expired` = past its expiry and no longer in the prompt) and `origin`: `owner_request` (written from a Request), `retro_kaizen` (a sprint retrospective kaizen), `failure_pattern` (a recurring failure), `automatic` (activated without human review from another source) or `unknown` (a legacy rule with no recorded source). `auto_approved` is true when no person reviewed it. Retired rules are not listed. Use approve_steering_rule and retire_steering_rule with a rule's `id`.

NameTypeReqDescription
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

open_dashboard ~146

Get a one-click, pre-authenticated dashboard sign-in link for the owner. The engine-connect step — and any dashboard task (billing card update, a project page) — needs a signed-in browser. Because this server has already authenticated the workspace owner, this mints a single-use magic-link login token and returns a `/login?token=…` deep link: opening it signs the user straight into the dashboard (no email round-trip, no password) and lands them where onboarding left off. The returned `login_url` works once and expires in 15 minutes; a repeat call mints a fresh one.

Input schema present but exposes no named parameters.

NameTypeReqDescription
resultobjectyes–

No examples provided.

project_digest ~239

Read a compact progress digest for one project (delivery, activity, holds, next decision). Returns the closed MCP projection: delivery counts and the five newest delivered items, a recent loop-activity count, current holds, the single highest-priority open decision, and `more_decisions`. Two steering fields are ALWAYS present: `next_action` is `"call_tool"` with `next_tool="list_escalations"` when a decision exists, otherwise `"none"` with `next_tool: null`. `steering_rules` is also ALWAYS present with `suggested_retire_count`, `message` and `settings_path`; the advisory backlog is computed outside the activity window, so a digest with no recent activity can still show it. `since` is an optional ISO-8601 timestamp with a timezone; it defaults to 24 hours ago and is clamped to the last seven days. Tenant-scoped: a project outside the caller's workspace 404s.

NameTypeReqDescription
project_idstringyes–
since–––
NameTypeReqDescription
resultobjectyes–

No examples provided.

project_status ~617

Check how a project is doing: what is in flight, what shipped, what is stuck. Returns lifecycle status, open task count, queued roadmap item count, runs today, verification pass rate, open blockers, pause state, and freshness. Zero `open_tasks` does not mean an empty roadmap: `queued_roadmap_items` counts planned work awaiting expansion, including work held while the scheduler is disabled. list_roadmap returns those items. Delivery vs verification: `prs_merged_today` is the DELIVERY signal (distinct PRs merged today). `pass_rate` is the local verification pass rate over the last 14 days of dev/QA iterations - NOT a delivery measure. `verify_decided_14d` is that ratio's denominator and `verify_errored_14d` its sandbox-timeout share: when errored dominates, pass_rate measures the verify budget, not the code. `open_escalations` is a COUNT; read list_escalations for the rows. Pause state is `scheduler_enabled`, `scheduler_paused_until` and `pause_reason`. Freshness is `last_iter_at`, `last_pm_iter_at`, and `last_successful_deploy_at` (a LEGACY pointer); read `deployment {merged, deployed, verified, last_deploy_attempt}` for the three facts kept separately, and treat only `verified` as a verified deployment. `pm_lane {last_pm_iter_at, repo_access}` is the planning lane's live health: repo_access 'failing' means that lane cannot read the repo from GitHub even while runs still start and `github_connected` reads true (that flag is presence-only). `glm_peak_paused` is NOT a fault and sets no pause columns: it is the ephemeral GLM peak-hours skip. True means clean PRs hold and runs stop until `glm_peak_resumes_at`. It is an intentional cost gate, so the accurate description is "waiting for off-peak", not a failure. `ui_review` is absent while the ui-review autonomy ladder is enabled (the default): the ladder owns that budget and the customer surface carries no…

NameTypeReqDescription
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

rearm_roadmap_item ~142

Run the dashboard's replay-guarded same-item dependency re-arm. ``escalation_id`` is an ``expand_produced_nothing`` or ``roadmap_item_parked`` escalation id. Keelen verifies delivered structural prerequisites, grants one bounded expand retry, preserves the roadmap item id and ``depends_on_item_ids``, and resolves the matching cards in one transaction. A bounded live GitHub check may be used when the local merge state is stale, so a call can reach out even when the re-arm itself changes nothing.

NameTypeReqDescription
escalation_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

refine_request ~144

Say what is wrong with what a request produced, and have it reworked. Status must be "done". `feedback_md` is 1..1979 chars. Moves the thread to refine_pending; get_request_status reports the revised items. Refinement re-plans the thread's roadmap items and can EDIT OR HARD-DELETE the task rows it generated earlier (the machine patch-tasks endpoint deletes them outright), so it is destructive: up to five refinements per thread each carry that power.

NameTypeReqDescription
feedback_mdstringyes–
project_idstringyes–
thread_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

remove_cancelled_dependency ~163

List or remove a dependency on a task cancelled without delivery. ``escalation_id`` is a ``prerequisite_hold_stalled`` card. A waiting task whose dependency points at a task cancelled without proof of delivery can never start. Without ``task_id`` and ``predecessor_task_id`` this lists every such dependency in the card's project and changes nothing. With both, it removes that ONE dependency, so the waiting task can be groomed and built without the cancelled work; any other dependency is refused. The card then refreshes, or resolves when no held prerequisite remains.

NameTypeReqDescription
escalation_idstringyes–
predecessor_task_id–––
task_id–––
NameTypeReqDescription
resultobjectyes–

No examples provided.

reorder_roadmap ~144

Change what gets built first. `ordered_ids` is the desired front-to-back order of queued roadmap-item ids (list_roadmap returns them). The first id becomes the highest priority — the cadence expands the lowest-priority_int queued item next. Horizon pins still dominate: a pinned-later item stays at the back and a pinned-now item at the front, regardless of position in `ordered_ids`. Ids that are unknown or no longer queued are skipped; duplicates are rejected. Returns {updated, queue, next_step}.

NameTypeReqDescription
ordered_idsarrayyes–
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

replan_task ~274

Replace an unretryable blocked task without losing its lineage. Creates a fresh, explicitly planned task under the same roadmap item and attempt lineage, transfers prerequisites and downstream dependents, and cancels the stale task with supersession provenance. The old PR, task, failures, criteria, and evidence remain in the audit history; nothing is marked delivered. Inputs over 200 title characters, 20,000 body characters, 10 criteria or 2,000 decision characters are rejected without writes; accepted specifications are never shortened. ``workspace_strategy`` is required whenever structured records identify undelivered implementation: ``fresh_main`` starts the replacement clean, while ``carry_forward`` reuses the declared ``recovery_source_pr_number`` after an authenticated GitHub read verifies an available, unmerged PR. The head SHA is always resolved by the server. ``carry_forward`` stays refused until the deployment enables the runner path.

NameTypeReqDescription
acceptance_criteriaarrayyes–
body_mdstringyes–
decision_mdstringyes–
project_idstringyes–
recovery_source_pr_number–––
task_idstringyes–
titlestringyes–
workspace_strategy–––
NameTypeReqDescription
resultobjectyes–

No examples provided.

requeue_for_review ~241

Return one blocked task's existing pull request to normal review. Requires a personal OAuth connection of an active workspace owner; workspace keys are refused. Pass the task id (not an escalation id), the PR's exact 40-character head SHA, a reason (1-2000 characters) and a request_id you choose (1-128 of letters, digits, `.`, `:`, `_`, `-`). The task's own open keelen/iter-* PR must be green and cleanly mergeable at that head, and its latest DEV run must have verified that head. Status becomes done (implementation awaiting review), never delivered. Review, CI, acceptance and merge gates still apply; no retry starts and no budget resets. The same request_id and arguments replay the stored receipt. A refusal returns ok=false, reason review_requeue_refused, a stable cause_code and a fixed message.

NameTypeReqDescription
expected_head_shastringyes–
reasonstringyes–
request_idstringyes–
task_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

resolve_escalation ~246

Acknowledge a handled ask only when no blocked task becomes invisible. `decision_md` is a required short note (why/how it was resolved), appended to the escalation's detail_md as an audit trail. Resolving a project_pause / orphan_pause RESUMES the project (clears the pause). A blocked task's final task_block/operator_action cannot be acknowledged: its typed retry, platform-policy resolution, replan, close, or supersede operation is the correct path instead. An open planning question is refused too: answer it with `answer_planning_question` (or `cancel_roadmap_item` if the item is no longer needed), because an acknowledgement would drop the answer. The acknowledgement itself is replay-guarded (a repeat changes nothing), but the call is not idempotent end to end: resuming a paused project lets queued refinement run, and that refinement can DELETE tasks. Accepts a real escalation UUID or a synthetic `orphan:<project_id>`.

NameTypeReqDescription
decision_mdstringyes–
escalation_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

resolve_platform_regression ~221

Recover a task Keelen's own postprocessor re-broke. ``escalation_id`` is an open ``platform_policy_conflict`` card that the server attributed to Keelen's postprocessor writer. ``decision_md`` is the concrete recovery note recorded on the new plan section. This is the only customer recovery while the autonomy ladder is enabled. It records the decision, requeues the same task lineage and resolves the card in one transaction. It raises no scenario or capture budget, issues no waiver, consumes no recovery rung and cannot correct a frozen evidence selector. A card with any other reason or origin — a ui-review-origin conflict, an internal receipt, an exhausted hold, or a budget or catalog signal — is refused with a fixed conflict and changes nothing. It is registered on `/mcp`, `/chatgpt/mcp` and `/claude/mcp`.

NameTypeReqDescription
decision_mdstringyes–
escalation_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

retire_steering_rule ~149

Retire one steering rule so no later iteration prompt carries it. Pass the project id and the rule `id` from list_steering_rules. Works for an active or a pending rule, including a retro kaizen the automatic curation pass protects. The rule's text and history are kept and the retirement appears in Loop Activity. A rule that is already retired returns `changed: false`. There is no un-retire: to bring a convention back, submit it as a new Request. Running iterations keep the prompt they started with.

NameTypeReqDescription
project_idstringyes–
rule_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

retire_steering_rules ~167

Retire several steering rules in one transaction. Pass the project id and 1-100 rule `id` values from list_steering_rules. Works for active and pending rules, including a retro kaizen the automatic curation pass protects. Each changed rule is retired with one audit row; a rule that is already retired returns `changed: false`. If any requested rule is not this project's, nothing is retired and the call returns the same 404 as a single-rule call. There is no un-retire: to bring a convention back, submit it as a new Request. Running iterations keep the prompt they started with.

NameTypeReqDescription
project_idstringyes–
rule_idsarrayyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

retry_blocked_task ~145

Grant one fresh attempt after fixing a recovery-budget task block. ``escalation_id`` is the task_block id returned by ``list_escalations``. Eligibility, tenant, task, failure class, task status, and competing blockers are all derived server-side. This is distinct from ``resolve_escalation``, which remains acknowledgement-only for task blocks. Business-level replay guard: an already-retried block is not retried again; the call is not idempotent end to end, because an authenticated request also persists credential-use state.

NameTypeReqDescription
decision_mdstringyes–
escalation_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

rollback_roblox_place ~179

Roll a Roblox project's place back to a previously-published version. For a `roblox_game` project, re-publishes the RETAINED build artifact for `version_number` (the web Roblox Publishing card lists published versions) — it never rebuilds from source, so rollback is fast + deterministic. This mints a NEW Roblox version pointing at the old build. Unknown version → 404; a version with no retained artifact → 422; a place open in Studio / rate-limited → 409 (a retry can succeed); an invalid or unscoped Open Cloud key → 409 / 403. Returns {version_number, env, published_at, status, next_step}.

NameTypeReqDescription
project_idstringyes–
version_numberintegeryes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

run_control_gap_review ~158

Start a source-bound security control gap review for one project. The review records bounded engineering observations under the user's selected Cyber Essentials or CMMC Level 1 or Level 2 context. It does not determine framework standing, and it does not make changes. The `disclaimer_md` field must reach the user before any observation is summarised. The project needs a saved framework profile, an eligible plan, and a place on the operator allowlist. Billable; one review is allowed in flight per project. Refusals return `ok: false` with a next step and do not start work. Rate-limited per workspace.

NameTypeReqDescription
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

run_legal_exposure_review ~250

Find where a codebase creates legal exposure (privacy, consent, data handling). Spawns a one-shot review machine that reads the checkout offline and maps what the code DOES onto commonly cited legal obligations, filtered by the project's saved compliance profile (jurisdictions plus eleven product facts). Findings land on the project's Legal page for a human to triage, readable with get_legal_exposure_findings. No change is ever applied automatically. THIS IS NOT LEGAL ADVICE AND IT IS NOT A LEGAL CLEARANCE. The result carries a `disclaimer_md` field that must reach the user before any summary. The review is not exhaustive, so an empty result is never proof that anything is in order. Requires a saved compliance profile (409-shaped refusal without one), a plan that carries the feature, and the project on the operator allowlist. Billable; one review in flight per project. Every refusal comes back as `ok: false` with an actionable `next_step`, and starts nothing. Rate-limited per workspace.

NameTypeReqDescription
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

run_security_review ~229

Find security problems in a repository: a deep, whole-codebase review. Spawns a one-shot audit that scans the repo across a kind-aware taxonomy (secrets + git history, vulnerable/abandoned deps, injection, SSRF, path traversal, deserialization, crypto, info-leak, plus web authz/session/CORS, library API-misuse, game client-trust, or infra/CI as applicable) and posts findings to the project's Security review for human triage. The findings are reviewed by a human and the ones worth fixing go into the loop as Requests; no fix is applied automatically. Billable; one audit in-flight per project. (Triggering is disabled while the feature is hardened for production: a project not on the operator allowlist — empty by default — returns a message instead of spawning; earlier results stay visible.) Requires a paid plan; a free or trial workspace gets a message telling the user to upgrade.

NameTypeReqDescription
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

set_product_goal ~93

Set the outcome to aim at right now, so work is prioritised toward one thing. `goal_md` is free-form markdown and must be non-empty. Tenant-scoped: a project not in the caller's workspace 404s. Returns {project_id, product_goal_md, updated_at, next_step}.

NameTypeReqDescription
goal_mdstringyes–
project_idstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

set_product_vision ~94

Say what this product is for, so every run knows what it is building toward. `vision_md` is free-form markdown and must be non-empty. Tenant-scoped: a project not in the caller's workspace 404s. Returns {project_id, product_vision_md, updated_at, next_step}.

NameTypeReqDescription
project_idstringyes–
vision_mdstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

signup ~314

Create a Keelen account (or start agent login) — emails a 6-digit code. UNAUTHENTICATED — the only tool besides verify_email that works before a bearer key is configured. `email` is where the code is sent. Flow: signup(email) -> the user reads the 6-digit code from their inbox -> verify_email(email, code) returns a reveal-once API key, stored as this server's `Authorization: Bearer <api_key>` header in the MCP client config; reconnecting the client and calling get_onboarding_status() then continues setup. The code expires in 15 minutes; a repeat signup resends it. Response is uniform whether or not the email already has an account (enumeration-safe), so signup doubles as agent LOGIN. Rate-limited per IP and per email. The `email` must be explicitly provided and confirmed by the user in chat before this call. It is not inferred from a client profile, the logged-in account, git config, or any other ambient source; a candidate address the caller already holds is echoed back for an explicit yes first. Because this call doubles as LOGIN, a guessed address signs the user in to whatever workspace owns it, and the rest of setup then mints an API key on, and creates a project in, an account they did not choose.

NameTypeReqDescription
emailstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

stop_iteration ~131

Stop one running iteration after confirmed runtime cleanup. Requires a personal active workspace owner. Workspace keys and Portfolio delegation cannot stop compute. The exact project iteration number binds the runtime. Cleanup failure leaves it active; a busy subject is refused. Confirmed cleanup finalizes unfinished runtime iterations, holds its legacy tasks for owner close or replan and records the owner and reason. It grants no delivery, retry or merge authority. A repeat returns the same receipt.

NameTypeReqDescription
iter_nintegeryes–
project_idstringyes–
reasonstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

submit_request ~117

Ask for a change in plain English: a feature, a bug fix, or a new direction. Each call carries ONE feature or intent; a multi-feature ask belongs in separate requests. `text` must be under 16000 characters. Returns {thread_id, status, next_action, poll_after_seconds, next_step}; next_step names the re-check of get_request_status after poll_after_seconds.

NameTypeReqDescription
project_idstringyes–
textstringyes–
workflow_profile–––
NameTypeReqDescription
resultobjectyes–

No examples provided.

verify_email ~165

Redeem the emailed 6-digit code for a reveal-once workspace API key. UNAUTHENTICATED. `email` + `code` must match a code issued by signup(email) within the last 15 minutes (5 attempts max). The returned `api_key` is shown exactly ONCE — store it ONLY in the MCP client config ("Authorization: Bearer <api_key>"), NEVER in a repo or a file you might commit. Reconnecting this server with the header set and calling get_onboarding_status() continues setup. An invalid/expired/consumed code returns a uniform error; a fresh code comes from signup(email).

NameTypeReqDescription
codestringyes–
emailstringyes–
NameTypeReqDescription
resultobjectyes–

No examples provided.

Install

How do I install the Keelen MCP server?

Keelen is a hosted endpoint at https://keelen.ai/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · keelen.ai

# add to Claude Code
claude mcp add --transport http jamie7893-keelen 'https://keelen.ai/mcp'
Common questions

What is the Keelen MCP server?

Keelen is an MCP server listed in the public MCP registry as io.github.jamie7893/keelen. Autonomous dev team steered from chat: plain-English requests in, tested merged PRs out. This page covers its hosted endpoint (https://keelen.ai/mcp).

Is the Keelen MCP server safe to use?

Keelen scores 89 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the Keelen MCP server expose?

Keelen exposes 49 tools: list_projects, create_project, submit_request, get_request_status, set_product_vision, and 44 more. Their descriptions and schemas cost roughly 10,968 tokens of context every time the server is loaded.

Does the Keelen MCP server require authentication?

Yes. Keelen asked us for credentials when we connected, so you will need to authorise it in your MCP client before it can do anything.

Is the Keelen MCP server still maintained?

Keelen is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.